feat(vectorstore): re-embed on file mtime > store updated_at (#23)

Removes the TODO in Sync that left files static after their first embed.
Edits to brain/wiki/ and brain/knowledge/ now surface in subsequent
syncs without manual /backfill-embeddings calls.

Approach
- Store interface: KnownPaths → KnownPathsWithTime returning path →
  updated_at. Callers compare against file mtime to detect edits.
- PGStore: SELECT path, updated_at FROM brain_embeddings.
- Sync groups known chunks by parent path and tracks the EARLIEST
  updated_at per parent. A file is stale when its mtime is after that
  oldest chunk's timestamp — any chunk older than the file means at
  least one chunk hasn't been refreshed since the last edit.
- Stale-path rewrite: delete every old chunk for the parent (handles
  "file shrunk → fewer chunks → orphan rows at higher #NNNN" cleanly),
  then re-chunk + re-embed + re-upsert.

Tests
- New: TestSync_ReembedsFileWhenMtimeNewer — file mtime forced into the
  future vs store updated_at; Sync deletes old chunk + upserts fresh one.
- New: TestSync_SkipsFileWhenMtimeOlder — file mtime backdated; Sync is
  a no-op (no upserts, no deletes).
- Updated: stubStore.known is now map[string]time.Time. A zero value
  resolves to a far-future sentinel so existing "skip if already known"
  tests keep passing without per-test setup.
- pg_test renamed KnownPaths integration → KnownPathsWithTime; asserts
  updated_at is non-zero and within 5s of insert wall-clock.

Backward compat
- brain_embeddings rows pre-dating this change carry valid updated_at
  values (column was always populated via `DEFAULT now()` + ON CONFLICT
  `updated_at = now()`). No migration needed. Live pod will start
  re-embedding any file whose source has been edited since its chunks
  were originally written.

Closes gitea/mathias/hyperguild#23.

.aider.conventions.md

@@ -36,6 +36,18 @@ These rules apply to every task across every project, regardless of harness.
 4. **Goal-driven execution.** Define clear success criteria up front for every task.
    Loop — implement, verify, refine — until those criteria are met. Don't claim
    completion without evidence (tests pass, command output, observed behavior).
+5. **Trunk-Based Development — commit directly to main.** Every commit is one
+   logical change (one tool, one fix, one test) with passing tests. Main is always
+   deployable. Never create long-lived feature branches.
+
+   **Exception — parallel agents on same repo:** If another agent is known to be
+   actively working on the same repo simultaneously, create a short-lived branch
+   (`agent/<description>`), finish the task, and merge to main within the same
+   session. Do not leave agent branches open between sessions.
+
+   **Exception — external contributor or client four-eyes requirement:** Use
+   PR flow only when a human reviewer outside the project is required. Document
+   the reason in PROJECT.md.
 
 ## Default stack
 
@@ -46,9 +58,10 @@ These rules apply to every task across every project, regardless of harness.
 | Build | Task (taskfile.dev) | Make | — |
 | Containers | Docker Compose (dev), k3s (prod) | — | — |
 | DB | PostgreSQL + sqlc | SQLite | — |
-| Search | Qdrant (vector), BM25 | — | — |
+| Search | pgvector (vector), BM25 | Qdrant (when >1M vectors or hybrid retrieval) | — |
 | Logging | slog (structured) | — | — |
 | Testing | Table-driven, testify | — | — |
+| Agents (Go) | google.golang.org/adk + pkg/litellm adapter | — | — |
 
 Exploratory: Rust, Zig — I'll tell you when I want these.
 
@@ -58,9 +71,12 @@ Exploratory: Rust, Zig — I'll tell you when I want these.
 - **Errors**: `fmt.Errorf("operation: %w", err)` — never naked, never log-and-return
 - **Naming**: stdlib conventions, no stuttering
 - **Architecture**: prefer stdlib over frameworks, constructor injection, env-var config parsed into typed structs
-- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), one concern per PR, PR describes *why* not *what*
+- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), commit directly to main,
+  one logical change per commit, CI is the quality gate
+- **Never**: long-lived feature branches, PRs for solo work, direct push without
+  passing `task check` locally first
 - **Security**: no secrets in code, govulncheck before adding deps, SOPS for encrypted config
-- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc are pre-approved; anything else needs justification in the commit message
+- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc, google.golang.org/adk (agent projects only) are pre-approved; anything else needs justification in the commit message
 
 ## Infrastructure
 
@@ -68,7 +84,7 @@ Three machines on Tailscale:
 
 | Machine | Role | Key specs |
 |---------|------|-----------|
-| koala | GPU inference, heavy compute | RTX 5070, runs llama-swap, Qdrant |
+| koala | GPU inference, heavy compute | RTX 5070, runs k3s + llama-swap + shared postgres18/pgvector |
 | iguana | Services, builds | M2 Ultra Mac |
 | flamingo | Daily driver, edge | Mac mini, ~/dev is here |
 
@@ -100,18 +116,64 @@ See `~/dev/PROJECT_SUMMARY.md` for detailed descriptions of each project.
 - **koala-ai-stack** (`AGENTS/`) — local AI server infrastructure management
 - **klimatkollen** (`XT/`) — Swedish municipal climate data platform
 
-## Knowledge base
+## Knowledge base — actively use it
 
-When available, agents can query the shared knowledge base:
+A persistent brain (BM25 search + LLM-synthesised Q&A) survives across sessions,
+hosts, and harnesses. It holds 100+ hard-won entries: infra incident postmortems,
+Go pitfalls, framework gotchas, design principles, ADRs. **It is not optional
+reference material — query it actively, not just when explicitly told.**
 
-- **MCP**: `mcp://hyperguild.<TAILNET>.ts.net:3100/knowledge`
-- **HTTP**: `http://hyperguild.<TAILNET>.ts.net:3100/api/v1/search`
+### When to query (treat as a reflex)
 
-<!-- TODO: replace <TAILNET> placeholder with the real Tailscale tailnet
-     name once hyperguild is deployed. Until then, agents that try to
-     reach the knowledge service on a host where it isn't running will
-     get DNS NXDOMAIN, which is the desired fail-loudly behavior. -->
-- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`
+- **Before** starting a non-trivial task — search for prior art with the symptom
+  AND the system component ("how did we solve X in Y?"). 5 seconds beats 5 hours.
+- **When debugging** — search for the error string, the stack frame, the affected
+  service. Past you may have already paid this tax.
+- **Before adopting** a pattern, library, framework, or model name — check if it
+  was tried and rejected, or what the integration footguns are.
+- **When making architectural decisions** — search for the domain + "ADR" or
+  "decision" to find prior reasoning before re-deriving it.
+- **When a recommendation feels novel** — challenge yourself: "has this been
+  documented?" The brain often has it.
+
+### When to write
+
+After you discover something that **future-you would forget** and that **isn't
+recoverable from the code, git log, or PR description alone**:
+
+- Bugs whose root cause is non-obvious and generalisable beyond this project.
+- Framework / library / model-name quirks that bit you and would bite anyone.
+- Design principles validated under fire (e.g. "every `_get` needs a `_list`").
+- Postmortems for incidents: what broke, why, how diagnosed, what to do next time.
+
+DON'T write project status, sprint progress, PR summaries, or "what I did this
+session" — those rot fast and the originals are in git/gitea anyway. Brain
+entries that age well are about *why*, *how to avoid*, and *what to do when*.
+
+### How to access (per harness)
+
+| Harness | Query | Write |
+|---------|-------|-------|
+| **Claude Code, Claude Desktop** | `brain_query` (BM25), `brain_answer` (LLM-synth + sources) MCP tools | `brain_write` MCP tool |
+| **Crush, Pi, Antigravity, other MCP-capable** | same MCP server: `ingestion-brain` (via the `mcp__*_brain__*` namespace once authenticated) | same |
+| **Anything HTTP-only (curl, scripts)** | `POST https://brain-mcp.d-ma.be/query` with `{"query":"..."}` (auth via `BRAIN_MCP_TOKEN`) | `POST .../write` with `{"content":"...","filename":"..."}` |
+| **Browser / human inspection** | `https://gitea.d-ma.be/mathias/hyperguild` → `knowledge/` and `wiki/` markdown files |
+
+- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`.
+- **Routing**: brain_answer's LLM uses berget.ai as primary, iguana ollama as
+  fallback. Both are configurable in the `supervisor/ingestion-deployment.yaml`
+  on the koala k3s cluster; don't hardcode local-only model names into the
+  berget URL (see knowledge entry on namespace mismatches).
+
+### Quick reflex checks
+
+If you find yourself about to say any of these out loud, you owe yourself a brain query first:
+
+- "I think the issue might be..."
+- "Let me try X and see..."
+- "I'll just write a script to..."
+- "This is probably a new bug..."
+- "Has anyone done this before?" — *yes, probably, go check.*
 
 ## Client work rules
 
@@ -218,31 +280,28 @@ Key skills:
 
 ## MCP endpoints
 
-Two MCP servers expose this project's tooling, both reachable over Tailscale:
+Two MCP servers are live, both reachable over Tailscale and via HTTPS domain:
 
-- **`brain`** at `http://koala:30330/mcp` — preferred path for `brain_query`,
-  `brain_write`, `brain_ingest`, `brain_ingest_raw`, and `session_log`. Hosted
-  by the ingestion service directly.
-- **`supervisor`** at `http://koala:30320/mcp` — skill workers (`tdd_red`,
-  `tdd_green`, `tdd_refactor`, `review`, `debug`, `spec`, `retrospective`,
-  `trainer`, `tier`). Will shrink as skill workers move to SKILL.md in a later
-  migration.
+- **`brain`** at `https://brain-mcp.d-ma.be/mcp` (NodePort `koala:30330`) —
+  `brain_query`, `brain_write`, `brain_ingest`, `brain_ingest_raw`,
+  `brain_answer`, `brain_classify`, `session_log`. Hosted by the ingestion
+  service. Auth: Dex JWT (claude.ai OAuth) or static `BRAIN_MCP_TOKEN`.
 - **`routing`** at `http://koala:30310/mcp` — Mode 2 routing pod. Advertises
-  the same four cost-routable skills as the supervisor (`review`, `debug`,
-  `retrospective`, `trainer`) but per-call decides whether to use a local
-  model or Claude based on the brain's `/pass-rate` response. Bearer auth
-  via `ROUTING_MCP_TOKEN` (opt-in). Only `mode client-local` registers this
-  endpoint; Mode 1 and Mode 3 do not.
+  `review`, `debug`, `retrospective`, `trainer`; per-call routes to local model
+  or Claude based on brain `/pass-rate`. Bearer auth via `ROUTING_MCP_TOKEN`
+  (opt-in). Only `mode client-local` registers this endpoint.
+
+The supervisor MCP (`koala:30320`) was retired in Plan 7 (2026-05-12). Its
+skill workers (`tdd`, `spec`) are now SKILL.md files; routed skills moved to
+the routing pod; brain tools moved to the brain MCP.
 
 The brain HTTP REST API (`/query`, `/write`, `/ingest`, `/ingest-raw`,
-`/ingest-path`, `/backfill-refs`) remains available on the same port (3300) for
-shell scripts and non-MCP clients.
+`/ingest-path`, `/backfill-refs`, `/pass-rate`) remains available on port 3300
+for shell scripts and non-MCP clients.
 
-The brain HTTP REST API also serves a read-only `GET /pass-rate?skill=X&window=Y`
-endpoint that aggregates `final_status` counts from session logs and returns
-`{skill, window, pass, fail, skip, total, pass_rate}`. Plan 6 (routing pod)
-reads this to decide whether to route skill calls to local models. Pass rate
-is `null` when no logged invocations are in the window.
+`brain_answer(query)` performs BM25 retrieval + LLM synthesis (berget.ai
+gemma4:31b → iguana fallback). `brain_classify(text)` infers doc type, title,
+and tags. Both require `BRAIN_LLM_PRIMARY_URL` to be set in the ingestion pod.
 
 ## Agent instructions
 

.context/PROJECT.md

@@ -47,31 +47,28 @@
 
 ## MCP endpoints
 
-Two MCP servers expose this project's tooling, both reachable over Tailscale:
+Two MCP servers are live, both reachable over Tailscale and via HTTPS domain:
 
-- **`brain`** at `http://koala:30330/mcp` — preferred path for `brain_query`,
-  `brain_write`, `brain_ingest`, `brain_ingest_raw`, and `session_log`. Hosted
-  by the ingestion service directly.
-- **`supervisor`** at `http://koala:30320/mcp` — skill workers (`tdd_red`,
-  `tdd_green`, `tdd_refactor`, `review`, `debug`, `spec`, `retrospective`,
-  `trainer`, `tier`). Will shrink as skill workers move to SKILL.md in a later
-  migration.
+- **`brain`** at `https://brain-mcp.d-ma.be/mcp` (NodePort `koala:30330`) —
+  `brain_query`, `brain_write`, `brain_ingest`, `brain_ingest_raw`,
+  `brain_answer`, `brain_classify`, `session_log`. Hosted by the ingestion
+  service. Auth: Dex JWT (claude.ai OAuth) or static `BRAIN_MCP_TOKEN`.
 - **`routing`** at `http://koala:30310/mcp` — Mode 2 routing pod. Advertises
-  the same four cost-routable skills as the supervisor (`review`, `debug`,
-  `retrospective`, `trainer`) but per-call decides whether to use a local
-  model or Claude based on the brain's `/pass-rate` response. Bearer auth
-  via `ROUTING_MCP_TOKEN` (opt-in). Only `mode client-local` registers this
-  endpoint; Mode 1 and Mode 3 do not.
+  `review`, `debug`, `retrospective`, `trainer`; per-call routes to local model
+  or Claude based on brain `/pass-rate`. Bearer auth via `ROUTING_MCP_TOKEN`
+  (opt-in). Only `mode client-local` registers this endpoint.
+
+The supervisor MCP (`koala:30320`) was retired in Plan 7 (2026-05-12). Its
+skill workers (`tdd`, `spec`) are now SKILL.md files; routed skills moved to
+the routing pod; brain tools moved to the brain MCP.
 
 The brain HTTP REST API (`/query`, `/write`, `/ingest`, `/ingest-raw`,
-`/ingest-path`, `/backfill-refs`) remains available on the same port (3300) for
-shell scripts and non-MCP clients.
+`/ingest-path`, `/backfill-refs`, `/pass-rate`) remains available on port 3300
+for shell scripts and non-MCP clients.
 
-The brain HTTP REST API also serves a read-only `GET /pass-rate?skill=X&window=Y`
-endpoint that aggregates `final_status` counts from session logs and returns
-`{skill, window, pass, fail, skip, total, pass_rate}`. Plan 6 (routing pod)
-reads this to decide whether to route skill calls to local models. Pass rate
-is `null` when no logged invocations are in the window.
+`brain_answer(query)` performs BM25 retrieval + LLM synthesis (berget.ai
+gemma4:31b → iguana fallback). `brain_classify(text)` infers doc type, title,
+and tags. Both require `BRAIN_LLM_PRIMARY_URL` to be set in the ingestion pod.
 
 ## Agent instructions
 

.context/system-prompt.txt

@@ -41,6 +41,18 @@ These rules apply to every task across every project, regardless of harness.
 4. **Goal-driven execution.** Define clear success criteria up front for every task.
    Loop — implement, verify, refine — until those criteria are met. Don't claim
    completion without evidence (tests pass, command output, observed behavior).
+5. **Trunk-Based Development — commit directly to main.** Every commit is one
+   logical change (one tool, one fix, one test) with passing tests. Main is always
+   deployable. Never create long-lived feature branches.
+
+   **Exception — parallel agents on same repo:** If another agent is known to be
+   actively working on the same repo simultaneously, create a short-lived branch
+   (`agent/<description>`), finish the task, and merge to main within the same
+   session. Do not leave agent branches open between sessions.
+
+   **Exception — external contributor or client four-eyes requirement:** Use
+   PR flow only when a human reviewer outside the project is required. Document
+   the reason in PROJECT.md.
 
 ## Default stack
 
@@ -51,9 +63,10 @@ These rules apply to every task across every project, regardless of harness.
 | Build | Task (taskfile.dev) | Make | — |
 | Containers | Docker Compose (dev), k3s (prod) | — | — |
 | DB | PostgreSQL + sqlc | SQLite | — |
-| Search | Qdrant (vector), BM25 | — | — |
+| Search | pgvector (vector), BM25 | Qdrant (when >1M vectors or hybrid retrieval) | — |
 | Logging | slog (structured) | — | — |
 | Testing | Table-driven, testify | — | — |
+| Agents (Go) | google.golang.org/adk + pkg/litellm adapter | — | — |
 
 Exploratory: Rust, Zig — I'll tell you when I want these.
 
@@ -63,9 +76,12 @@ Exploratory: Rust, Zig — I'll tell you when I want these.
 - **Errors**: `fmt.Errorf("operation: %w", err)` — never naked, never log-and-return
 - **Naming**: stdlib conventions, no stuttering
 - **Architecture**: prefer stdlib over frameworks, constructor injection, env-var config parsed into typed structs
-- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), one concern per PR, PR describes *why* not *what*
+- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), commit directly to main,
+  one logical change per commit, CI is the quality gate
+- **Never**: long-lived feature branches, PRs for solo work, direct push without
+  passing `task check` locally first
 - **Security**: no secrets in code, govulncheck before adding deps, SOPS for encrypted config
-- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc are pre-approved; anything else needs justification in the commit message
+- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc, google.golang.org/adk (agent projects only) are pre-approved; anything else needs justification in the commit message
 
 ## Infrastructure
 
@@ -73,7 +89,7 @@ Three machines on Tailscale:
 
 | Machine | Role | Key specs |
 |---------|------|-----------|
-| koala | GPU inference, heavy compute | RTX 5070, runs llama-swap, Qdrant |
+| koala | GPU inference, heavy compute | RTX 5070, runs k3s + llama-swap + shared postgres18/pgvector |
 | iguana | Services, builds | M2 Ultra Mac |
 | flamingo | Daily driver, edge | Mac mini, ~/dev is here |
 
@@ -105,18 +121,64 @@ See `~/dev/PROJECT_SUMMARY.md` for detailed descriptions of each project.
 - **koala-ai-stack** (`AGENTS/`) — local AI server infrastructure management
 - **klimatkollen** (`XT/`) — Swedish municipal climate data platform
 
-## Knowledge base
+## Knowledge base — actively use it
 
-When available, agents can query the shared knowledge base:
+A persistent brain (BM25 search + LLM-synthesised Q&A) survives across sessions,
+hosts, and harnesses. It holds 100+ hard-won entries: infra incident postmortems,
+Go pitfalls, framework gotchas, design principles, ADRs. **It is not optional
+reference material — query it actively, not just when explicitly told.**
 
-- **MCP**: `mcp://hyperguild.<TAILNET>.ts.net:3100/knowledge`
-- **HTTP**: `http://hyperguild.<TAILNET>.ts.net:3100/api/v1/search`
+### When to query (treat as a reflex)
 
-<!-- TODO: replace <TAILNET> placeholder with the real Tailscale tailnet
-     name once hyperguild is deployed. Until then, agents that try to
-     reach the knowledge service on a host where it isn't running will
-     get DNS NXDOMAIN, which is the desired fail-loudly behavior. -->
-- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`
+- **Before** starting a non-trivial task — search for prior art with the symptom
+  AND the system component ("how did we solve X in Y?"). 5 seconds beats 5 hours.
+- **When debugging** — search for the error string, the stack frame, the affected
+  service. Past you may have already paid this tax.
+- **Before adopting** a pattern, library, framework, or model name — check if it
+  was tried and rejected, or what the integration footguns are.
+- **When making architectural decisions** — search for the domain + "ADR" or
+  "decision" to find prior reasoning before re-deriving it.
+- **When a recommendation feels novel** — challenge yourself: "has this been
+  documented?" The brain often has it.
+
+### When to write
+
+After you discover something that **future-you would forget** and that **isn't
+recoverable from the code, git log, or PR description alone**:
+
+- Bugs whose root cause is non-obvious and generalisable beyond this project.
+- Framework / library / model-name quirks that bit you and would bite anyone.
+- Design principles validated under fire (e.g. "every `_get` needs a `_list`").
+- Postmortems for incidents: what broke, why, how diagnosed, what to do next time.
+
+DON'T write project status, sprint progress, PR summaries, or "what I did this
+session" — those rot fast and the originals are in git/gitea anyway. Brain
+entries that age well are about *why*, *how to avoid*, and *what to do when*.
+
+### How to access (per harness)
+
+| Harness | Query | Write |
+|---------|-------|-------|
+| **Claude Code, Claude Desktop** | `brain_query` (BM25), `brain_answer` (LLM-synth + sources) MCP tools | `brain_write` MCP tool |
+| **Crush, Pi, Antigravity, other MCP-capable** | same MCP server: `ingestion-brain` (via the `mcp__*_brain__*` namespace once authenticated) | same |
+| **Anything HTTP-only (curl, scripts)** | `POST https://brain-mcp.d-ma.be/query` with `{"query":"..."}` (auth via `BRAIN_MCP_TOKEN`) | `POST .../write` with `{"content":"...","filename":"..."}` |
+| **Browser / human inspection** | `https://gitea.d-ma.be/mathias/hyperguild` → `knowledge/` and `wiki/` markdown files |
+
+- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`.
+- **Routing**: brain_answer's LLM uses berget.ai as primary, iguana ollama as
+  fallback. Both are configurable in the `supervisor/ingestion-deployment.yaml`
+  on the koala k3s cluster; don't hardcode local-only model names into the
+  berget URL (see knowledge entry on namespace mismatches).
+
+### Quick reflex checks
+
+If you find yourself about to say any of these out loud, you owe yourself a brain query first:
+
+- "I think the issue might be..."
+- "Let me try X and see..."
+- "I'll just write a script to..."
+- "This is probably a new bug..."
+- "Has anyone done this before?" — *yes, probably, go check.*
 
 ## Client work rules
 
@@ -223,31 +285,28 @@ Key skills:
 
 ## MCP endpoints
 
-Two MCP servers expose this project's tooling, both reachable over Tailscale:
+Two MCP servers are live, both reachable over Tailscale and via HTTPS domain:
 
-- **`brain`** at `http://koala:30330/mcp` — preferred path for `brain_query`,
-  `brain_write`, `brain_ingest`, `brain_ingest_raw`, and `session_log`. Hosted
-  by the ingestion service directly.
-- **`supervisor`** at `http://koala:30320/mcp` — skill workers (`tdd_red`,
-  `tdd_green`, `tdd_refactor`, `review`, `debug`, `spec`, `retrospective`,
-  `trainer`, `tier`). Will shrink as skill workers move to SKILL.md in a later
-  migration.
+- **`brain`** at `https://brain-mcp.d-ma.be/mcp` (NodePort `koala:30330`) —
+  `brain_query`, `brain_write`, `brain_ingest`, `brain_ingest_raw`,
+  `brain_answer`, `brain_classify`, `session_log`. Hosted by the ingestion
+  service. Auth: Dex JWT (claude.ai OAuth) or static `BRAIN_MCP_TOKEN`.
 - **`routing`** at `http://koala:30310/mcp` — Mode 2 routing pod. Advertises
-  the same four cost-routable skills as the supervisor (`review`, `debug`,
-  `retrospective`, `trainer`) but per-call decides whether to use a local
-  model or Claude based on the brain's `/pass-rate` response. Bearer auth
-  via `ROUTING_MCP_TOKEN` (opt-in). Only `mode client-local` registers this
-  endpoint; Mode 1 and Mode 3 do not.
+  `review`, `debug`, `retrospective`, `trainer`; per-call routes to local model
+  or Claude based on brain `/pass-rate`. Bearer auth via `ROUTING_MCP_TOKEN`
+  (opt-in). Only `mode client-local` registers this endpoint.
+
+The supervisor MCP (`koala:30320`) was retired in Plan 7 (2026-05-12). Its
+skill workers (`tdd`, `spec`) are now SKILL.md files; routed skills moved to
+the routing pod; brain tools moved to the brain MCP.
 
 The brain HTTP REST API (`/query`, `/write`, `/ingest`, `/ingest-raw`,
-`/ingest-path`, `/backfill-refs`) remains available on the same port (3300) for
-shell scripts and non-MCP clients.
+`/ingest-path`, `/backfill-refs`, `/pass-rate`) remains available on port 3300
+for shell scripts and non-MCP clients.
 
-The brain HTTP REST API also serves a read-only `GET /pass-rate?skill=X&window=Y`
-endpoint that aggregates `final_status` counts from session logs and returns
-`{skill, window, pass, fail, skip, total, pass_rate}`. Plan 6 (routing pod)
-reads this to decide whether to route skill calls to local models. Pass rate
-is `null` when no logged invocations are in the window.
+`brain_answer(query)` performs BM25 retrieval + LLM synthesis (berget.ai
+gemma4:31b → iguana fallback). `brain_classify(text)` infers doc type, title,
+and tags. Both require `BRAIN_LLM_PRIMARY_URL` to be set in the ingestion pod.
 
 ## Agent instructions
 

.cursorrules

@@ -39,6 +39,18 @@ These rules apply to every task across every project, regardless of harness.
 4. **Goal-driven execution.** Define clear success criteria up front for every task.
    Loop — implement, verify, refine — until those criteria are met. Don't claim
    completion without evidence (tests pass, command output, observed behavior).
+5. **Trunk-Based Development — commit directly to main.** Every commit is one
+   logical change (one tool, one fix, one test) with passing tests. Main is always
+   deployable. Never create long-lived feature branches.
+
+   **Exception — parallel agents on same repo:** If another agent is known to be
+   actively working on the same repo simultaneously, create a short-lived branch
+   (`agent/<description>`), finish the task, and merge to main within the same
+   session. Do not leave agent branches open between sessions.
+
+   **Exception — external contributor or client four-eyes requirement:** Use
+   PR flow only when a human reviewer outside the project is required. Document
+   the reason in PROJECT.md.
 
 ## Default stack
 
@@ -49,9 +61,10 @@ These rules apply to every task across every project, regardless of harness.
 | Build | Task (taskfile.dev) | Make | — |
 | Containers | Docker Compose (dev), k3s (prod) | — | — |
 | DB | PostgreSQL + sqlc | SQLite | — |
-| Search | Qdrant (vector), BM25 | — | — |
+| Search | pgvector (vector), BM25 | Qdrant (when >1M vectors or hybrid retrieval) | — |
 | Logging | slog (structured) | — | — |
 | Testing | Table-driven, testify | — | — |
+| Agents (Go) | google.golang.org/adk + pkg/litellm adapter | — | — |
 
 Exploratory: Rust, Zig — I'll tell you when I want these.
 
@@ -61,9 +74,12 @@ Exploratory: Rust, Zig — I'll tell you when I want these.
 - **Errors**: `fmt.Errorf("operation: %w", err)` — never naked, never log-and-return
 - **Naming**: stdlib conventions, no stuttering
 - **Architecture**: prefer stdlib over frameworks, constructor injection, env-var config parsed into typed structs
-- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), one concern per PR, PR describes *why* not *what*
+- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), commit directly to main,
+  one logical change per commit, CI is the quality gate
+- **Never**: long-lived feature branches, PRs for solo work, direct push without
+  passing `task check` locally first
 - **Security**: no secrets in code, govulncheck before adding deps, SOPS for encrypted config
-- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc are pre-approved; anything else needs justification in the commit message
+- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc, google.golang.org/adk (agent projects only) are pre-approved; anything else needs justification in the commit message
 
 ## Infrastructure
 
@@ -71,7 +87,7 @@ Three machines on Tailscale:
 
 | Machine | Role | Key specs |
 |---------|------|-----------|
-| koala | GPU inference, heavy compute | RTX 5070, runs llama-swap, Qdrant |
+| koala | GPU inference, heavy compute | RTX 5070, runs k3s + llama-swap + shared postgres18/pgvector |
 | iguana | Services, builds | M2 Ultra Mac |
 | flamingo | Daily driver, edge | Mac mini, ~/dev is here |
 
@@ -103,18 +119,64 @@ See `~/dev/PROJECT_SUMMARY.md` for detailed descriptions of each project.
 - **koala-ai-stack** (`AGENTS/`) — local AI server infrastructure management
 - **klimatkollen** (`XT/`) — Swedish municipal climate data platform
 
-## Knowledge base
+## Knowledge base — actively use it
 
-When available, agents can query the shared knowledge base:
+A persistent brain (BM25 search + LLM-synthesised Q&A) survives across sessions,
+hosts, and harnesses. It holds 100+ hard-won entries: infra incident postmortems,
+Go pitfalls, framework gotchas, design principles, ADRs. **It is not optional
+reference material — query it actively, not just when explicitly told.**
 
-- **MCP**: `mcp://hyperguild.<TAILNET>.ts.net:3100/knowledge`
-- **HTTP**: `http://hyperguild.<TAILNET>.ts.net:3100/api/v1/search`
+### When to query (treat as a reflex)
 
-<!-- TODO: replace <TAILNET> placeholder with the real Tailscale tailnet
-     name once hyperguild is deployed. Until then, agents that try to
-     reach the knowledge service on a host where it isn't running will
-     get DNS NXDOMAIN, which is the desired fail-loudly behavior. -->
-- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`
+- **Before** starting a non-trivial task — search for prior art with the symptom
+  AND the system component ("how did we solve X in Y?"). 5 seconds beats 5 hours.
+- **When debugging** — search for the error string, the stack frame, the affected
+  service. Past you may have already paid this tax.
+- **Before adopting** a pattern, library, framework, or model name — check if it
+  was tried and rejected, or what the integration footguns are.
+- **When making architectural decisions** — search for the domain + "ADR" or
+  "decision" to find prior reasoning before re-deriving it.
+- **When a recommendation feels novel** — challenge yourself: "has this been
+  documented?" The brain often has it.
+
+### When to write
+
+After you discover something that **future-you would forget** and that **isn't
+recoverable from the code, git log, or PR description alone**:
+
+- Bugs whose root cause is non-obvious and generalisable beyond this project.
+- Framework / library / model-name quirks that bit you and would bite anyone.
+- Design principles validated under fire (e.g. "every `_get` needs a `_list`").
+- Postmortems for incidents: what broke, why, how diagnosed, what to do next time.
+
+DON'T write project status, sprint progress, PR summaries, or "what I did this
+session" — those rot fast and the originals are in git/gitea anyway. Brain
+entries that age well are about *why*, *how to avoid*, and *what to do when*.
+
+### How to access (per harness)
+
+| Harness | Query | Write |
+|---------|-------|-------|
+| **Claude Code, Claude Desktop** | `brain_query` (BM25), `brain_answer` (LLM-synth + sources) MCP tools | `brain_write` MCP tool |
+| **Crush, Pi, Antigravity, other MCP-capable** | same MCP server: `ingestion-brain` (via the `mcp__*_brain__*` namespace once authenticated) | same |
+| **Anything HTTP-only (curl, scripts)** | `POST https://brain-mcp.d-ma.be/query` with `{"query":"..."}` (auth via `BRAIN_MCP_TOKEN`) | `POST .../write` with `{"content":"...","filename":"..."}` |
+| **Browser / human inspection** | `https://gitea.d-ma.be/mathias/hyperguild` → `knowledge/` and `wiki/` markdown files |
+
+- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`.
+- **Routing**: brain_answer's LLM uses berget.ai as primary, iguana ollama as
+  fallback. Both are configurable in the `supervisor/ingestion-deployment.yaml`
+  on the koala k3s cluster; don't hardcode local-only model names into the
+  berget URL (see knowledge entry on namespace mismatches).
+
+### Quick reflex checks
+
+If you find yourself about to say any of these out loud, you owe yourself a brain query first:
+
+- "I think the issue might be..."
+- "Let me try X and see..."
+- "I'll just write a script to..."
+- "This is probably a new bug..."
+- "Has anyone done this before?" — *yes, probably, go check.*
 
 ## Client work rules
 
@@ -221,31 +283,28 @@ Key skills:
 
 ## MCP endpoints
 
-Two MCP servers expose this project's tooling, both reachable over Tailscale:
+Two MCP servers are live, both reachable over Tailscale and via HTTPS domain:
 
-- **`brain`** at `http://koala:30330/mcp` — preferred path for `brain_query`,
-  `brain_write`, `brain_ingest`, `brain_ingest_raw`, and `session_log`. Hosted
-  by the ingestion service directly.
-- **`supervisor`** at `http://koala:30320/mcp` — skill workers (`tdd_red`,
-  `tdd_green`, `tdd_refactor`, `review`, `debug`, `spec`, `retrospective`,
-  `trainer`, `tier`). Will shrink as skill workers move to SKILL.md in a later
-  migration.
+- **`brain`** at `https://brain-mcp.d-ma.be/mcp` (NodePort `koala:30330`) —
+  `brain_query`, `brain_write`, `brain_ingest`, `brain_ingest_raw`,
+  `brain_answer`, `brain_classify`, `session_log`. Hosted by the ingestion
+  service. Auth: Dex JWT (claude.ai OAuth) or static `BRAIN_MCP_TOKEN`.
 - **`routing`** at `http://koala:30310/mcp` — Mode 2 routing pod. Advertises
-  the same four cost-routable skills as the supervisor (`review`, `debug`,
-  `retrospective`, `trainer`) but per-call decides whether to use a local
-  model or Claude based on the brain's `/pass-rate` response. Bearer auth
-  via `ROUTING_MCP_TOKEN` (opt-in). Only `mode client-local` registers this
-  endpoint; Mode 1 and Mode 3 do not.
+  `review`, `debug`, `retrospective`, `trainer`; per-call routes to local model
+  or Claude based on brain `/pass-rate`. Bearer auth via `ROUTING_MCP_TOKEN`
+  (opt-in). Only `mode client-local` registers this endpoint.
+
+The supervisor MCP (`koala:30320`) was retired in Plan 7 (2026-05-12). Its
+skill workers (`tdd`, `spec`) are now SKILL.md files; routed skills moved to
+the routing pod; brain tools moved to the brain MCP.
 
 The brain HTTP REST API (`/query`, `/write`, `/ingest`, `/ingest-raw`,
-`/ingest-path`, `/backfill-refs`) remains available on the same port (3300) for
-shell scripts and non-MCP clients.
+`/ingest-path`, `/backfill-refs`, `/pass-rate`) remains available on port 3300
+for shell scripts and non-MCP clients.
 
-The brain HTTP REST API also serves a read-only `GET /pass-rate?skill=X&window=Y`
-endpoint that aggregates `final_status` counts from session logs and returns
-`{skill, window, pass, fail, skip, total, pass_rate}`. Plan 6 (routing pod)
-reads this to decide whether to route skill calls to local models. Pass rate
-is `null` when no logged invocations are in the window.
+`brain_answer(query)` performs BM25 retrieval + LLM synthesis (berget.ai
+gemma4:31b → iguana fallback). `brain_classify(text)` infers doc type, title,
+and tags. Both require `BRAIN_LLM_PRIMARY_URL` to be set in the ingestion pod.
 
 ## Agent instructions
 

.gitea/workflows/cd.yml

@@ -11,9 +11,8 @@ jobs:
     name: Build and deploy
     runs-on: self-hosted
     if: ${{ github.event.workflow_run.conclusion == 'success' && github.event.workflow_run.event == 'push' }}
+    environment: staging
     env:
-      SERVICE: supervisor
-      IMAGE: gitea.d-ma.be/mathias/supervisor
       INGESTION_IMAGE: gitea.d-ma.be/mathias/ingestion
       ROUTING_IMAGE: gitea.d-ma.be/mathias/routing
       INFRA_REPO: git@gitea.d-ma.be:mathias/infra.git
@@ -22,27 +21,6 @@ jobs:
       - name: Checkout
         uses: actions/checkout@v4
 
-      - name: Build and push supervisor image
-        run: |
-          set -e
-          trap 'rm -f /tmp/supervisor-image.tar' EXIT
-          IMAGE_TAG="${{ github.sha }}"
-          echo "Building ${IMAGE}:${IMAGE_TAG}"
-
-          buildctl --addr "${BUILDKIT_HOST}" build \
-            --frontend dockerfile.v0 \
-            --local context=. \
-            --local dockerfile=. \
-            --opt build-arg:VERSION="${IMAGE_TAG}" \
-            --output type=oci,dest=/tmp/supervisor-image.tar
-
-          skopeo copy \
-            oci-archive:/tmp/supervisor-image.tar \
-            docker://${IMAGE}:${IMAGE_TAG} \
-            --dest-creds "${{ secrets.REGISTRY_CREDS }}"
-
-          echo "Built and pushed ${IMAGE}:${IMAGE_TAG}"
-
       - name: Build and push ingestion image
         run: |
           set -e
@@ -100,22 +78,89 @@ jobs:
 
           cd /tmp/infra-update
 
-          sed -i "s|gitea.d-ma.be/mathias/supervisor:.*|gitea.d-ma.be/mathias/supervisor:${IMAGE_TAG}|" \
-            "k3s/apps/${SERVICE}/deployment.yaml"
-
           sed -i "s|gitea.d-ma.be/mathias/ingestion:.*|gitea.d-ma.be/mathias/ingestion:${IMAGE_TAG}|" \
-            "k3s/apps/${SERVICE}/ingestion-deployment.yaml"
+            "k3s/apps/supervisor/ingestion-deployment.yaml"
 
           sed -i "s|gitea.d-ma.be/mathias/routing:.*|gitea.d-ma.be/mathias/routing:${IMAGE_TAG}|" \
             "k3s/apps/routing/deployment.yaml"
 
           git config user.email "cd-bot@d-ma.be"
           git config user.name "CD Bot"
-          git add "k3s/apps/${SERVICE}/deployment.yaml" \
-                  "k3s/apps/${SERVICE}/ingestion-deployment.yaml" \
+          git add "k3s/apps/supervisor/ingestion-deployment.yaml" \
                   "k3s/apps/routing/deployment.yaml"
-          git commit -m "chore(deploy): supervisor+ingestion+routing → ${IMAGE_TAG}"
+          git commit -m "chore(deploy): ingestion+routing → ${IMAGE_TAG}"
           GIT_SSH_COMMAND="ssh -i ~/.ssh/infra_deploy_key -o IdentitiesOnly=yes" \
             git push
 
-          echo "Infra repo updated: ${SERVICE}+ingestion → ${IMAGE_TAG}"
+          echo "Infra repo updated: ingestion+routing → ${IMAGE_TAG}"
+
+      - name: Trigger Flux reconcile (immediate)
+        run: |
+          kubectl -n flux-system annotate gitrepository flux-system \
+            reconcile.fluxcd.io/requestedAt="$(date +%s)" --overwrite
+          kubectl -n flux-system annotate kustomization apps \
+            reconcile.fluxcd.io/requestedAt="$(date +%s)" --overwrite
+
+      - name: Wait for Flux to apply new ingestion image
+        run: |
+          EXPECTED="gitea.d-ma.be/mathias/ingestion:${{ github.sha }}"
+          for i in $(seq 1 60); do
+            CURRENT=$(kubectl get deploy ingestion -n supervisor \
+              -o jsonpath='{.spec.template.spec.containers[0].image}' 2>/dev/null || echo "")
+            if [ "$CURRENT" = "$EXPECTED" ]; then
+              echo "✓ Flux applied ingestion image after ${i}s"
+              break
+            fi
+            sleep 1
+          done
+          kubectl get deploy ingestion -n supervisor \
+            -o jsonpath='{.spec.template.spec.containers[0].image}' \
+            | grep -qx "$EXPECTED" \
+            || { echo "✗ Flux did not apply ingestion image within 60s"; exit 1; }
+
+      - name: Verify ingestion rollout
+        run: |
+          kubectl rollout status deployment/ingestion \
+            --namespace supervisor \
+            --timeout=120s \
+          || {
+            echo "── pod status ──"
+            kubectl get pods -n supervisor -o wide
+            echo "── events ──"
+            kubectl get events -n supervisor --sort-by='.lastTimestamp' | tail -20
+            echo "── describe ──"
+            kubectl describe pods -n supervisor -l app=ingestion | tail -40
+            exit 1
+          }
+
+      - name: Wait for Flux to apply new routing image
+        run: |
+          EXPECTED="gitea.d-ma.be/mathias/routing:${{ github.sha }}"
+          for i in $(seq 1 60); do
+            CURRENT=$(kubectl get deploy routing -n routing \
+              -o jsonpath='{.spec.template.spec.containers[0].image}' 2>/dev/null || echo "")
+            if [ "$CURRENT" = "$EXPECTED" ]; then
+              echo "✓ Flux applied routing image after ${i}s"
+              break
+            fi
+            sleep 1
+          done
+          kubectl get deploy routing -n routing \
+            -o jsonpath='{.spec.template.spec.containers[0].image}' \
+            | grep -qx "$EXPECTED" \
+            || { echo "✗ Flux did not apply routing image within 60s"; exit 1; }
+
+      - name: Verify routing rollout
+        run: |
+          kubectl rollout status deployment/routing \
+            --namespace routing \
+            --timeout=120s \
+          || {
+            echo "── pod status ──"
+            kubectl get pods -n routing -o wide
+            echo "── events ──"
+            kubectl get events -n routing --sort-by='.lastTimestamp' | tail -20
+            echo "── describe ──"
+            kubectl describe pods -n routing -l app=routing | tail -40
+            exit 1
+          }

.mcp.json

@@ -1,15 +1,11 @@
 {
   "mcpServers": {
-    "supervisor": {
-      "type": "http",
-      "url": "http://koala:30320/mcp",
-      "headers": {
-        "Authorization": "Bearer ${SUPERVISOR_MCP_TOKEN}"
-      }
-    },
     "brain": {
       "type": "http",
-      "url": "http://koala:30330/mcp"
+      "url": "https://brain-mcp.d-ma.be/mcp",
+      "headers": {
+        "Authorization": "Bearer ${BRAIN_MCP_TOKEN}"
+      }
     }
   }
 }

AGENTS.md

@@ -36,6 +36,18 @@ These rules apply to every task across every project, regardless of harness.
 4. **Goal-driven execution.** Define clear success criteria up front for every task.
    Loop — implement, verify, refine — until those criteria are met. Don't claim
    completion without evidence (tests pass, command output, observed behavior).
+5. **Trunk-Based Development — commit directly to main.** Every commit is one
+   logical change (one tool, one fix, one test) with passing tests. Main is always
+   deployable. Never create long-lived feature branches.
+
+   **Exception — parallel agents on same repo:** If another agent is known to be
+   actively working on the same repo simultaneously, create a short-lived branch
+   (`agent/<description>`), finish the task, and merge to main within the same
+   session. Do not leave agent branches open between sessions.
+
+   **Exception — external contributor or client four-eyes requirement:** Use
+   PR flow only when a human reviewer outside the project is required. Document
+   the reason in PROJECT.md.
 
 ## Default stack
 
@@ -46,9 +58,10 @@ These rules apply to every task across every project, regardless of harness.
 | Build | Task (taskfile.dev) | Make | — |
 | Containers | Docker Compose (dev), k3s (prod) | — | — |
 | DB | PostgreSQL + sqlc | SQLite | — |
-| Search | Qdrant (vector), BM25 | — | — |
+| Search | pgvector (vector), BM25 | Qdrant (when >1M vectors or hybrid retrieval) | — |
 | Logging | slog (structured) | — | — |
 | Testing | Table-driven, testify | — | — |
+| Agents (Go) | google.golang.org/adk + pkg/litellm adapter | — | — |
 
 Exploratory: Rust, Zig — I'll tell you when I want these.
 
@@ -58,9 +71,12 @@ Exploratory: Rust, Zig — I'll tell you when I want these.
 - **Errors**: `fmt.Errorf("operation: %w", err)` — never naked, never log-and-return
 - **Naming**: stdlib conventions, no stuttering
 - **Architecture**: prefer stdlib over frameworks, constructor injection, env-var config parsed into typed structs
-- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), one concern per PR, PR describes *why* not *what*
+- **Git**: conventional commits (`feat:`, `fix:`, `chore:`), commit directly to main,
+  one logical change per commit, CI is the quality gate
+- **Never**: long-lived feature branches, PRs for solo work, direct push without
+  passing `task check` locally first
 - **Security**: no secrets in code, govulncheck before adding deps, SOPS for encrypted config
-- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc are pre-approved; anything else needs justification in the commit message
+- **Dependencies**: prefer stdlib. testify, slog, templ, sqlc, google.golang.org/adk (agent projects only) are pre-approved; anything else needs justification in the commit message
 
 ## Infrastructure
 
@@ -68,7 +84,7 @@ Three machines on Tailscale:
 
 | Machine | Role | Key specs |
 |---------|------|-----------|
-| koala | GPU inference, heavy compute | RTX 5070, runs llama-swap, Qdrant |
+| koala | GPU inference, heavy compute | RTX 5070, runs k3s + llama-swap + shared postgres18/pgvector |
 | iguana | Services, builds | M2 Ultra Mac |
 | flamingo | Daily driver, edge | Mac mini, ~/dev is here |
 
@@ -100,18 +116,64 @@ See `~/dev/PROJECT_SUMMARY.md` for detailed descriptions of each project.
 - **koala-ai-stack** (`AGENTS/`) — local AI server infrastructure management
 - **klimatkollen** (`XT/`) — Swedish municipal climate data platform
 
-## Knowledge base
+## Knowledge base — actively use it
 
-When available, agents can query the shared knowledge base:
+A persistent brain (BM25 search + LLM-synthesised Q&A) survives across sessions,
+hosts, and harnesses. It holds 100+ hard-won entries: infra incident postmortems,
+Go pitfalls, framework gotchas, design principles, ADRs. **It is not optional
+reference material — query it actively, not just when explicitly told.**
 
-- **MCP**: `mcp://hyperguild.<TAILNET>.ts.net:3100/knowledge`
-- **HTTP**: `http://hyperguild.<TAILNET>.ts.net:3100/api/v1/search`
+### When to query (treat as a reflex)
 
-<!-- TODO: replace <TAILNET> placeholder with the real Tailscale tailnet
-     name once hyperguild is deployed. Until then, agents that try to
-     reach the knowledge service on a host where it isn't running will
-     get DNS NXDOMAIN, which is the desired fail-loudly behavior. -->
-- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`
+- **Before** starting a non-trivial task — search for prior art with the symptom
+  AND the system component ("how did we solve X in Y?"). 5 seconds beats 5 hours.
+- **When debugging** — search for the error string, the stack frame, the affected
+  service. Past you may have already paid this tax.
+- **Before adopting** a pattern, library, framework, or model name — check if it
+  was tried and rejected, or what the integration footguns are.
+- **When making architectural decisions** — search for the domain + "ADR" or
+  "decision" to find prior reasoning before re-deriving it.
+- **When a recommendation feels novel** — challenge yourself: "has this been
+  documented?" The brain often has it.
+
+### When to write
+
+After you discover something that **future-you would forget** and that **isn't
+recoverable from the code, git log, or PR description alone**:
+
+- Bugs whose root cause is non-obvious and generalisable beyond this project.
+- Framework / library / model-name quirks that bit you and would bite anyone.
+- Design principles validated under fire (e.g. "every `_get` needs a `_list`").
+- Postmortems for incidents: what broke, why, how diagnosed, what to do next time.
+
+DON'T write project status, sprint progress, PR summaries, or "what I did this
+session" — those rot fast and the originals are in git/gitea anyway. Brain
+entries that age well are about *why*, *how to avoid*, and *what to do when*.
+
+### How to access (per harness)
+
+| Harness | Query | Write |
+|---------|-------|-------|
+| **Claude Code, Claude Desktop** | `brain_query` (BM25), `brain_answer` (LLM-synth + sources) MCP tools | `brain_write` MCP tool |
+| **Crush, Pi, Antigravity, other MCP-capable** | same MCP server: `ingestion-brain` (via the `mcp__*_brain__*` namespace once authenticated) | same |
+| **Anything HTTP-only (curl, scripts)** | `POST https://brain-mcp.d-ma.be/query` with `{"query":"..."}` (auth via `BRAIN_MCP_TOKEN`) | `POST .../write` with `{"content":"...","filename":"..."}` |
+| **Browser / human inspection** | `https://gitea.d-ma.be/mathias/hyperguild` → `knowledge/` and `wiki/` markdown files |
+
+- **Scoping**: defaults to `public` collection; client projects filter to `{client}` + `public`.
+- **Routing**: brain_answer's LLM uses berget.ai as primary, iguana ollama as
+  fallback. Both are configurable in the `supervisor/ingestion-deployment.yaml`
+  on the koala k3s cluster; don't hardcode local-only model names into the
+  berget URL (see knowledge entry on namespace mismatches).
+
+### Quick reflex checks
+
+If you find yourself about to say any of these out loud, you owe yourself a brain query first:
+
+- "I think the issue might be..."
+- "Let me try X and see..."
+- "I'll just write a script to..."
+- "This is probably a new bug..."
+- "Has anyone done this before?" — *yes, probably, go check.*
 
 ## Client work rules
 
@@ -218,31 +280,28 @@ Key skills:
 
 ## MCP endpoints
 
-Two MCP servers expose this project's tooling, both reachable over Tailscale:
+Two MCP servers are live, both reachable over Tailscale and via HTTPS domain:
 
-- **`brain`** at `http://koala:30330/mcp` — preferred path for `brain_query`,
-  `brain_write`, `brain_ingest`, `brain_ingest_raw`, and `session_log`. Hosted
-  by the ingestion service directly.
-- **`supervisor`** at `http://koala:30320/mcp` — skill workers (`tdd_red`,
-  `tdd_green`, `tdd_refactor`, `review`, `debug`, `spec`, `retrospective`,
-  `trainer`, `tier`). Will shrink as skill workers move to SKILL.md in a later
-  migration.
+- **`brain`** at `https://brain-mcp.d-ma.be/mcp` (NodePort `koala:30330`) —
+  `brain_query`, `brain_write`, `brain_ingest`, `brain_ingest_raw`,
+  `brain_answer`, `brain_classify`, `session_log`. Hosted by the ingestion
+  service. Auth: Dex JWT (claude.ai OAuth) or static `BRAIN_MCP_TOKEN`.
 - **`routing`** at `http://koala:30310/mcp` — Mode 2 routing pod. Advertises
-  the same four cost-routable skills as the supervisor (`review`, `debug`,
-  `retrospective`, `trainer`) but per-call decides whether to use a local
-  model or Claude based on the brain's `/pass-rate` response. Bearer auth
-  via `ROUTING_MCP_TOKEN` (opt-in). Only `mode client-local` registers this
-  endpoint; Mode 1 and Mode 3 do not.
+  `review`, `debug`, `retrospective`, `trainer`; per-call routes to local model
+  or Claude based on brain `/pass-rate`. Bearer auth via `ROUTING_MCP_TOKEN`
+  (opt-in). Only `mode client-local` registers this endpoint.
+
+The supervisor MCP (`koala:30320`) was retired in Plan 7 (2026-05-12). Its
+skill workers (`tdd`, `spec`) are now SKILL.md files; routed skills moved to
+the routing pod; brain tools moved to the brain MCP.
 
 The brain HTTP REST API (`/query`, `/write`, `/ingest`, `/ingest-raw`,
-`/ingest-path`, `/backfill-refs`) remains available on the same port (3300) for
-shell scripts and non-MCP clients.
+`/ingest-path`, `/backfill-refs`, `/pass-rate`) remains available on port 3300
+for shell scripts and non-MCP clients.
 
-The brain HTTP REST API also serves a read-only `GET /pass-rate?skill=X&window=Y`
-endpoint that aggregates `final_status` counts from session logs and returns
-`{skill, window, pass, fail, skip, total, pass_rate}`. Plan 6 (routing pod)
-reads this to decide whether to route skill calls to local models. Pass rate
-is `null` when no logged invocations are in the window.
+`brain_answer(query)` performs BM25 retrieval + LLM synthesis (berget.ai
+gemma4:31b → iguana fallback). `brain_classify(text)` infers doc type, title,
+and tags. Both require `BRAIN_LLM_PRIMARY_URL` to be set in the ingestion pod.
 
 ## Agent instructions
 

CLAUDE.md

@@ -47,31 +47,28 @@
 
 ## MCP endpoints
 
-Two MCP servers expose this project's tooling, both reachable over Tailscale:
+Two MCP servers are live, both reachable over Tailscale and via HTTPS domain:
 
-- **`brain`** at `http://koala:30330/mcp` — preferred path for `brain_query`,
-  `brain_write`, `brain_ingest`, `brain_ingest_raw`, and `session_log`. Hosted
-  by the ingestion service directly.
-- **`supervisor`** at `http://koala:30320/mcp` — skill workers (`tdd_red`,
-  `tdd_green`, `tdd_refactor`, `review`, `debug`, `spec`, `retrospective`,
-  `trainer`, `tier`). Will shrink as skill workers move to SKILL.md in a later
-  migration.
+- **`brain`** at `https://brain-mcp.d-ma.be/mcp` (NodePort `koala:30330`) —
+  `brain_query`, `brain_write`, `brain_ingest`, `brain_ingest_raw`,
+  `brain_answer`, `brain_classify`, `session_log`. Hosted by the ingestion
+  service. Auth: Dex JWT (claude.ai OAuth) or static `BRAIN_MCP_TOKEN`.
 - **`routing`** at `http://koala:30310/mcp` — Mode 2 routing pod. Advertises
-  the same four cost-routable skills as the supervisor (`review`, `debug`,
-  `retrospective`, `trainer`) but per-call decides whether to use a local
-  model or Claude based on the brain's `/pass-rate` response. Bearer auth
-  via `ROUTING_MCP_TOKEN` (opt-in). Only `mode client-local` registers this
-  endpoint; Mode 1 and Mode 3 do not.
+  `review`, `debug`, `retrospective`, `trainer`; per-call routes to local model
+  or Claude based on brain `/pass-rate`. Bearer auth via `ROUTING_MCP_TOKEN`
+  (opt-in). Only `mode client-local` registers this endpoint.
+
+The supervisor MCP (`koala:30320`) was retired in Plan 7 (2026-05-12). Its
+skill workers (`tdd`, `spec`) are now SKILL.md files; routed skills moved to
+the routing pod; brain tools moved to the brain MCP.
 
 The brain HTTP REST API (`/query`, `/write`, `/ingest`, `/ingest-raw`,
-`/ingest-path`, `/backfill-refs`) remains available on the same port (3300) for
-shell scripts and non-MCP clients.
+`/ingest-path`, `/backfill-refs`, `/pass-rate`) remains available on port 3300
+for shell scripts and non-MCP clients.
 
-The brain HTTP REST API also serves a read-only `GET /pass-rate?skill=X&window=Y`
-endpoint that aggregates `final_status` counts from session logs and returns
-`{skill, window, pass, fail, skip, total, pass_rate}`. Plan 6 (routing pod)
-reads this to decide whether to route skill calls to local models. Pass rate
-is `null` when no logged invocations are in the window.
+`brain_answer(query)` performs BM25 retrieval + LLM synthesis (berget.ai
+gemma4:31b → iguana fallback). `brain_classify(text)` infers doc type, title,
+and tags. Both require `BRAIN_LLM_PRIMARY_URL` to be set in the ingestion pod.
 
 ## Agent instructions
 

DECISIONS.md

@@ -72,23 +72,42 @@ Record *why* things are the way they are. Future-you will thank present-you.
 Plan 6 (Mode 2 routing pod, 2026-05-04) introduces a second consumer of
 the four cost-routable skill packages. The routing pod constructs each
 skill via `<pkg>.New(Config{...})` and hands it `routing.Router.Run` as
-the `CompleteFunc`. Plan 7 (supervisor retirement) MUST NOT delete the
-four packages.
+the `CompleteFunc`.
 
-**Plan 7's allowed deletions:**
-- `internal/skills/{tdd,spec,tier}/` (not consumed by the routing pod)
-- `cmd/supervisor/` (binary)
-- `Dockerfile` (supervisor's, at repo root — distinct from `Dockerfile.routing`)
-- supervisor manifests in the infra repo
-- NodePort `:30320`
-
-**Plan 7's preserved code:**
+**Preserved code (do not delete):**
 - `internal/skills/{review,debug,retrospective,trainer}/`
-- `internal/registry`
-- `internal/mcp`
-- `internal/exec/litellm.go`
-- `internal/routing/` (entirely new in Plan 6)
-- `cmd/routing/`
+- `internal/registry`, `internal/mcp`, `internal/exec/litellm.go`
+- `internal/routing/`, `cmd/routing/`
+
+---
+
+## Plan 7: supervisor pod retired (2026-05-12)
+
+**What was deleted:** `cmd/supervisor/`, `internal/skills/{tdd,spec}/`,
+root `Dockerfile`, supervisor k8s manifests (Deployment, Service, Ingress,
+NodePort 30320), `supervisor` entry removed from all `.mcp.json` configs.
+
+**Coverage:** `tdd`/`spec` → SKILL.md files in `~/dev/.skills/`; `review`,
+`debug`, `retrospective`, `trainer` → routing pod; `brain_*`/`session_log` →
+brain MCP; `tier` → `hyperguild tier` CLI.
+
+---
+
+## 2026-05-12 — brain_answer and brain_classify: LLM routing via berget.ai → iguana
+
+**Context:** Brain MCP returned raw BM25 excerpts with no synthesis. Adding
+LLM-backed tools enables Q&A and ingestion enrichment without a separate service.
+
+**Decision:** Two new MCP tools in the ingestion service (`ingestion/internal/mcp/`):
+- `brain_answer(query)` — BM25 top-10 → LLM synthesis → answer + sources
+- `brain_classify(text)` — LLM classifies doc into type/title/tags
+
+Primary LLM: berget.ai `gemma4:31b` (EU cloud, spend tokens while available).
+Fallback: iguana `gemma4:31b` (local Ollama). Reranker deferred to follow-up.
+Router lives in `ingestion/internal/llm.Router`; opt-in via `BRAIN_LLM_PRIMARY_URL`.
+
+**Consequences:** Brain becomes a knowledge assistant, not just a search index.
+When berget.ai tokens run out, flip `BRAIN_LLM_PRIMARY_URL` to iguana.
 
 ---
 
@@ -99,3 +118,52 @@ four packages.
 **Decision**: The root context-sync generates a `mathias.md` prompt and `mathias.toml` agent config in `~/.vibe/`. This is the one tool that needs a custom adapter path.
 
 **Consequences**: Run `vibe --agent mathias` to use your conventions. Other Vibe users on the machine aren't affected.
+
+---
+
+## 2026-05-18 — project_create commits staging namespace directly to infra main
+
+**Context:** `project_create` writes a k8s namespace manifest into the infra
+repo so Flux brings up a staging environment for the new project. Initial
+implementation pushed to a `staging/<name>` branch, which required manual PR
+merge before Flux saw the namespace — defeating the "one tool call, project
+exists, staging reconciling within 60s" goal.
+
+**Decision:** Option A — commit directly to `main`. `callInfraCommit` passes
+`branch: "main"` to gitea-mcp's `file_write_branch`; no PR, no merge step.
+
+**Consequences:** Staging namespace appears in cluster within ~60s of the
+`project_create` call. Consistent with project-wide TBD policy (CLAUDE.md):
+commit directly to main, every commit deployable. Acceptable because the
+manifest is a fresh namespace under `k3s/staging/<name>/` — isolated, low
+blast-radius, and Flux will simply recreate it if the file is bad. Manual
+review gating was friction for no compensating safety gain on experiment
+namespaces.
+
+---
+
+## 2026-05-18 — pgvector over Qdrant for brain hybrid retrieval (supersedes 2026-04-08)
+
+**Context:** The 2026-04-08 ADR chose Qdrant for vector store. Since then,
+postgres18 with pgvector has been deployed in the `databases` namespace on
+koala and is already the shared default for the rest of the project
+(CLAUDE.md lists `pgvector (vector), BM25` as the primary search layer and
+Qdrant only as a fallback "when >1M vectors or hybrid retrieval"). Qdrant
+itself has never been deployed — `kubectl get` finds no pod, service, or
+manifest. Standing up a new vector engine for a single consumer is friction
+that the original ADR did not weigh.
+
+**Decision:** Use pgvector for brain hybrid retrieval. Issue #8 — and any
+follow-on embedding work — targets the existing `postgres18` instance:
+
+- one table `brain_embeddings(path TEXT PRIMARY KEY, embedding VECTOR(768), updated_at TIMESTAMPTZ)`,
+  IVFFlat or HNSW index by feel once volume warrants
+- BM25 stays as today (file walk + token frequency); cosine via pgvector
+- hybrid scoring done in SQL or Go; pick once we measure
+- nomic-embed-text on iguana ollama provides 768-dim vectors
+
+**Consequences:** One database engine instead of two. Backups, monitoring,
+and connection pooling already solved. Trade-off: pgvector at >1M vectors
+or under hybrid-search load may underperform Qdrant — revisit only when
+benchmarks hurt. The 2026-04-08 ADR is superseded for the brain use case;
+Qdrant remains the noted fallback path in CLAUDE.md if scale demands it.

Dockerfile

@@ -1,50 +0,0 @@
-# syntax=docker/dockerfile:1
-
-# ── Build stage ───────────────────────────────────────────────────────────────
-FROM golang:1.26-bookworm AS builder
-
-ARG VERSION=dev
-WORKDIR /src
-
-COPY go.mod go.sum ./
-RUN go mod download
-
-COPY . .
-RUN CGO_ENABLED=0 GOOS=linux GOARCH=amd64 \
-    go build -trimpath -ldflags="-s -w -X main.version=${VERSION}" \
-    -o /out/supervisor ./cmd/supervisor
-
-# ── Runtime stage ─────────────────────────────────────────────────────────────
-# Node.js 22 slim — needed for claude CLI subprocess
-FROM node:22-slim
-
-# Install claude CLI (provides the `claude` binary the supervisor shells out to)
-RUN npm install -g @anthropic-ai/claude-code \
-    && claude --version \
-    && echo "claude CLI installed"
-
-# Copy supervisor binary
-COPY --from=builder /out/supervisor /usr/local/bin/supervisor
-
-# Bake in config (models.yaml + skill discipline files)
-COPY config/ /app/config/
-
-# Run as non-root
-RUN groupadd -r supervisor && useradd -r -g supervisor -d /app supervisor
-
-WORKDIR /app
-
-# brain/ is writable state — mount a PersistentVolume here
-VOLUME /app/brain
-
-ENV SUPERVISOR_CONFIG_DIR=/app/config/supervisor
-ENV SUPERVISOR_MODELS_FILE=/app/config/models.yaml
-ENV SUPERVISOR_BRAIN_DIR=/app/brain
-ENV SUPERVISOR_SESSIONS_DIR=/app/brain/sessions
-ENV SUPERVISOR_PORT=3200
-
-USER supervisor
-
-EXPOSE 3200
-
-ENTRYPOINT ["/usr/local/bin/supervisor"]

README.md

@@ -116,13 +116,13 @@ The supervisor probes connectivity at call time:
 | `ROUTING_PORT` | `3210` | Routing pod's listen port |
 | `ROUTING_MCP_TOKEN` | — | Optional bearer token for the routing MCP HTTP endpoint |
 | `BRAIN_URL` | `http://ingestion.supervisor:3300` | Routing pod → brain (in-cluster) |
-| `HYPERGUILD_LOCAL_MODEL` | `qwen35` | Local model for routed-to-local skill calls |
-| `HYPERGUILD_CLAUDE_MODEL` | `claude-sonnet-4-6` | Claude model for routed-to-Claude skill calls |
-| `HYPERGUILD_ROUTE_LOCAL_FLOOR` | `0.90` | At/above pass rate, route to local |
-| `HYPERGUILD_ROUTE_LOCAL_CEIL` | `0.70` | Below pass rate, route to Claude. Between CEIL and FLOOR is the sample band. |
+| `HYPERGUILD_FAST_MODEL` | `koala/qwen35-9b-fast` | Fast model for high-pass-rate skill calls |
+| `HYPERGUILD_THINKING_MODEL` | `iguana/gemma4-26b` | Thinking model for low-pass-rate skill calls |
+| `HYPERGUILD_ROUTE_LOCAL_FLOOR` | `0.90` | At/above pass rate, route to fast model |
+| `HYPERGUILD_ROUTE_LOCAL_CEIL` | `0.70` | Below pass rate, route to thinking model. Between CEIL and FLOOR is the sample band. |
 | `HYPERGUILD_PASS_RATE_TTL_SECONDS` | `60` | Per-skill pass-rate cache TTL |
 
-> **Operator note:** LiteLLM at `LITELLM_BASE_URL` must register both `HYPERGUILD_LOCAL_MODEL` and `HYPERGUILD_CLAUDE_MODEL` for routing to do useful work. If a model is missing, LiteLLM returns 4xx, the routing pod's local route fails, the fail-open retry on Claude likely also fails (since both are missing), and the only signal is `final_status: "fail"` on `_routing` entries in the brain.
+> **Operator note:** LiteLLM at `LITELLM_BASE_URL` must register both `HYPERGUILD_FAST_MODEL` and `HYPERGUILD_THINKING_MODEL` for routing to do useful work. If a model is missing, LiteLLM returns 4xx, the routing pod's fast route fails, the fail-open retry on the thinking model likely also fails (since both are missing), and the only signal is `final_status: "fail"` on `_routing` entries in the brain.
 
 ## Phase 2 (planned)
 

cmd/routing/main.go

@@ -14,12 +14,16 @@ import (
 	"os"
 	"time"
 
+	"github.com/mathiasbq/supervisor/internal/auth"
 	"github.com/mathiasbq/supervisor/internal/config"
 	iexec "github.com/mathiasbq/supervisor/internal/exec"
+	"github.com/mathiasbq/supervisor/internal/githubclient"
 	"github.com/mathiasbq/supervisor/internal/mcp"
+	"github.com/mathiasbq/supervisor/internal/mcpclient"
 	"github.com/mathiasbq/supervisor/internal/registry"
 	"github.com/mathiasbq/supervisor/internal/routing"
 	"github.com/mathiasbq/supervisor/internal/skills/debug"
+	"github.com/mathiasbq/supervisor/internal/skills/project"
 	"github.com/mathiasbq/supervisor/internal/skills/retrospective"
 	"github.com/mathiasbq/supervisor/internal/skills/review"
 	"github.com/mathiasbq/supervisor/internal/skills/trainer"
@@ -51,8 +55,8 @@ func main() {
 		Fetcher:       routing.NewFetcher(cfg.BrainURL, "7d", time.Duration(cfg.PassRateTTLSeconds)*time.Second),
 		Logger:        routing.NewLogger(cfg.BrainURL),
 		Policy:        routing.Policy{Floor: cfg.RouteLocalFloor, Ceil: cfg.RouteLocalCeil},
-		LocalModel:  cfg.LocalModel,
-		ClaudeModel: cfg.ClaudeModel,
+		FastModel:     cfg.FastModel,
+		ThinkingModel: cfg.ThinkingModel,
 		Complete:      llm.Complete,
 	}
 
@@ -78,36 +82,79 @@ func main() {
 	reg := registry.New()
 	reg.Register(review.New(review.Config{
 		SkillPrompt:  mustRead("review.md"),
-		DefaultModel: cfg.LocalModel,
+		DefaultModel: cfg.FastModel,
 		CompleteFunc: review.CompleteFunc(wrap("review")),
 	}))
 	reg.Register(debug.New(debug.Config{
 		SkillPrompt:  mustRead("debug.md"),
-		DefaultModel: cfg.LocalModel,
+		DefaultModel: cfg.FastModel,
 		CompleteFunc: debug.CompleteFunc(wrap("debug")),
 	}))
 	reg.Register(retrospective.New(retrospective.Config{
 		SkillPrompt:  mustRead("retrospective.md"),
-		DefaultModel: cfg.LocalModel,
+		DefaultModel: cfg.FastModel,
 		CompleteFunc: retrospective.CompleteFunc(wrap("retrospective")),
 	}))
 	reg.Register(trainer.New(trainer.Config{
 		ReaderPrompt: mustRead("trainer-reader.md"),
 		WriterPrompt: mustRead("trainer-writer.md"),
-		DefaultModel: cfg.LocalModel,
+		DefaultModel: cfg.FastModel,
 		CompleteFunc: trainer.CompleteFunc(wrap("trainer")),
 	}))
 
-	srv := mcp.NewServer(reg, cfg.MCPAuthToken)
+	if cfg.GiteaMCPURL != "" {
+		mcpC, err := mcpclient.New(cfg.GiteaMCPURL, cfg.GiteaMCPToken)
+		if err != nil {
+			logger.Error("mcpclient init for project_create — GITEA_MCP_URL is set but GITEA_MCP_TOKEN is empty (check routing-secrets)", "err", err)
+			os.Exit(1)
+		}
+		var ghClient *githubclient.Client
+		if cfg.GitHubPAT != "" {
+			ghClient = githubclient.New(cfg.GitHubPAT)
+		}
+		reg.Register(project.New(project.Config{
+			Client:      mcpC,
+			GitHub:      ghClient,
+			GiteaOwner:  cfg.GiteaOwner,
+			GitHubOwner: cfg.GitHubOwner,
+			GitHubPAT:   cfg.GitHubPAT,
+			InfraRepo:   cfg.InfraRepo,
+		}))
+		logger.Info("project_create registered", "gitea_mcp_url", cfg.GiteaMCPURL,
+			"gitea_owner", cfg.GiteaOwner, "github_owner", cfg.GitHubOwner,
+			"infra_repo", cfg.InfraRepo, "github_pat_set", cfg.GitHubPAT != "")
+	} else {
+		logger.Info("project_create skipped — GITEA_MCP_URL not set")
+	}
+
+	var validator *auth.Validator
+	if dexURL := os.Getenv("DEX_ISSUER_URL"); dexURL != "" {
+		audience := os.Getenv("MCP_AUDIENCE")
+		v, err := auth.NewValidator(dexURL, audience)
+		if err != nil {
+			logger.Error("build jwt validator", "err", err)
+			os.Exit(1)
+		}
+		validator = v
+		logger.Info("jwt auth enabled", "issuer", dexURL)
+	}
+
+	srv := mcp.NewServer(reg, cfg.MCPAuthToken, validator)
 	mux := http.NewServeMux()
 	mux.Handle("/mcp", srv)
 	mux.HandleFunc("/healthz", func(w http.ResponseWriter, _ *http.Request) {
 		w.WriteHeader(http.StatusOK)
 	})
 
+	if dexURL := os.Getenv("DEX_ISSUER_URL"); dexURL != "" {
+		resourceURL := os.Getenv("MCP_RESOURCE_URL")
+		mux.HandleFunc("GET /.well-known/oauth-protected-resource",
+			auth.ProtectedResourceHandler(resourceURL, dexURL))
+	}
+
 	addr := ":" + cfg.Port
 	logger.Info("routing pod starting", "addr", addr,
-		"local", cfg.LocalModel, "claude", cfg.ClaudeModel,
+		"fast", cfg.FastModel, "thinking", cfg.ThinkingModel,
 		"floor", cfg.RouteLocalFloor, "ceil", cfg.RouteLocalCeil)
 	if err := http.ListenAndServe(addr, mux); err != nil { //nolint:gosec
 		logger.Error("server stopped", "err", err)

cmd/routing/main_test.go

@@ -4,9 +4,12 @@ import (
 	"context"
 	"encoding/json"
 	"io"
+	"net"
 	"net/http"
 	"net/http/httptest"
+	"os"
 	"os/exec"
+	"strconv"
 	"strings"
 	"testing"
 	"time"
@@ -42,28 +45,33 @@ func TestRoutingPodEndToEnd(t *testing.T) {
 	}))
 	defer brain.Close()
 
+	port := freePort(t)
+	addr := "127.0.0.1:" + port
+	baseURL := "http://" + addr
+
 	bin := buildRouting(t)
 	cmd := exec.Command(bin)
-	cmd.Env = append(cmd.Env,
-		"ROUTING_PORT=33310",
-		"LITELLM_BASE_URL="+llm.URL,
+	cmd.Env = []string{
+		"ROUTING_PORT=" + port,
+		"LITELLM_BASE_URL=" + llm.URL,
 		"LITELLM_API_KEY=stub",
-		"BRAIN_URL="+brain.URL,
+		"BRAIN_URL=" + brain.URL,
 		"SUPERVISOR_CONFIG_DIR=../../config/supervisor",
-		"PATH="+osPath(),
-	)
+		"PATH=" + os.Getenv("PATH"),
+		"HOME=" + os.Getenv("HOME"),
+	}
 	require.NoError(t, cmd.Start())
 	t.Cleanup(func() { _ = cmd.Process.Kill() })
 
-	require.NoError(t, waitForPort(t, "127.0.0.1:33310", 5*time.Second))
+	require.NoError(t, waitForPort(t, addr, 30*time.Second))
 
-	resp := mcpCall(t, "http://127.0.0.1:33310/mcp", `{"jsonrpc":"2.0","id":1,"method":"tools/list"}`)
+	resp := mcpCall(t, baseURL+"/mcp", `{"jsonrpc":"2.0","id":1,"method":"tools/list"}`)
 	assert.Contains(t, resp, `"review"`)
 	assert.Contains(t, resp, `"debug"`)
 	assert.Contains(t, resp, `"retrospective"`)
 	assert.Contains(t, resp, `"trainer"`)
 
-	resp = mcpCall(t, "http://127.0.0.1:33310/mcp", `{"jsonrpc":"2.0","id":2,"method":"tools/call","params":{"name":"review","arguments":{"project_root":"/tmp","files":["README.md"]}}}`)
+	resp = mcpCall(t, baseURL+"/mcp", `{"jsonrpc":"2.0","id":2,"method":"tools/call","params":{"name":"review","arguments":{"project_root":"/tmp","files":["README.md"]}}}`)
 	_ = resp // shape varies by skill; we only need a 200
 
 	// Wait briefly for the async session_log to land.
@@ -113,11 +121,15 @@ func mcpCall(t *testing.T, url, body string) string {
 	return string(raw)
 }
 
-func osPath() string {
-	for _, e := range append([]string{}, exec.Command("env").Env...) {
-		if strings.HasPrefix(e, "PATH=") {
-			return strings.TrimPrefix(e, "PATH=")
-		}
-	}
-	return "/usr/bin:/bin"
+// freePort grabs an OS-assigned TCP port and releases it. There is a small
+// race window before the subprocess re-binds it, but it is acceptable for
+// test isolation against a hardcoded port colliding with another test or
+// stray process.
+func freePort(t *testing.T) string {
+	t.Helper()
+	l, err := net.Listen("tcp", "127.0.0.1:0")
+	require.NoError(t, err)
+	port := l.Addr().(*net.TCPAddr).Port
+	require.NoError(t, l.Close())
+	return strconv.Itoa(port)
 }

cmd/supervisor/main.go

@@ -1,163 +0,0 @@
-package main
-
-import (
-	"context"
-	"log/slog"
-	"net/http"
-	"os"
-
-	"github.com/mathiasbq/supervisor/internal/config"
-	iexec "github.com/mathiasbq/supervisor/internal/exec"
-	"github.com/mathiasbq/supervisor/internal/mcp"
-	"github.com/mathiasbq/supervisor/internal/registry"
-	"github.com/mathiasbq/supervisor/internal/skills/brain"
-	"github.com/mathiasbq/supervisor/internal/skills/org"
-	"github.com/mathiasbq/supervisor/internal/skills/retrospective"
-	skilldebug "github.com/mathiasbq/supervisor/internal/skills/debug"
-	"github.com/mathiasbq/supervisor/internal/skills/review"
-	"github.com/mathiasbq/supervisor/internal/skills/spec"
-	"github.com/mathiasbq/supervisor/internal/skills/trainer"
-	"github.com/mathiasbq/supervisor/internal/skills/sessionlog"
-	"github.com/mathiasbq/supervisor/internal/skills/tdd"
-	"github.com/mathiasbq/supervisor/internal/tier"
-)
-
-func main() {
-	logger := slog.New(slog.NewJSONHandler(os.Stdout, nil))
-
-	cfg, err := config.Load()
-	if err != nil {
-		logger.Error("load config", "err", err)
-		os.Exit(1)
-	}
-
-	models, err := config.LoadModels(cfg.ModelsFile)
-	if err != nil {
-		logger.Error("load models", "err", err)
-		os.Exit(1)
-	}
-
-	protocolsPrompt, err := os.ReadFile(cfg.ConfigDir + "/protocols.md")
-	if err != nil {
-		logger.Error("read protocols.md", "path", cfg.ConfigDir+"/protocols.md", "err", err)
-		os.Exit(1)
-	}
-
-	// prependProtocols prepends the shared protocols to a skill discipline file.
-	prependProtocols := func(skillPrompt []byte) string {
-		return string(protocolsPrompt) + "\n---\n\n" + string(skillPrompt)
-	}
-
-	tddPrompt, err := os.ReadFile(cfg.ConfigDir + "/tdd.md")
-	if err != nil {
-		logger.Error("read tdd.md", "path", cfg.ConfigDir+"/tdd.md", "err", err)
-		os.Exit(1)
-	}
-
-	retroPrompt, err := os.ReadFile(cfg.ConfigDir + "/retrospective.md")
-	if err != nil {
-		logger.Error("read retrospective.md", "path", cfg.ConfigDir+"/retrospective.md", "err", err)
-		os.Exit(1)
-	}
-
-	reviewPrompt, err := os.ReadFile(cfg.ConfigDir + "/review.md")
-	if err != nil {
-		logger.Error("read review.md", "path", cfg.ConfigDir+"/review.md", "err", err)
-		os.Exit(1)
-	}
-
-	debugPrompt, err := os.ReadFile(cfg.ConfigDir + "/debug.md")
-	if err != nil {
-		logger.Error("read debug.md", "path", cfg.ConfigDir+"/debug.md", "err", err)
-		os.Exit(1)
-	}
-
-	specPrompt, err := os.ReadFile(cfg.ConfigDir + "/spec.md")
-	if err != nil {
-		logger.Error("read spec.md", "path", cfg.ConfigDir+"/spec.md", "err", err)
-		os.Exit(1)
-	}
-
-	trainerReaderPrompt, err := os.ReadFile(cfg.ConfigDir + "/trainer-reader.md")
-	if err != nil {
-		logger.Error("read trainer-reader.md", "path", cfg.ConfigDir+"/trainer-reader.md", "err", err)
-		os.Exit(1)
-	}
-	trainerWriterPrompt, err := os.ReadFile(cfg.ConfigDir + "/trainer-writer.md")
-	if err != nil {
-		logger.Error("read trainer-writer.md", "path", cfg.ConfigDir+"/trainer-writer.md", "err", err)
-		os.Exit(1)
-	}
-
-	litellm := iexec.NewLiteLLM(cfg.LiteLLMBaseURL, cfg.LiteLLMAPIKey, 0)
-
-	tierFn := func(ctx context.Context) tier.Info {
-		return tier.Detect(ctx, "https://api.anthropic.com", cfg.LiteLLMBaseURL)
-	}
-
-	reg := registry.New()
-	reg.Register(tdd.New(tdd.Config{
-		SkillPrompt:   prependProtocols(tddPrompt),
-		DefaultModel:  models.ModelFor("tdd", ""),
-		CompleteFunc:  litellm.Complete,
-		SessionsDir:   cfg.SessionsDir,
-		IngestBaseURL: cfg.IngestBaseURL,
-	}))
-	reg.Register(brain.New(brain.Config{
-		IngestBaseURL:  cfg.IngestBaseURL,
-		IngestSvcURL:   cfg.IngestSvcURL,
-		KBRetrievalURL: cfg.KBRetrievalURL,
-	}))
-	reg.Register(org.New(org.Config{
-		TierFn: tierFn,
-	}))
-	reg.Register(sessionlog.New(sessionlog.Config{
-		SessionsDir: cfg.SessionsDir,
-	}))
-	reg.Register(retrospective.New(retrospective.Config{
-		SkillPrompt:  prependProtocols(retroPrompt),
-		DefaultModel: models.ModelFor("retrospective", ""),
-		SessionsDir:  cfg.SessionsDir,
-		CompleteFunc: litellm.Complete,
-	}))
-	reg.Register(review.New(review.Config{
-		SkillPrompt:   prependProtocols(reviewPrompt),
-		DefaultModel:  models.ModelFor("review", ""),
-		CompleteFunc:  litellm.Complete,
-		SessionsDir:   cfg.SessionsDir,
-		IngestBaseURL: cfg.IngestBaseURL,
-	}))
-	reg.Register(skilldebug.New(skilldebug.Config{
-		SkillPrompt:   prependProtocols(debugPrompt),
-		DefaultModel:  models.ModelFor("debug", ""),
-		CompleteFunc:  litellm.Complete,
-		SessionsDir:   cfg.SessionsDir,
-		IngestBaseURL: cfg.IngestBaseURL,
-	}))
-	reg.Register(spec.New(spec.Config{
-		SkillPrompt:   prependProtocols(specPrompt),
-		DefaultModel:  models.ModelFor("spec", ""),
-		CompleteFunc:  litellm.Complete,
-		SessionsDir:   cfg.SessionsDir,
-		IngestBaseURL: cfg.IngestBaseURL,
-	}))
-	reg.Register(trainer.New(trainer.Config{
-		ReaderPrompt: prependProtocols(trainerReaderPrompt),
-		WriterPrompt: prependProtocols(trainerWriterPrompt),
-		DefaultModel: models.ModelFor("trainer", ""),
-		CompleteFunc: litellm.Complete,
-		SessionsDir:  cfg.SessionsDir,
-		BrainDir:     cfg.BrainDir,
-	}))
-
-	srv := mcp.NewServer(reg, cfg.MCPAuthToken)
-	mux := http.NewServeMux()
-	mux.Handle("/mcp", srv)
-
-	addr := ":" + cfg.Port
-	logger.Info("supervisor starting", "addr", addr, "version", "v0.5.0")
-	if err := http.ListenAndServe(addr, mux); err != nil {
-		logger.Error("server stopped", "err", err)
-		os.Exit(1)
-	}
-}

cmd/supervisor/main_test.go

@@ -1,14 +0,0 @@
-package main
-
-import (
-	"os/exec"
-	"testing"
-)
-
-func TestBinaryCompiles(t *testing.T) {
-	cmd := exec.Command("go", "build", "./...")
-	out, err := cmd.CombinedOutput()
-	if err != nil {
-		t.Fatalf("build failed: %s\n%s", err, out)
-	}
-}

go.mod

@@ -2,10 +2,23 @@ module github.com/mathiasbq/supervisor
 
 go 1.26.1
 
-require github.com/stretchr/testify v1.11.1
+require (
+	github.com/lestrrat-go/jwx/v2 v2.1.6
+	github.com/stretchr/testify v1.11.1
+	gopkg.in/yaml.v3 v3.0.1
+)
 
 require (
 	github.com/davecgh/go-spew v1.1.1 // indirect
+	github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 // indirect
+	github.com/goccy/go-json v0.10.3 // indirect
+	github.com/lestrrat-go/blackmagic v1.0.3 // indirect
+	github.com/lestrrat-go/httpcc v1.0.1 // indirect
+	github.com/lestrrat-go/httprc v1.0.6 // indirect
+	github.com/lestrrat-go/iter v1.0.2 // indirect
+	github.com/lestrrat-go/option v1.0.1 // indirect
 	github.com/pmezard/go-difflib v1.0.0 // indirect
-	gopkg.in/yaml.v3 v3.0.1 // indirect
+	github.com/segmentio/asm v1.2.0 // indirect
+	golang.org/x/crypto v0.32.0 // indirect
+	golang.org/x/sys v0.31.0 // indirect
 )

go.sum

@@ -1,10 +1,37 @@
+github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
+github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 h1:NMZiJj8QnKe1LgsbDayM4UoHwbvwDRwnI3hwNaAHRnc=
+github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0/go.mod h1:ZXNYxsqcloTdSy/rNShjYzMhyjf0LaoftYK0p+A3h40=
+github.com/goccy/go-json v0.10.3 h1:KZ5WoDbxAIgm2HNbYckL0se1fHD6rz5j4ywS6ebzDqA=
+github.com/goccy/go-json v0.10.3/go.mod h1:oq7eo15ShAhp70Anwd5lgX2pLfOS3QCiwU/PULtXL6M=
+github.com/lestrrat-go/blackmagic v1.0.3 h1:94HXkVLxkZO9vJI/w2u1T0DAoprShFd13xtnSINtDWs=
+github.com/lestrrat-go/blackmagic v1.0.3/go.mod h1:6AWFyKNNj0zEXQYfTMPfZrAXUWUfTIZ5ECEUEJaijtw=
+github.com/lestrrat-go/httpcc v1.0.1 h1:ydWCStUeJLkpYyjLDHihupbn2tYmZ7m22BGkcvZZrIE=
+github.com/lestrrat-go/httpcc v1.0.1/go.mod h1:qiltp3Mt56+55GPVCbTdM9MlqhvzyuL6W/NMDA8vA5E=
+github.com/lestrrat-go/httprc v1.0.6 h1:qgmgIRhpvBqexMJjA/PmwSvhNk679oqD1RbovdCGW8k=
+github.com/lestrrat-go/httprc v1.0.6/go.mod h1:mwwz3JMTPBjHUkkDv/IGJ39aALInZLrhBp0X7KGUZlo=
+github.com/lestrrat-go/iter v1.0.2 h1:gMXo1q4c2pHmC3dn8LzRhJfP1ceCbgSiT9lUydIzltI=
+github.com/lestrrat-go/iter v1.0.2/go.mod h1:Momfcq3AnRlRjI5b5O8/G5/BvpzrhoFTZcn06fEOPt4=
+github.com/lestrrat-go/jwx/v2 v2.1.6 h1:hxM1gfDILk/l5ylers6BX/Eq1m/pnxe9NBwW6lVfecA=
+github.com/lestrrat-go/jwx/v2 v2.1.6/go.mod h1:Y722kU5r/8mV7fYDifjug0r8FK8mZdw0K0GpJw/l8pU=
+github.com/lestrrat-go/option v1.0.1 h1:oAzP2fvZGQKWkvHa1/SAcFolBEca1oN+mQ7eooNBEYU=
+github.com/lestrrat-go/option v1.0.1/go.mod h1:5ZHFbivi4xwXxhxY9XHDe2FHo6/Z7WWmtT7T5nBBp3I=
 github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/segmentio/asm v1.2.0 h1:9BQrFxC+YOHJlTlHGkTrFWf59nbL3XnCoFLTwDCI7ys=
+github.com/segmentio/asm v1.2.0/go.mod h1:BqMnlJP91P8d+4ibuonYZw9mfnzI9HfxselHZr5aAcs=
+github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
+github.com/stretchr/testify v1.6.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
+github.com/stretchr/testify v1.7.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
 github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
 github.com/stretchr/testify v1.11.1/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
+golang.org/x/crypto v0.32.0 h1:euUpcYgM8WcP71gNpTqQCn6rC2t6ULUPiOzfWaXVVfc=
+golang.org/x/crypto v0.32.0/go.mod h1:ZnnJkOaASj8g0AjIduWNlq2NRxL0PlBrbKVyZ6V/Ugc=
+golang.org/x/sys v0.31.0 h1:ioabZlmFYtWhL+TRYpcnNlLwhyxaM9kWTDEmfnprqik=
+golang.org/x/sys v0.31.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405 h1:yhCVgyC4o1eVCa2tZl7eS0r+SDo693bJlVdllGtEeKM=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
+gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=

ingestion/cmd/server/main.go

@@ -6,17 +6,53 @@ import (
 	"fmt"
 	"log/slog"
 	"net/http"
+	"net/url"
 	"os"
 	"strconv"
+	"strings"
 	"time"
 
 	"github.com/mathiasbq/hyperguild/ingestion/internal/api"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/auth"
 	"github.com/mathiasbq/hyperguild/ingestion/internal/llm"
 	"github.com/mathiasbq/hyperguild/ingestion/internal/mcp"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/embed"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/oauth"
 	"github.com/mathiasbq/hyperguild/ingestion/internal/pipeline"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/reranker"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/search"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/vectorstore"
 	"github.com/mathiasbq/hyperguild/ingestion/internal/watcher"
 )
 
+// redactDSN parses a Postgres URL and replaces its password with `***`
+// for safe inclusion in logs. Falls back to a non-leaking placeholder
+// if parsing fails — we never log a raw DSN.
+func redactDSN(dsn string) string {
+	u, err := url.Parse(dsn)
+	if err != nil || u.User == nil {
+		return "postgres://***"
+	}
+	return u.Redacted()
+}
+
+// vectorAdapter bridges *vectorstore.PGStore (returns []vectorstore.Hit)
+// to the search.VectorSearcher interface (which uses []search.VectorHit).
+// Kept here, not in either package, so neither has to import the other.
+type vectorAdapter struct{ s *vectorstore.PGStore }
+
+func (a vectorAdapter) Search(ctx context.Context, q []float32, limit int) ([]search.VectorHit, error) {
+	hits, err := a.s.Search(ctx, q, limit)
+	if err != nil {
+		return nil, err
+	}
+	out := make([]search.VectorHit, len(hits))
+	for i, h := range hits {
+		out[i] = search.VectorHit{Path: h.Path, Distance: h.Distance}
+	}
+	return out, nil
+}
+
 func envOr(key, fallback string) string {
 	if v := os.Getenv(key); v != "" {
 		return v
@@ -55,7 +91,67 @@ func main() {
 
 	h := api.NewHandler(brainDir, logger, pipelineCfg)
 
-	mcpSrv := mcp.NewServer(brainDir, &pipelineCfg, llmClient.Complete)
+	var answerComplete pipeline.CompleteFunc
+	if primaryURL := os.Getenv("BRAIN_LLM_PRIMARY_URL"); primaryURL != "" {
+		primaryModel := envOr("BRAIN_LLM_PRIMARY_MODEL", "gemma4:31b")
+		primaryKey := os.Getenv("BERGET_API_KEY")
+		timeoutMS := envInt("BRAIN_LLM_TIMEOUT_MS", 10000)
+		timeout := time.Duration(timeoutMS) * time.Millisecond
+
+		primary := llm.New(primaryURL, primaryKey, primaryModel, timeout)
+		router := &llm.Router{Primary: primary}
+
+		if fallbackURL := os.Getenv("BRAIN_LLM_FALLBACK_URL"); fallbackURL != "" {
+			fallbackModel := envOr("BRAIN_LLM_FALLBACK_MODEL", "gemma4:31b")
+			router.Fallback = llm.New(fallbackURL, "", fallbackModel, timeout)
+		}
+		answerComplete = router.Complete
+		logger.Info("brain answer LLM configured", "primary", primaryURL, "model", primaryModel)
+	}
+
+	mcpSrv := mcp.NewServer(brainDir, &pipelineCfg, llmClient.Complete, answerComplete)
+	if rerankURL := os.Getenv("BRAIN_RERANKER_URL"); rerankURL != "" {
+		rerankModel := envOr("BRAIN_RERANKER_MODEL", "dengcao/Qwen3-Reranker-0.6B:F16")
+		mcpSrv = mcpSrv.WithReranker(reranker.New(rerankURL, rerankModel))
+		logger.Info("brain reranker configured", "url", rerankURL, "model", rerankModel)
+	}
+
+	// Hybrid retrieval (pgvector + nomic-embed-text). Both env vars must
+	// be set together for the path to wire on; otherwise BM25-only.
+	var vectorStore *vectorstore.PGStore
+	pgDSN := os.Getenv("BRAIN_PG_DSN")
+	embedURL := os.Getenv("BRAIN_EMBED_URL")
+	switch {
+	case pgDSN != "" && embedURL != "":
+		embedModel := envOr("BRAIN_EMBED_MODEL", "nomic-embed-text:latest")
+		store, err := vectorstore.New(context.Background(), pgDSN)
+		if err != nil {
+			logger.Error("vector store init", "err", err)
+			os.Exit(1)
+		}
+		if err := store.Init(context.Background()); err != nil {
+			logger.Error("vector store migrate", "err", err)
+			os.Exit(1)
+		}
+		vectorStore = store
+		embedder := embed.New(embedURL, embedModel)
+		mcpSrv = mcpSrv.WithHybridRetrieval(vectorAdapter{s: store}, embedder)
+		h.WithEmbedSync(store, embedder)
+		logger.Info("brain hybrid retrieval enabled",
+			"pg", redactDSN(pgDSN),
+			"embed_url", embedURL, "embed_model", embedModel)
+	case pgDSN == "" && embedURL == "":
+		// disabled — fine
+	default:
+		logger.Error("BRAIN_PG_DSN and BRAIN_EMBED_URL must be set together")
+		os.Exit(1)
+	}
+
+	mcpToken := os.Getenv("BRAIN_MCP_TOKEN")
+	if mcpToken == "" {
+		logger.Error("BRAIN_MCP_TOKEN not set")
+		os.Exit(1)
+	}
 
 	ctx := context.Background()
 	if watchInterval > 0 {
@@ -65,16 +161,79 @@ func main() {
 			Pipeline: pipelineCfg,
 		})
 	}
+	if vectorStore != nil {
+		embedSyncInterval := envInt("BRAIN_EMBED_SYNC_INTERVAL", 300)
+		vectorstore.StartSync(ctx, brainDir, vectorStore,
+			embed.New(os.Getenv("BRAIN_EMBED_URL"),
+				envOr("BRAIN_EMBED_MODEL", "nomic-embed-text:latest")),
+			time.Duration(embedSyncInterval)*time.Second)
+		logger.Info("embed sync started", "interval_s", embedSyncInterval)
+	}
 
 	mux := http.NewServeMux()
 	mux.HandleFunc("POST /query", h.Query)
 	mux.HandleFunc("POST /write", h.Write)
+	mux.HandleFunc("POST /index", h.Index)
 	mux.HandleFunc("POST /ingest", h.Ingest)
 	mux.HandleFunc("POST /ingest-path", h.IngestPath)
 	mux.HandleFunc("POST /ingest-raw", h.IngestRaw)
 	mux.HandleFunc("POST /backfill-refs", h.BackfillRefs)
+	mux.HandleFunc("POST /backfill-embeddings", h.BackfillEmbeddings)
 	mux.HandleFunc("GET /pass-rate", h.PassRate)
-	mux.Handle("POST /mcp", mcpSrv)
+	var jwtValidator *auth.Validator
+	if dexURL := os.Getenv("DEX_ISSUER_URL"); dexURL != "" {
+		audience := os.Getenv("MCP_AUDIENCE")
+		v, err := auth.NewValidator(dexURL, audience)
+		if err != nil {
+			logger.Error("build jwt validator", "err", err)
+			os.Exit(1)
+		}
+		jwtValidator = v
+		logger.Info("jwt auth enabled", "issuer", dexURL)
+	}
+
+	// Resource-metadata URL is only emitted on 401 when Dex OAuth is
+	// configured. Static-Bearer-only deployments leave this empty so
+	// clients never see an OAuth challenge.
+	var resourceMetadataURL string
+	if dexURL := os.Getenv("DEX_ISSUER_URL"); dexURL != "" {
+		resourceURL := os.Getenv("MCP_RESOURCE_URL")
+		mux.HandleFunc("GET /.well-known/oauth-protected-resource",
+			auth.ProtectedResourceHandler(resourceURL, dexURL))
+		if resourceURL != "" {
+			resourceMetadataURL = strings.TrimRight(resourceURL, "/") + "/.well-known/oauth-protected-resource"
+		}
+	}
+
+	mux.Handle("/mcp", mcp.BearerAuth(mcpToken, jwtValidator, resourceMetadataURL, mcpSrv))
+
+	// Opt-in OAuth 2.0 client_credentials flow for claude.ai's custom-MCP
+	// integration UI, which has no static-Bearer field. Setting both
+	// OAUTH_CLIENT_ID and OAUTH_CLIENT_SECRET enables the token exchange;
+	// setting only one is misconfiguration → fail fast.
+	oauthID := os.Getenv("OAUTH_CLIENT_ID")
+	oauthSecret := os.Getenv("OAUTH_CLIENT_SECRET")
+	switch {
+	case oauthID != "" && oauthSecret != "":
+		issuer := os.Getenv("MCP_RESOURCE_URL")
+		if issuer == "" {
+			logger.Error("OAUTH_CLIENT_ID/SECRET set but MCP_RESOURCE_URL is empty; cannot derive issuer")
+			os.Exit(1)
+		}
+		mux.HandleFunc("GET /.well-known/oauth-authorization-server",
+			oauth.MetadataHandler(issuer))
+		mux.HandleFunc("POST /oauth/token", oauth.TokenHandler(oauth.TokenConfig{
+			ClientID:     oauthID,
+			ClientSecret: oauthSecret,
+			AccessToken:  mcpToken,
+		}))
+		logger.Info("oauth client_credentials enabled", "issuer", strings.TrimRight(issuer, "/"))
+	case oauthID == "" && oauthSecret == "":
+		// disabled — that's fine
+	default:
+		logger.Error("OAUTH_CLIENT_ID and OAUTH_CLIENT_SECRET must be set together")
+		os.Exit(1)
+	}
 
 	addr := ":" + port
 	watchIntervalLog := "disabled"

ingestion/go.mod

@@ -2,10 +2,29 @@ module github.com/mathiasbq/hyperguild/ingestion
 
 go 1.26.1
 
-require github.com/stretchr/testify v1.11.1
+require (
+	github.com/lestrrat-go/jwx/v2 v2.1.6
+	github.com/stretchr/testify v1.11.1
+)
 
 require (
 	github.com/davecgh/go-spew v1.1.1 // indirect
+	github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 // indirect
+	github.com/goccy/go-json v0.10.3 // indirect
+	github.com/jackc/pgpassfile v1.0.0 // indirect
+	github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 // indirect
+	github.com/jackc/pgx/v5 v5.9.2 // indirect
+	github.com/jackc/puddle/v2 v2.2.2 // indirect
+	github.com/lestrrat-go/blackmagic v1.0.3 // indirect
+	github.com/lestrrat-go/httpcc v1.0.1 // indirect
+	github.com/lestrrat-go/httprc v1.0.6 // indirect
+	github.com/lestrrat-go/iter v1.0.2 // indirect
+	github.com/lestrrat-go/option v1.0.1 // indirect
 	github.com/pmezard/go-difflib v1.0.0 // indirect
+	github.com/segmentio/asm v1.2.0 // indirect
+	golang.org/x/crypto v0.32.0 // indirect
+	golang.org/x/sync v0.17.0 // indirect
+	golang.org/x/sys v0.31.0 // indirect
+	golang.org/x/text v0.29.0 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 )

ingestion/go.sum

@@ -1,9 +1,52 @@
+github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
+github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 h1:NMZiJj8QnKe1LgsbDayM4UoHwbvwDRwnI3hwNaAHRnc=
+github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0/go.mod h1:ZXNYxsqcloTdSy/rNShjYzMhyjf0LaoftYK0p+A3h40=
+github.com/goccy/go-json v0.10.3 h1:KZ5WoDbxAIgm2HNbYckL0se1fHD6rz5j4ywS6ebzDqA=
+github.com/goccy/go-json v0.10.3/go.mod h1:oq7eo15ShAhp70Anwd5lgX2pLfOS3QCiwU/PULtXL6M=
+github.com/jackc/pgpassfile v1.0.0 h1:/6Hmqy13Ss2zCq62VdNG8tM1wchn8zjSGOBJ6icpsIM=
+github.com/jackc/pgpassfile v1.0.0/go.mod h1:CEx0iS5ambNFdcRtxPj5JhEz+xB6uRky5eyVu/W2HEg=
+github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 h1:iCEnooe7UlwOQYpKFhBabPMi4aNAfoODPEFNiAnClxo=
+github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761/go.mod h1:5TJZWKEWniPve33vlWYSoGYefn3gLQRzjfDlhSJ9ZKM=
+github.com/jackc/pgx/v5 v5.9.2 h1:3ZhOzMWnR4yJ+RW1XImIPsD1aNSz4T4fyP7zlQb56hw=
+github.com/jackc/pgx/v5 v5.9.2/go.mod h1:mal1tBGAFfLHvZzaYh77YS/eC6IX9OWbRV1QIIM0Jn4=
+github.com/jackc/puddle/v2 v2.2.2 h1:PR8nw+E/1w0GLuRFSmiioY6UooMp6KJv0/61nB7icHo=
+github.com/jackc/puddle/v2 v2.2.2/go.mod h1:vriiEXHvEE654aYKXXjOvZM39qJ0q+azkZFrfEOc3H4=
+github.com/lestrrat-go/blackmagic v1.0.3 h1:94HXkVLxkZO9vJI/w2u1T0DAoprShFd13xtnSINtDWs=
+github.com/lestrrat-go/blackmagic v1.0.3/go.mod h1:6AWFyKNNj0zEXQYfTMPfZrAXUWUfTIZ5ECEUEJaijtw=
+github.com/lestrrat-go/httpcc v1.0.1 h1:ydWCStUeJLkpYyjLDHihupbn2tYmZ7m22BGkcvZZrIE=
+github.com/lestrrat-go/httpcc v1.0.1/go.mod h1:qiltp3Mt56+55GPVCbTdM9MlqhvzyuL6W/NMDA8vA5E=
+github.com/lestrrat-go/httprc v1.0.6 h1:qgmgIRhpvBqexMJjA/PmwSvhNk679oqD1RbovdCGW8k=
+github.com/lestrrat-go/httprc v1.0.6/go.mod h1:mwwz3JMTPBjHUkkDv/IGJ39aALInZLrhBp0X7KGUZlo=
+github.com/lestrrat-go/iter v1.0.2 h1:gMXo1q4c2pHmC3dn8LzRhJfP1ceCbgSiT9lUydIzltI=
+github.com/lestrrat-go/iter v1.0.2/go.mod h1:Momfcq3AnRlRjI5b5O8/G5/BvpzrhoFTZcn06fEOPt4=
+github.com/lestrrat-go/jwx/v2 v2.1.6 h1:hxM1gfDILk/l5ylers6BX/Eq1m/pnxe9NBwW6lVfecA=
+github.com/lestrrat-go/jwx/v2 v2.1.6/go.mod h1:Y722kU5r/8mV7fYDifjug0r8FK8mZdw0K0GpJw/l8pU=
+github.com/lestrrat-go/option v1.0.1 h1:oAzP2fvZGQKWkvHa1/SAcFolBEca1oN+mQ7eooNBEYU=
+github.com/lestrrat-go/option v1.0.1/go.mod h1:5ZHFbivi4xwXxhxY9XHDe2FHo6/Z7WWmtT7T5nBBp3I=
 github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/segmentio/asm v1.2.0 h1:9BQrFxC+YOHJlTlHGkTrFWf59nbL3XnCoFLTwDCI7ys=
+github.com/segmentio/asm v1.2.0/go.mod h1:BqMnlJP91P8d+4ibuonYZw9mfnzI9HfxselHZr5aAcs=
+github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
+github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
+github.com/stretchr/testify v1.6.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
+github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
+github.com/stretchr/testify v1.7.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
 github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
 github.com/stretchr/testify v1.11.1/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
+golang.org/x/crypto v0.32.0 h1:euUpcYgM8WcP71gNpTqQCn6rC2t6ULUPiOzfWaXVVfc=
+golang.org/x/crypto v0.32.0/go.mod h1:ZnnJkOaASj8g0AjIduWNlq2NRxL0PlBrbKVyZ6V/Ugc=
+golang.org/x/sync v0.17.0 h1:l60nONMj9l5drqw6jlhIELNv9I0A4OFgRsG9k2oT9Ug=
+golang.org/x/sync v0.17.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.31.0 h1:ioabZlmFYtWhL+TRYpcnNlLwhyxaM9kWTDEmfnprqik=
+golang.org/x/sys v0.31.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
+golang.org/x/text v0.29.0 h1:1neNs90w9YzJ9BocxfsQNHKuAT4pkghyXc4nhZ6sJvk=
+golang.org/x/text v0.29.0/go.mod h1:7MhJOA9CD2qZyOKYazxdYMF85OwPdEr9jTtBpO7ydH4=
+gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405 h1:yhCVgyC4o1eVCa2tZl7eS0r+SDo693bJlVdllGtEeKM=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
+gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
+gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=

ingestion/internal/api/handler.go

@@ -11,9 +11,11 @@ import (
 	"strings"
 	"time"
 
+	"github.com/mathiasbq/hyperguild/ingestion/internal/brain"
 	"github.com/mathiasbq/hyperguild/ingestion/internal/extract"
 	"github.com/mathiasbq/hyperguild/ingestion/internal/pipeline"
 	"github.com/mathiasbq/hyperguild/ingestion/internal/search"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/vectorstore"
 )
 
 // Handler serves the ingestion HTTP API.
@@ -21,6 +23,8 @@ type Handler struct {
 	brainDir    string
 	logger      *slog.Logger
 	pipeline    pipeline.Config
+	embedStore  vectorstore.Store
+	embedClient vectorstore.Embedder
 }
 
 // NewHandler constructs a Handler. brainDir is the absolute path to brain/.
@@ -31,9 +35,19 @@ func NewHandler(brainDir string, logger *slog.Logger, pipelineCfg pipeline.Confi
 	return &Handler{brainDir: brainDir, logger: logger, pipeline: pipelineCfg}
 }
 
+// WithEmbedSync wires the optional vector store + embedder used by the
+// POST /backfill-embeddings endpoint. Calling with either nil is a no-op.
+func (h *Handler) WithEmbedSync(store vectorstore.Store, embedder vectorstore.Embedder) *Handler {
+	h.embedStore = store
+	h.embedClient = embedder
+	return h
+}
+
 type queryRequest struct {
 	Query string `json:"query"`
 	Limit int    `json:"limit,omitempty"`
+	Wing  string `json:"wing,omitempty"`
+	Hall  string `json:"hall,omitempty"`
 }
 
 type writeRequest struct {
@@ -41,6 +55,8 @@ type writeRequest struct {
 	Filename string `json:"filename,omitempty"`
 	Type     string `json:"type,omitempty"`
 	Domain   string `json:"domain,omitempty"`
+	Wing     string `json:"wing,omitempty"`
+	Hall     string `json:"hall,omitempty"`
 }
 
 type ingestRequest struct {
@@ -75,7 +91,12 @@ func (h *Handler) Query(w http.ResponseWriter, r *http.Request) {
 		req.Limit = 5
 	}
 
-	results, err := search.Query(h.brainDir, req.Query, req.Limit)
+	results, err := search.Query(h.brainDir, search.QueryOptions{
+		Query: req.Query,
+		Limit: req.Limit,
+		Wing:  req.Wing,
+		Hall:  req.Hall,
+	})
 	if err != nil {
 		h.logger.Error("query failed", "err", err)
 		writeError(w, http.StatusInternalServerError, "search error")
@@ -85,13 +106,78 @@ func (h *Handler) Query(w http.ResponseWriter, r *http.Request) {
 	writeJSON(w, map[string]any{"results": results})
 }
 
-// WriteNote writes a markdown file to brainDir/knowledge/<filename>, optionally
-// prefixed with YAML frontmatter built from typ and domain. Returns the path
+// WriteNoteOptions configures how a brain note is written.
+//
+// When both Wing and Hall are non-empty, the note routes into the
+// structured wiki at brain/wiki/<wing>/<hall>/<slug>.md and gets
+// wing/hall/created_at injected into its YAML frontmatter.
+//
+// When either is empty, the note falls back to brain/knowledge/<filename>
+// with optional type/domain frontmatter (legacy behaviour).
+type WriteNoteOptions struct {
+	Content  string
+	Filename string
+	Type     string
+	Domain   string
+	Wing     string
+	Hall     string
+}
+
+// WriteNote writes a markdown note into the brain. Returns the path
 // relative to brainDir (forward-slashed). Filename traversal is rejected.
-func WriteNote(brainDir, content, filename, typ, domain string) (string, error) {
-	if content == "" {
+func WriteNote(brainDir string, opts WriteNoteOptions) (string, error) {
+	if opts.Content == "" {
 		return "", fmt.Errorf("content is required")
 	}
+
+	if opts.Wing != "" && opts.Hall != "" {
+		return writeHallNote(brainDir, opts)
+	}
+	if opts.Wing != "" || opts.Hall != "" {
+		return "", fmt.Errorf("wing and hall must be set together")
+	}
+	return writeLegacyNote(brainDir, opts)
+}
+
+// writeHallNote routes a note into brain/wiki/<wing>/<hall>/ and injects
+// wing/hall/created_at frontmatter.
+func writeHallNote(brainDir string, opts WriteNoteOptions) (string, error) {
+	slug := opts.Filename
+	if slug == "" {
+		slug = time.Now().UTC().Format("2006-01-02-150405") + "-auto"
+	}
+	dest, err := brain.NotePath(brainDir, opts.Wing, opts.Hall, slug)
+	if err != nil {
+		return "", err
+	}
+	if err := os.MkdirAll(filepath.Dir(dest), 0o755); err != nil {
+		return "", fmt.Errorf("create hall dir: %w", err)
+	}
+
+	var fm strings.Builder
+	fm.WriteString("---\n")
+	fmt.Fprintf(&fm, "wing: %s\n", brain.Sanitise(opts.Wing))
+	fmt.Fprintf(&fm, "hall: %s\n", opts.Hall)
+	fmt.Fprintf(&fm, "created_at: %s\n", time.Now().UTC().Format(time.RFC3339))
+	if opts.Type != "" {
+		fmt.Fprintf(&fm, "type: %s\n", opts.Type)
+	}
+	if opts.Domain != "" {
+		fmt.Fprintf(&fm, "domain: %s\n", opts.Domain)
+	}
+	fm.WriteString("---\n")
+
+	if err := os.WriteFile(dest, []byte(fm.String()+opts.Content), 0o644); err != nil {
+		return "", fmt.Errorf("write: %w", err)
+	}
+	rel, _ := filepath.Rel(brainDir, dest)
+	return filepath.ToSlash(rel), nil
+}
+
+// writeLegacyNote preserves the original brain/knowledge/ behaviour for
+// callers that have not adopted the wing/hall taxonomy.
+func writeLegacyNote(brainDir string, opts WriteNoteOptions) (string, error) {
+	filename := opts.Filename
 	if filename == "" {
 		filename = fmt.Sprintf("%s-auto.md", time.Now().UTC().Format("2006-01-02-150405"))
 	}
@@ -101,26 +187,24 @@ func WriteNote(brainDir, content, filename, typ, domain string) (string, error)
 		return "", fmt.Errorf("create raw dir: %w", err)
 	}
 
-	finalContent := content
-	if typ != "" || domain != "" {
+	finalContent := opts.Content
+	if opts.Type != "" || opts.Domain != "" {
 		var fm strings.Builder
 		fm.WriteString("---\n")
-		if typ != "" {
-			fmt.Fprintf(&fm, "type: %s\n", typ)
+		if opts.Type != "" {
+			fmt.Fprintf(&fm, "type: %s\n", opts.Type)
 		}
-		if domain != "" {
-			fmt.Fprintf(&fm, "domain: %s\n", domain)
+		if opts.Domain != "" {
+			fmt.Fprintf(&fm, "domain: %s\n", opts.Domain)
 		}
 		fm.WriteString("---\n")
-		finalContent = fm.String() + content
+		finalContent = fm.String() + opts.Content
 	}
 
-	// Reject path separators outright; any non-flat filename is misuse.
 	if strings.ContainsAny(filename, `/\`) {
 		return "", fmt.Errorf("invalid filename")
 	}
 	base := filepath.Base(filename)
-	// After Base, "." and ".." remain. Reject those before adding .md.
 	if base == "." || base == ".." || base == "" {
 		return "", fmt.Errorf("invalid filename")
 	}
@@ -143,15 +227,77 @@ func (h *Handler) Write(w http.ResponseWriter, r *http.Request) {
 		writeError(w, http.StatusBadRequest, "invalid JSON")
 		return
 	}
-	relPath, err := WriteNote(h.brainDir, req.Content, req.Filename, req.Type, req.Domain)
+	relPath, err := WriteNote(h.brainDir, WriteNoteOptions(req))
 	if err != nil {
 		h.logger.Error("write failed", "err", err)
 		writeError(w, http.StatusBadRequest, err.Error())
 		return
 	}
+	if req.Wing != "" && req.Hall != "" {
+		if err := brain.BuildWingIndex(h.brainDir, req.Wing); err != nil {
+			h.logger.Warn("auto-index failed", "wing", req.Wing, "err", err)
+		}
+	}
 	writeJSON(w, map[string]string{"path": relPath})
 }
 
+// BackfillEmbeddings handles POST /backfill-embeddings — synchronously
+// embeds every note under brain/wiki/ that's not yet in the vector
+// store, and deletes rows for files no longer on disk.
+func (h *Handler) BackfillEmbeddings(w http.ResponseWriter, r *http.Request) {
+	if h.embedStore == nil || h.embedClient == nil {
+		writeError(w, http.StatusServiceUnavailable,
+			"embeddings not configured (set BRAIN_PG_DSN and BRAIN_EMBED_URL)")
+		return
+	}
+	res, err := vectorstore.Sync(r.Context(), h.brainDir, h.embedStore, h.embedClient)
+	if err != nil {
+		h.logger.Error("backfill failed", "err", err)
+		writeError(w, http.StatusInternalServerError, "backfill error")
+		return
+	}
+	errStrs := make([]string, 0, len(res.Errors))
+	for _, e := range res.Errors {
+		errStrs = append(errStrs, e.Error())
+	}
+	writeJSON(w, map[string]any{
+		"added":   res.Added,
+		"deleted": res.Deleted,
+		"errors":  errStrs,
+	})
+}
+
+type indexRequest struct {
+	Wing string `json:"wing,omitempty"`
+}
+
+// Index handles POST /index — regenerate the _index.md MOC for one wing
+// (when "wing" is set) or for every wing (when omitted).
+func (h *Handler) Index(w http.ResponseWriter, r *http.Request) {
+	var req indexRequest
+	if r.ContentLength > 0 {
+		if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+			writeError(w, http.StatusBadRequest, "invalid JSON")
+			return
+		}
+	}
+	if req.Wing == "" {
+		if err := brain.BuildAllWingIndexes(h.brainDir); err != nil {
+			h.logger.Error("index all failed", "err", err)
+			writeError(w, http.StatusInternalServerError, "index error")
+			return
+		}
+		writeJSON(w, map[string]any{"status": "ok", "scope": "all"})
+		return
+	}
+	if err := brain.BuildWingIndex(h.brainDir, req.Wing); err != nil {
+		h.logger.Error("index failed", "wing", req.Wing, "err", err)
+		writeError(w, http.StatusBadRequest, err.Error())
+		return
+	}
+	writeJSON(w, map[string]any{"status": "ok", "scope": req.Wing})
+}
+
 // Ingest handles POST /ingest — run the pipeline on provided content.
 func (h *Handler) Ingest(w http.ResponseWriter, r *http.Request) {
 	var req ingestRequest

ingestion/internal/auth/jwt.go

@@ -0,0 +1,84 @@
+package auth
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"net/http"
+	"time"
+
+	"github.com/lestrrat-go/jwx/v2/jwk"
+	"github.com/lestrrat-go/jwx/v2/jwt"
+)
+
+// Validator validates Bearer JWTs issued by a Dex (OIDC) authorization server.
+// Audience is optional; leave empty to skip audience validation.
+type Validator struct {
+	issuer   string
+	audience string
+	jwksURI  string
+	cache    *jwk.Cache
+}
+
+// NewValidator fetches the OIDC discovery document from issuerURL, extracts
+// jwks_uri, seeds the JWKS cache, and returns a ready Validator.
+// If DEX_ISSUER_URL is not set the caller should pass "" and skip construction.
+func NewValidator(issuerURL, audience string) (*Validator, error) {
+	resp, err := http.Get(issuerURL + "/.well-known/openid-configuration") //nolint:noctx
+	if err != nil {
+		return nil, fmt.Errorf("fetch oidc discovery: %w", err)
+	}
+	defer resp.Body.Close() //nolint:errcheck
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("oidc discovery: status %d", resp.StatusCode)
+	}
+
+	var doc struct {
+		JWKSURI string `json:"jwks_uri"`
+	}
+	if err := json.NewDecoder(resp.Body).Decode(&doc); err != nil {
+		return nil, fmt.Errorf("decode oidc discovery: %w", err)
+	}
+	if doc.JWKSURI == "" {
+		return nil, fmt.Errorf("oidc discovery: empty jwks_uri")
+	}
+
+	ctx := context.Background()
+	cache := jwk.NewCache(ctx)
+	if err := cache.Register(doc.JWKSURI, jwk.WithMinRefreshInterval(time.Hour)); err != nil {
+		return nil, fmt.Errorf("register jwks cache: %w", err)
+	}
+	if _, err := cache.Refresh(ctx, doc.JWKSURI); err != nil {
+		return nil, fmt.Errorf("initial jwks fetch: %w", err)
+	}
+
+	return &Validator{
+		issuer:   issuerURL,
+		audience: audience,
+		jwksURI:  doc.JWKSURI,
+		cache:    cache,
+	}, nil
+}
+
+// Validate parses and validates rawToken. Returns the subject claim on success.
+func (v *Validator) Validate(ctx context.Context, rawToken string) (string, error) {
+	keySet, err := v.cache.Get(ctx, v.jwksURI)
+	if err != nil {
+		return "", fmt.Errorf("get jwks: %w", err)
+	}
+
+	opts := []jwt.ParseOption{
+		jwt.WithKeySet(keySet),
+		jwt.WithValidate(true),
+		jwt.WithIssuer(v.issuer),
+	}
+	if v.audience != "" {
+		opts = append(opts, jwt.WithAudience(v.audience))
+	}
+
+	tok, err := jwt.ParseString(rawToken, opts...)
+	if err != nil {
+		return "", fmt.Errorf("validate jwt: %w", err)
+	}
+	return tok.Subject(), nil
+}

ingestion/internal/auth/jwt_test.go

@@ -0,0 +1,169 @@
+package auth_test
+
+import (
+	"context"
+	"crypto/rand"
+	"crypto/rsa"
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+	"time"
+
+	"github.com/lestrrat-go/jwx/v2/jwa"
+	"github.com/lestrrat-go/jwx/v2/jwk"
+	"github.com/lestrrat-go/jwx/v2/jwt"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/auth"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+type testKeys struct {
+	priv jwk.Key
+	pub  jwk.Key
+}
+
+func generateRSAKeys(t *testing.T) testKeys {
+	t.Helper()
+	raw, err := rsa.GenerateKey(rand.Reader, 2048)
+	require.NoError(t, err)
+
+	priv, err := jwk.FromRaw(raw)
+	require.NoError(t, err)
+	require.NoError(t, priv.Set(jwk.KeyIDKey, "test-kid"))
+	require.NoError(t, priv.Set(jwk.AlgorithmKey, jwa.RS256))
+
+	pub, err := jwk.PublicKeyOf(priv)
+	require.NoError(t, err)
+
+	return testKeys{priv: priv, pub: pub}
+}
+
+func mockOIDCServer(t *testing.T, keys testKeys) *httptest.Server {
+	t.Helper()
+	set := jwk.NewSet()
+	require.NoError(t, set.AddKey(keys.pub))
+	jwksBytes, err := json.Marshal(set)
+	require.NoError(t, err)
+
+	mux := http.NewServeMux()
+	var srv *httptest.Server
+	mux.HandleFunc("/.well-known/openid-configuration", func(w http.ResponseWriter, _ *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		_ = json.NewEncoder(w).Encode(map[string]string{
+			"issuer":   srv.URL,
+			"jwks_uri": srv.URL + "/jwks",
+		})
+	})
+	mux.HandleFunc("/jwks", func(w http.ResponseWriter, _ *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		_, _ = w.Write(jwksBytes)
+	})
+	srv = httptest.NewServer(mux)
+	t.Cleanup(srv.Close)
+	return srv
+}
+
+func signToken(t *testing.T, keys testKeys, issuer, audience, subject string, exp time.Time) string {
+	t.Helper()
+	b := jwt.NewBuilder().
+		Issuer(issuer).
+		Subject(subject).
+		Expiration(exp)
+	if audience != "" {
+		b = b.Audience([]string{audience})
+	}
+	tok, err := b.Build()
+	require.NoError(t, err)
+	signed, err := jwt.Sign(tok, jwt.WithKey(jwa.RS256, keys.priv))
+	require.NoError(t, err)
+	return string(signed)
+}
+
+func TestValidator(t *testing.T) {
+	keys := generateRSAKeys(t)
+	srv := mockOIDCServer(t, keys)
+	ctx := context.Background()
+
+	v, err := auth.NewValidator(srv.URL, "brain")
+	require.NoError(t, err)
+
+	tests := []struct {
+		name      string
+		token     string
+		wantSub   string
+		wantErr   bool
+	}{
+		{
+			name:    "valid jwt",
+			token:   signToken(t, keys, srv.URL, "brain", "test-user", time.Now().Add(time.Hour)),
+			wantSub: "test-user",
+		},
+		{
+			name:    "expired jwt",
+			token:   signToken(t, keys, srv.URL, "brain", "test-user", time.Now().Add(-time.Hour)),
+			wantErr: true,
+		},
+		{
+			name:    "wrong issuer",
+			token:   signToken(t, keys, "https://evil.example.com", "brain", "test-user", time.Now().Add(time.Hour)),
+			wantErr: true,
+		},
+		{
+			name:    "wrong audience",
+			token:   signToken(t, keys, srv.URL, "other-service", "test-user", time.Now().Add(time.Hour)),
+			wantErr: true,
+		},
+		{
+			name:    "tampered token",
+			token:   signToken(t, keys, srv.URL, "brain", "test-user", time.Now().Add(time.Hour)) + "tampered",
+			wantErr: true,
+		},
+		{
+			name:    "not a jwt",
+			token:   "not-a-jwt",
+			wantErr: true,
+		},
+	}
+
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			sub, err := v.Validate(ctx, tc.token)
+			if tc.wantErr {
+				assert.Error(t, err)
+				assert.Empty(t, sub)
+			} else {
+				require.NoError(t, err)
+				assert.Equal(t, tc.wantSub, sub)
+			}
+		})
+	}
+}
+
+func TestNewValidator_NoAudience(t *testing.T) {
+	keys := generateRSAKeys(t)
+	srv := mockOIDCServer(t, keys)
+	ctx := context.Background()
+
+	v, err := auth.NewValidator(srv.URL, "")
+	require.NoError(t, err)
+
+	// Token without audience passes when audience validation is disabled.
+	tok, err := jwt.NewBuilder().
+		Issuer(srv.URL).
+		Subject("sub").
+		Expiration(time.Now().Add(time.Hour)).
+		Build()
+	require.NoError(t, err)
+	signed, err := jwt.Sign(tok, jwt.WithKey(jwa.RS256, keys.priv))
+	require.NoError(t, err)
+
+	sub, err := v.Validate(ctx, string(signed))
+	require.NoError(t, err)
+	assert.Equal(t, "sub", sub)
+}
+
+func TestNewValidator_BadDiscoveryURL(t *testing.T) {
+	_, err := auth.NewValidator("http://127.0.0.1:1", "brain")
+	assert.Error(t, err)
+}

ingestion/internal/auth/protected_resource.go

@@ -0,0 +1,23 @@
+package auth
+
+import (
+	"encoding/json"
+	"net/http"
+)
+
+// ProtectedResourceHandler returns an RFC 9728 oauth-protected-resource metadata
+// handler. Mount at GET /.well-known/oauth-protected-resource (no auth required).
+func ProtectedResourceHandler(resourceURL, issuerURL string) http.HandlerFunc {
+	type metadata struct {
+		Resource             string   `json:"resource"`
+		AuthorizationServers []string `json:"authorization_servers"`
+	}
+	body, _ := json.Marshal(metadata{
+		Resource:             resourceURL,
+		AuthorizationServers: []string{issuerURL},
+	})
+	return func(w http.ResponseWriter, _ *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		_, _ = w.Write(body)
+	}
+}

ingestion/internal/auth/protected_resource_test.go

@@ -0,0 +1,28 @@
+package auth_test
+
+import (
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/auth"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestProtectedResourceHandler(t *testing.T) {
+	h := auth.ProtectedResourceHandler("https://brain-mcp.d-ma.be", "https://auth.d-ma.be")
+	req := httptest.NewRequest(http.MethodGet, "/.well-known/oauth-protected-resource", nil)
+	rr := httptest.NewRecorder()
+	h(rr, req)
+
+	assert.Equal(t, http.StatusOK, rr.Code)
+	assert.Equal(t, "application/json", rr.Header().Get("Content-Type"))
+
+	var body map[string]any
+	require.NoError(t, json.Unmarshal(rr.Body.Bytes(), &body))
+	assert.Equal(t, "https://brain-mcp.d-ma.be", body["resource"])
+	servers := body["authorization_servers"].([]any)
+	assert.Equal(t, "https://auth.d-ma.be", servers[0])
+}

ingestion/internal/brain/index.go

@@ -0,0 +1,161 @@
+package brain
+
+import (
+	"bufio"
+	"fmt"
+	"os"
+	"path/filepath"
+	"sort"
+	"strings"
+	"time"
+)
+
+// noteEntry is one row in a Wing _index.md.
+type noteEntry struct {
+	Hall    string
+	Slug    string
+	Title   string
+	Created string
+}
+
+// BuildWingIndex regenerates brain/wiki/<wing>/_index.md as a Map of
+// Content listing every note in that wing with its Hall and creation
+// date. Returns nil if the wing directory does not exist.
+func BuildWingIndex(brainDir, wing string) error {
+	w := Sanitise(wing)
+	if w == "" {
+		return fmt.Errorf("invalid wing %q", wing)
+	}
+	wingDir := filepath.Join(brainDir, "wiki", w)
+	if _, err := os.Stat(wingDir); os.IsNotExist(err) {
+		return nil
+	} else if err != nil {
+		return fmt.Errorf("stat wing: %w", err)
+	}
+
+	entries, err := collectWingEntries(wingDir)
+	if err != nil {
+		return err
+	}
+	sort.Slice(entries, func(i, j int) bool {
+		if entries[i].Hall != entries[j].Hall {
+			return entries[i].Hall < entries[j].Hall
+		}
+		return entries[i].Slug < entries[j].Slug
+	})
+
+	var b strings.Builder
+	fmt.Fprintf(&b, "# %s\n\n", w)
+	b.WriteString("| Hall | Note | Created |\n")
+	b.WriteString("|------|------|---------|\n")
+	for _, e := range entries {
+		fmt.Fprintf(&b, "| %s | [%s](%s/%s.md) | %s |\n", e.Hall, e.Title, e.Hall, e.Slug, e.Created)
+	}
+
+	dest := filepath.Join(wingDir, "_index.md")
+	return os.WriteFile(dest, []byte(b.String()), 0o644)
+}
+
+// BuildAllWingIndexes regenerates _index.md for every wing under brain/wiki/.
+func BuildAllWingIndexes(brainDir string) error {
+	wikiDir := filepath.Join(brainDir, "wiki")
+	ents, err := os.ReadDir(wikiDir)
+	if os.IsNotExist(err) {
+		return nil
+	}
+	if err != nil {
+		return fmt.Errorf("read wiki: %w", err)
+	}
+	for _, e := range ents {
+		if !e.IsDir() {
+			continue
+		}
+		if err := BuildWingIndex(brainDir, e.Name()); err != nil {
+			return fmt.Errorf("index %s: %w", e.Name(), err)
+		}
+	}
+	return nil
+}
+
+func collectWingEntries(wingDir string) ([]noteEntry, error) {
+	var out []noteEntry
+	ents, err := os.ReadDir(wingDir)
+	if err != nil {
+		return nil, fmt.Errorf("read wing: %w", err)
+	}
+	for _, hallEnt := range ents {
+		if !hallEnt.IsDir() {
+			continue
+		}
+		hall := hallEnt.Name()
+		if !IsValidHall(hall) {
+			continue
+		}
+		hallDir := filepath.Join(wingDir, hall)
+		notes, err := os.ReadDir(hallDir)
+		if err != nil {
+			return nil, fmt.Errorf("read hall %s: %w", hall, err)
+		}
+		for _, n := range notes {
+			if n.IsDir() || !strings.HasSuffix(n.Name(), ".md") || n.Name() == "_index.md" {
+				continue
+			}
+			slug := strings.TrimSuffix(n.Name(), ".md")
+			full := filepath.Join(hallDir, n.Name())
+			title, created := readTitleAndCreated(full, slug)
+			out = append(out, noteEntry{Hall: hall, Slug: slug, Title: title, Created: created})
+		}
+	}
+	return out, nil
+}
+
+// readTitleAndCreated reads YAML frontmatter for title + created_at; falls
+// back to slug and file mtime when absent.
+func readTitleAndCreated(path, slug string) (string, string) {
+	f, err := os.Open(path)
+	if err != nil {
+		return slug, ""
+	}
+	defer func() { _ = f.Close() }()
+
+	title, created := "", ""
+	scanner := bufio.NewScanner(f)
+	inFrontmatter := false
+	for scanner.Scan() {
+		line := scanner.Text()
+		if strings.TrimSpace(line) == "---" {
+			if !inFrontmatter {
+				inFrontmatter = true
+				continue
+			}
+			break
+		}
+		if !inFrontmatter {
+			continue
+		}
+		key, val, ok := strings.Cut(line, ":")
+		if !ok {
+			continue
+		}
+		v := strings.Trim(strings.TrimSpace(val), `"'`)
+		switch strings.TrimSpace(key) {
+		case "title":
+			title = v
+		case "created_at":
+			if t, err := time.Parse(time.RFC3339, v); err == nil {
+				created = t.UTC().Format("2006-01-02")
+			} else {
+				created = v
+			}
+		}
+	}
+	if title == "" {
+		title = strings.ReplaceAll(slug, "-", " ")
+	}
+	if created == "" {
+		if info, err := os.Stat(path); err == nil {
+			created = info.ModTime().UTC().Format("2006-01-02")
+		}
+	}
+	return title, created
+}

ingestion/internal/brain/index_test.go

@@ -0,0 +1,85 @@
+package brain_test
+
+import (
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/brain"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestBuildWingIndex(t *testing.T) {
+	dir := t.TempDir()
+	for _, p := range []struct{ rel, body string }{
+		{"wiki/jepa-fx/decisions/val-vol.md", "---\ntitle: Val Vol R2\ncreated_at: 2026-05-06T10:00:00Z\n---\nbody\n"},
+		{"wiki/jepa-fx/facts/architecture.md", "---\ntitle: Architecture\ncreated_at: 2026-05-04T10:00:00Z\n---\nbody\n"},
+		{"wiki/jepa-fx/sources/paper.md", "---\n---\nbody\n"},
+	} {
+		full := filepath.Join(dir, p.rel)
+		require.NoError(t, os.MkdirAll(filepath.Dir(full), 0o755))
+		require.NoError(t, os.WriteFile(full, []byte(p.body), 0o644))
+	}
+
+	require.NoError(t, brain.BuildWingIndex(dir, "jepa-fx"))
+
+	got, err := os.ReadFile(filepath.Join(dir, "wiki", "jepa-fx", "_index.md"))
+	require.NoError(t, err)
+	s := string(got)
+	assert.Contains(t, s, "# jepa-fx")
+	assert.Contains(t, s, "| Hall | Note | Created |")
+	assert.Contains(t, s, "| decisions | [Val Vol R2](decisions/val-vol.md) | 2026-05-06 |")
+	assert.Contains(t, s, "| facts | [Architecture](facts/architecture.md) | 2026-05-04 |")
+	assert.Contains(t, s, "| sources | [paper](sources/paper.md) |")
+	// Halls sorted alphabetically.
+	assert.Less(t, indexOf(s, "decisions"), indexOf(s, "facts"))
+	assert.Less(t, indexOf(s, "facts"), indexOf(s, "sources"))
+}
+
+func TestBuildWingIndex_SkipsInvalidHalls(t *testing.T) {
+	dir := t.TempDir()
+	wingDir := filepath.Join(dir, "wiki", "jepa-fx")
+	require.NoError(t, os.MkdirAll(filepath.Join(wingDir, "garbage"), 0o755))
+	require.NoError(t, os.WriteFile(filepath.Join(wingDir, "garbage", "x.md"), []byte("x"), 0o644))
+	require.NoError(t, os.MkdirAll(filepath.Join(wingDir, "facts"), 0o755))
+	require.NoError(t, os.WriteFile(filepath.Join(wingDir, "facts", "y.md"), []byte("y"), 0o644))
+
+	require.NoError(t, brain.BuildWingIndex(dir, "jepa-fx"))
+	got, err := os.ReadFile(filepath.Join(wingDir, "_index.md"))
+	require.NoError(t, err)
+	s := string(got)
+	assert.Contains(t, s, "facts")
+	assert.NotContains(t, s, "garbage")
+}
+
+func TestBuildAllWingIndexes(t *testing.T) {
+	dir := t.TempDir()
+	for _, p := range []struct{ rel, body string }{
+		{"wiki/a/facts/x.md", "x"},
+		{"wiki/b/facts/y.md", "y"},
+	} {
+		full := filepath.Join(dir, p.rel)
+		require.NoError(t, os.MkdirAll(filepath.Dir(full), 0o755))
+		require.NoError(t, os.WriteFile(full, []byte(p.body), 0o644))
+	}
+	require.NoError(t, brain.BuildAllWingIndexes(dir))
+	_, err := os.Stat(filepath.Join(dir, "wiki", "a", "_index.md"))
+	require.NoError(t, err)
+	_, err = os.Stat(filepath.Join(dir, "wiki", "b", "_index.md"))
+	require.NoError(t, err)
+}
+
+func TestBuildWingIndex_NoWingDir(t *testing.T) {
+	dir := t.TempDir()
+	require.NoError(t, brain.BuildWingIndex(dir, "ghost"))
+}
+
+func indexOf(s, sub string) int {
+	for i := 0; i+len(sub) <= len(s); i++ {
+		if s[i:i+len(sub)] == sub {
+			return i
+		}
+	}
+	return -1
+}

ingestion/internal/brain/path.go

@@ -0,0 +1,70 @@
+// Package brain provides the wing/hall path taxonomy used by the brain
+// wiki layout. A note's canonical location is
+// brain/wiki/<wing>/<hall>/<slug>.md, where Wing is a free-form topic
+// domain and Hall is one of a closed vocabulary of memory types.
+package brain
+
+import (
+	"fmt"
+	"path/filepath"
+	"strings"
+)
+
+// ValidHalls is the closed vocabulary of hall names. A hall captures the
+// memory type of a note within any wing.
+var ValidHalls = map[string]bool{
+	"facts":      true,
+	"decisions":  true,
+	"failures":   true,
+	"hypotheses": true,
+	"sources":    true,
+}
+
+// IsValidHall reports whether h is in the closed Hall vocabulary.
+func IsValidHall(h string) bool {
+	return ValidHalls[h]
+}
+
+// NotePath resolves the canonical filesystem path for a note given a
+// wing, hall, and slug. Returns an error if hall is not in ValidHalls
+// or if wing/slug sanitise to empty strings.
+//
+// The returned path is brain/wiki/<wing>/<hall>/<slug>.md with all
+// segments sanitised: lowercased, alphanumerics and hyphens only.
+func NotePath(brainDir, wing, hall, slug string) (string, error) {
+	if !IsValidHall(hall) {
+		return "", fmt.Errorf("invalid hall %q: must be one of facts/decisions/failures/hypotheses/sources", hall)
+	}
+	w := Sanitise(wing)
+	if w == "" {
+		return "", fmt.Errorf("invalid wing %q: must contain at least one alphanumeric character", wing)
+	}
+	s := Sanitise(strings.TrimSuffix(slug, ".md"))
+	if s == "" {
+		return "", fmt.Errorf("invalid slug %q: must contain at least one alphanumeric character", slug)
+	}
+	return filepath.Join(brainDir, "wiki", w, hall, s+".md"), nil
+}
+
+// Sanitise lowercases s and keeps only [a-z0-9-], collapsing any other
+// character (including path separators) to a hyphen. Leading/trailing
+// hyphens and runs of hyphens are collapsed.
+func Sanitise(s string) string {
+	s = strings.ToLower(strings.TrimSpace(s))
+	var b strings.Builder
+	prevHyphen := true
+	for _, r := range s {
+		switch {
+		case r >= 'a' && r <= 'z', r >= '0' && r <= '9':
+			b.WriteRune(r)
+			prevHyphen = false
+		case r == '-' || r == '_' || r == ' ' || r == '/' || r == '\\' || r == '.':
+			if !prevHyphen {
+				b.WriteByte('-')
+				prevHyphen = true
+			}
+		}
+	}
+	out := b.String()
+	return strings.Trim(out, "-")
+}

ingestion/internal/brain/path_test.go

@@ -0,0 +1,73 @@
+package brain_test
+
+import (
+	"path/filepath"
+	"testing"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/brain"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestNotePath_Valid(t *testing.T) {
+	got, err := brain.NotePath("/b", "jepa-fx", "decisions", "val-vol-r2")
+	require.NoError(t, err)
+	assert.Equal(t, filepath.Join("/b", "wiki", "jepa-fx", "decisions", "val-vol-r2.md"), got)
+}
+
+func TestNotePath_StripsMdSuffix(t *testing.T) {
+	got, err := brain.NotePath("/b", "x", "facts", "note.md")
+	require.NoError(t, err)
+	assert.Equal(t, filepath.Join("/b", "wiki", "x", "facts", "note.md"), got)
+}
+
+func TestNotePath_SanitisesWingAndSlug(t *testing.T) {
+	got, err := brain.NotePath("/b", "Jepa FX!", "facts", "Val Vol R2")
+	require.NoError(t, err)
+	assert.Equal(t, filepath.Join("/b", "wiki", "jepa-fx", "facts", "val-vol-r2.md"), got)
+}
+
+func TestNotePath_RejectsInvalidHall(t *testing.T) {
+	_, err := brain.NotePath("/b", "x", "garbage", "y")
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "invalid hall")
+}
+
+func TestNotePath_RejectsEmptyWing(t *testing.T) {
+	_, err := brain.NotePath("/b", "!!!", "facts", "y")
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "invalid wing")
+}
+
+func TestNotePath_RejectsEmptySlug(t *testing.T) {
+	_, err := brain.NotePath("/b", "x", "facts", "!!!")
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "invalid slug")
+}
+
+func TestSanitise(t *testing.T) {
+	cases := map[string]string{
+		"Jepa-FX":         "jepa-fx",
+		"  foo  bar  ":    "foo-bar",
+		"Val/Vol\\R2.md":  "val-vol-r2-md",
+		"!!!":             "",
+		"___leading":      "leading",
+		"trailing___":     "trailing",
+		"multi---hyphen":  "multi-hyphen",
+		"UPPER 123 mixed": "upper-123-mixed",
+	}
+	for in, want := range cases {
+		t.Run(in, func(t *testing.T) {
+			assert.Equal(t, want, brain.Sanitise(in))
+		})
+	}
+}
+
+func TestIsValidHall(t *testing.T) {
+	for _, h := range []string{"facts", "decisions", "failures", "hypotheses", "sources"} {
+		assert.True(t, brain.IsValidHall(h), h)
+	}
+	for _, h := range []string{"", "Facts", "facts ", "rooms", "concepts", "entities"} {
+		assert.False(t, brain.IsValidHall(h), h)
+	}
+}

ingestion/internal/brain/tunnel.go

@@ -0,0 +1,286 @@
+package brain
+
+import (
+	"bufio"
+	"fmt"
+	"os"
+	"path/filepath"
+	"strings"
+	"time"
+)
+
+// seeAlsoHeader is the markdown heading used to group cross-wing links.
+const seeAlsoHeader = "## See also"
+
+// TunnelCandidate is a cross-wing match surfaced by DetectTunnels. It is
+// not yet a written link — the caller decides whether confidence is high
+// enough to commit it via WriteTunnel.
+type TunnelCandidate struct {
+	// TargetPath is the candidate note's path relative to brainDir
+	// (forward-slashed), e.g. "wiki/hyperguild/decisions/routing.md".
+	TargetPath string
+	// MatchedTerm is the title that matched in the source content.
+	MatchedTerm string
+	// Exact is true when the match was a case-insensitive whole-token
+	// hit on the target's frontmatter title. Fuzzy matches (substring
+	// only) are flagged Exact=false and should not be auto-written.
+	Exact bool
+}
+
+// DetectTunnels scans brain/wiki/ for notes whose title appears in
+// content. Returns one TunnelCandidate per matching note. Exact is true
+// when content contains the title as a whole-word case-insensitive
+// token; false when only a substring matched (caller treats these as
+// fuzzy and should not auto-write them).
+//
+// A note's title is read from YAML frontmatter `title:`; failing that,
+// the filename slug (sans `.md`, hyphens → spaces) is used.
+func DetectTunnels(brainDir, content string) ([]TunnelCandidate, error) {
+	wikiDir := filepath.Join(brainDir, "wiki")
+	if _, err := os.Stat(wikiDir); os.IsNotExist(err) {
+		return nil, nil
+	} else if err != nil {
+		return nil, fmt.Errorf("stat wiki: %w", err)
+	}
+
+	lowerContent := strings.ToLower(content)
+
+	var out []TunnelCandidate
+	err := filepath.WalkDir(wikiDir, func(path string, d os.DirEntry, err error) error {
+		if err != nil {
+			return err
+		}
+		if d.IsDir() || !strings.HasSuffix(path, ".md") || d.Name() == "_index.md" {
+			return nil
+		}
+		title, _ := readTitleAndCreated(path, strings.TrimSuffix(d.Name(), ".md"))
+		needle := strings.ToLower(strings.TrimSpace(title))
+		if needle == "" {
+			return nil
+		}
+		idx := strings.Index(lowerContent, needle)
+		if idx == -1 {
+			return nil
+		}
+		rel, err := filepath.Rel(brainDir, path)
+		if err != nil {
+			return err
+		}
+		out = append(out, TunnelCandidate{
+			TargetPath:  filepath.ToSlash(rel),
+			MatchedTerm: title,
+			Exact:       isWholeWord(lowerContent, idx, len(needle)),
+		})
+		return nil
+	})
+	if err != nil {
+		return nil, err
+	}
+	return out, nil
+}
+
+// isWholeWord reports whether the substring at [idx, idx+n) in s is
+// bounded by non-alphanumeric characters (or string edges).
+func isWholeWord(s string, idx, n int) bool {
+	left := idx == 0 || !isWordByte(s[idx-1])
+	right := idx+n == len(s) || !isWordByte(s[idx+n])
+	return left && right
+}
+
+func isWordByte(b byte) bool {
+	return (b >= 'a' && b <= 'z') ||
+		(b >= 'A' && b <= 'Z') ||
+		(b >= '0' && b <= '9')
+}
+
+// AutoTunnel runs DetectTunnels against content and, for each
+// candidate, either writes a bidirectional tunnel (when the match is
+// exact and in a different wing) or stages it for human review in
+// brain/raw/tunnel-candidates-<YYYY-MM-DD>.md.
+//
+// sourcePath is the note that originated the content — used to skip
+// self-matches and same-wing tunnels. Errors writing individual
+// tunnels are recorded into the candidates file but never abort the
+// rest of the scan; the caller's primary write has already succeeded
+// and auto-linking is best-effort.
+func AutoTunnel(brainDir, sourcePath, content string) error {
+	srcWing, err := wingOf(sourcePath)
+	if err != nil {
+		return err
+	}
+	candidates, err := DetectTunnels(brainDir, content)
+	if err != nil {
+		return err
+	}
+
+	var fuzzy []TunnelCandidate
+	for _, c := range candidates {
+		if c.TargetPath == sourcePath {
+			continue
+		}
+		tgtWing, err := wingOf(c.TargetPath)
+		if err != nil || tgtWing == srcWing {
+			continue
+		}
+		if !c.Exact {
+			fuzzy = append(fuzzy, c)
+			continue
+		}
+		if err := WriteTunnel(brainDir, sourcePath, c.TargetPath); err != nil {
+			fuzzy = append(fuzzy, c)
+		}
+	}
+	return logFuzzyCandidates(brainDir, sourcePath, fuzzy)
+}
+
+// logFuzzyCandidates appends one row per candidate to
+// brain/raw/tunnel-candidates-<YYYY-MM-DD>.md, creating the file with a
+// header on first write of the day. No-op when the candidate list is empty.
+func logFuzzyCandidates(brainDir, sourcePath string, cs []TunnelCandidate) error {
+	if len(cs) == 0 {
+		return nil
+	}
+	rawDir := filepath.Join(brainDir, "raw")
+	if err := os.MkdirAll(rawDir, 0o755); err != nil {
+		return err
+	}
+	stamp := time.Now().UTC().Format("2006-01-02")
+	path := filepath.Join(rawDir, "tunnel-candidates-"+stamp+".md")
+	existed := fileExists(path)
+	f, err := os.OpenFile(path, os.O_APPEND|os.O_CREATE|os.O_WRONLY, 0o644)
+	if err != nil {
+		return err
+	}
+	defer func() { _ = f.Close() }()
+	if !existed {
+		if _, err := f.WriteString("# Tunnel candidates " + stamp + "\n\nFuzzy cross-wing matches surfaced by AutoTunnel. Review and promote to a tunnel via `brain_tunnel` if relevant.\n\n"); err != nil {
+			return err
+		}
+	}
+	for _, c := range cs {
+		line := fmt.Sprintf("- `%s` ↔ `%s` (term: %q)\n", sourcePath, c.TargetPath, c.MatchedTerm)
+		if _, err := f.WriteString(line); err != nil {
+			return err
+		}
+	}
+	return nil
+}
+
+func fileExists(p string) bool {
+	_, err := os.Stat(p)
+	return err == nil
+}
+
+// WriteTunnel appends a bidirectional wikilink between sourcePath and
+// targetPath under a `## See also` section in each note. Paths are
+// relative to brainDir (forward-slashed), e.g. wiki/<wing>/<hall>/<slug>.md.
+//
+// Idempotent: re-calling with the same pair does not duplicate links or
+// section headers. Rejects same-wing pairs (a tunnel is by definition
+// cross-wing) and missing notes.
+func WriteTunnel(brainDir, sourcePath, targetPath string) error {
+	srcWing, err := wingOf(sourcePath)
+	if err != nil {
+		return fmt.Errorf("source: %w", err)
+	}
+	tgtWing, err := wingOf(targetPath)
+	if err != nil {
+		return fmt.Errorf("target: %w", err)
+	}
+	if srcWing == tgtWing {
+		return fmt.Errorf("tunnel must cross wings; got both in %q", srcWing)
+	}
+
+	srcFull := filepath.Join(brainDir, filepath.FromSlash(sourcePath))
+	tgtFull := filepath.Join(brainDir, filepath.FromSlash(targetPath))
+	if _, err := os.Stat(srcFull); err != nil {
+		return fmt.Errorf("source note: %w", err)
+	}
+	if _, err := os.Stat(tgtFull); err != nil {
+		return fmt.Errorf("target note: %w", err)
+	}
+
+	if err := appendSeeAlso(srcFull, wikilinkOf(targetPath)); err != nil {
+		return fmt.Errorf("update source: %w", err)
+	}
+	if err := appendSeeAlso(tgtFull, wikilinkOf(sourcePath)); err != nil {
+		return fmt.Errorf("update target: %w", err)
+	}
+	return nil
+}
+
+// wikilinkOf turns "wiki/<wing>/<hall>/<slug>.md" into "<wing>/<hall>/<slug>"
+// for use inside `[[...]]`.
+func wikilinkOf(relPath string) string {
+	p := strings.TrimSuffix(relPath, ".md")
+	p = strings.TrimPrefix(p, "wiki/")
+	return p
+}
+
+// wingOf extracts the wing segment from a relative wiki path
+// "wiki/<wing>/<hall>/<slug>.md".
+func wingOf(relPath string) (string, error) {
+	parts := strings.Split(relPath, "/")
+	if len(parts) < 4 || parts[0] != "wiki" {
+		return "", fmt.Errorf("not a wiki path: %q", relPath)
+	}
+	if parts[1] == "" {
+		return "", fmt.Errorf("empty wing in path: %q", relPath)
+	}
+	return parts[1], nil
+}
+
+// appendSeeAlso inserts `- [[link]]` under the file's See also section,
+// creating the section if absent. No-op when the link is already present.
+func appendSeeAlso(filePath, link string) error {
+	content, err := os.ReadFile(filePath)
+	if err != nil {
+		return err
+	}
+	wikilink := "[[" + link + "]]"
+	if strings.Contains(string(content), wikilink) {
+		return nil
+	}
+
+	bullet := "- " + wikilink
+
+	if !strings.Contains(string(content), seeAlsoHeader) {
+		// No section yet — append a fresh one. Always emit a trailing
+		// newline so subsequent appends don't merge into the previous line.
+		trimmed := strings.TrimRight(string(content), "\n")
+		out := trimmed + "\n\n" + seeAlsoHeader + "\n\n" + bullet + "\n"
+		return os.WriteFile(filePath, []byte(out), 0o644)
+	}
+
+	// Section exists — splice the bullet in just before the next `## `
+	// heading (or EOF). Reading the file line-by-line keeps this robust
+	// against arbitrary section ordering.
+	var b strings.Builder
+	scanner := bufio.NewScanner(strings.NewReader(string(content)))
+	scanner.Buffer(make([]byte, 0, 64*1024), 1024*1024)
+	inSeeAlso, inserted := false, false
+	for scanner.Scan() {
+		line := scanner.Text()
+		if !inserted && inSeeAlso && strings.HasPrefix(line, "## ") &&
+			strings.TrimSpace(line) != seeAlsoHeader {
+			b.WriteString(bullet)
+			b.WriteByte('\n')
+			b.WriteByte('\n')
+			inserted = true
+		}
+		if strings.TrimSpace(line) == seeAlsoHeader {
+			inSeeAlso = true
+		}
+		b.WriteString(line)
+		b.WriteByte('\n')
+	}
+	if err := scanner.Err(); err != nil {
+		return err
+	}
+	if !inserted {
+		// section was the last thing in the file — just append bullet
+		out := strings.TrimRight(b.String(), "\n") + "\n" + bullet + "\n"
+		return os.WriteFile(filePath, []byte(out), 0o644)
+	}
+	return os.WriteFile(filePath, []byte(b.String()), 0o644)
+}

ingestion/internal/brain/tunnel_test.go

@@ -0,0 +1,177 @@
+package brain_test
+
+import (
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/brain"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+// seedNote writes a minimal markdown note at brainDir/relPath with the given body.
+func seedNote(t *testing.T, brainDir, relPath, body string) {
+	t.Helper()
+	full := filepath.Join(brainDir, relPath)
+	require.NoError(t, os.MkdirAll(filepath.Dir(full), 0o755))
+	require.NoError(t, os.WriteFile(full, []byte(body), 0o644))
+}
+
+func TestWriteTunnel_AppendsBidirectionalLinks(t *testing.T) {
+	dir := t.TempDir()
+	seedNote(t, dir, "wiki/jepa-fx/decisions/val-vol.md",
+		"---\nwing: jepa-fx\nhall: decisions\n---\n# Val Vol R2\n\nbody.\n")
+	seedNote(t, dir, "wiki/hyperguild/decisions/routing.md",
+		"---\nwing: hyperguild\nhall: decisions\n---\n# Routing\n\nbody.\n")
+
+	err := brain.WriteTunnel(dir,
+		"wiki/jepa-fx/decisions/val-vol.md",
+		"wiki/hyperguild/decisions/routing.md",
+	)
+	require.NoError(t, err)
+
+	src, err := os.ReadFile(filepath.Join(dir, "wiki/jepa-fx/decisions/val-vol.md"))
+	require.NoError(t, err)
+	assert.Contains(t, string(src), "## See also")
+	assert.Contains(t, string(src), "[[hyperguild/decisions/routing]]")
+
+	tgt, err := os.ReadFile(filepath.Join(dir, "wiki/hyperguild/decisions/routing.md"))
+	require.NoError(t, err)
+	assert.Contains(t, string(tgt), "## See also")
+	assert.Contains(t, string(tgt), "[[jepa-fx/decisions/val-vol]]")
+}
+
+func TestWriteTunnel_Idempotent(t *testing.T) {
+	dir := t.TempDir()
+	seedNote(t, dir, "wiki/a/facts/x.md", "# X\n\nbody.\n")
+	seedNote(t, dir, "wiki/b/facts/y.md", "# Y\n\nbody.\n")
+
+	for i := 0; i < 3; i++ {
+		require.NoError(t, brain.WriteTunnel(dir,
+			"wiki/a/facts/x.md", "wiki/b/facts/y.md"))
+	}
+
+	src, err := os.ReadFile(filepath.Join(dir, "wiki/a/facts/x.md"))
+	require.NoError(t, err)
+	assert.Equal(t, 1, strings.Count(string(src), "[[b/facts/y]]"),
+		"link should appear exactly once after 3 calls")
+	assert.Equal(t, 1, strings.Count(string(src), "## See also"))
+
+	tgt, err := os.ReadFile(filepath.Join(dir, "wiki/b/facts/y.md"))
+	require.NoError(t, err)
+	assert.Equal(t, 1, strings.Count(string(tgt), "[[a/facts/x]]"))
+	assert.Equal(t, 1, strings.Count(string(tgt), "## See also"))
+}
+
+func TestWriteTunnel_RejectsSameWing(t *testing.T) {
+	dir := t.TempDir()
+	seedNote(t, dir, "wiki/jepa-fx/facts/x.md", "x")
+	seedNote(t, dir, "wiki/jepa-fx/facts/y.md", "y")
+	err := brain.WriteTunnel(dir,
+		"wiki/jepa-fx/facts/x.md", "wiki/jepa-fx/facts/y.md")
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "cross wings")
+}
+
+func TestWriteTunnel_RejectsMissingNote(t *testing.T) {
+	dir := t.TempDir()
+	seedNote(t, dir, "wiki/a/facts/x.md", "x")
+	err := brain.WriteTunnel(dir,
+		"wiki/a/facts/x.md", "wiki/b/facts/ghost.md")
+	require.Error(t, err)
+}
+
+func TestDetectTunnels_ExactTitleMatch(t *testing.T) {
+	dir := t.TempDir()
+	seedNote(t, dir, "wiki/jepa-fx/decisions/val-vol.md",
+		"---\nwing: jepa-fx\nhall: decisions\ntitle: Val Vol R2\n---\nbody.\n")
+	seedNote(t, dir, "wiki/jepa-fx/facts/lejpa.md",
+		"---\nwing: jepa-fx\nhall: facts\ntitle: LeJPA Architecture\n---\nbody.\n")
+
+	candidates, err := brain.DetectTunnels(dir,
+		"We need to revisit Val Vol R2 in light of new tier data.")
+	require.NoError(t, err)
+
+	require.Len(t, candidates, 1)
+	assert.Equal(t, "wiki/jepa-fx/decisions/val-vol.md", candidates[0].TargetPath)
+	assert.Equal(t, "Val Vol R2", candidates[0].MatchedTerm)
+	assert.True(t, candidates[0].Exact)
+}
+
+func TestDetectTunnels_FuzzyMatch(t *testing.T) {
+	dir := t.TempDir()
+	seedNote(t, dir, "wiki/x/facts/routing.md",
+		"---\ntitle: Routing\n---\nbody.\n")
+
+	// Substring of title appears in content, but not as a whole word.
+	candidates, err := brain.DetectTunnels(dir, "rerouting handles failover")
+	require.NoError(t, err)
+	require.Len(t, candidates, 1)
+	assert.False(t, candidates[0].Exact, "substring-only match should be fuzzy")
+}
+
+func TestDetectTunnels_NoFrontmatterFallsBackToSlug(t *testing.T) {
+	dir := t.TempDir()
+	seedNote(t, dir, "wiki/x/facts/widget-flags.md", "# widget flags\n\nbody.\n")
+
+	candidates, err := brain.DetectTunnels(dir,
+		"Documented Widget Flags after the deploy issue.")
+	require.NoError(t, err)
+	require.Len(t, candidates, 1)
+	assert.True(t, candidates[0].Exact)
+	assert.Equal(t, "widget flags", candidates[0].MatchedTerm)
+}
+
+func TestAutoTunnel_FuzzyGoesToCandidatesFile(t *testing.T) {
+	dir := t.TempDir()
+	// Existing note in a different wing whose title is "Routing".
+	seedNote(t, dir, "wiki/other/facts/routing.md",
+		"---\nwing: other\nhall: facts\ntitle: Routing\n---\nbody.\n")
+	// Source note in another wing whose body mentions "rerouting" (substring match only).
+	seedNote(t, dir, "wiki/jepa-fx/facts/new.md",
+		"---\nwing: jepa-fx\nhall: facts\n---\nrerouting traffic\n")
+
+	require.NoError(t, brain.AutoTunnel(dir,
+		"wiki/jepa-fx/facts/new.md", "rerouting traffic"))
+
+	// Source must not get auto-linked (fuzzy).
+	got, err := os.ReadFile(filepath.Join(dir, "wiki/jepa-fx/facts/new.md"))
+	require.NoError(t, err)
+	assert.NotContains(t, string(got), "[[other/facts/routing]]")
+
+	// Candidates file must list the pair.
+	matches, err := filepath.Glob(filepath.Join(dir, "raw", "tunnel-candidates-*.md"))
+	require.NoError(t, err)
+	require.Len(t, matches, 1)
+	body, err := os.ReadFile(matches[0])
+	require.NoError(t, err)
+	assert.Contains(t, string(body), "wiki/jepa-fx/facts/new.md")
+	assert.Contains(t, string(body), "wiki/other/facts/routing.md")
+	assert.Contains(t, string(body), "Routing")
+}
+
+func TestDetectTunnels_EmptyWiki(t *testing.T) {
+	dir := t.TempDir()
+	cs, err := brain.DetectTunnels(dir, "anything")
+	require.NoError(t, err)
+	assert.Empty(t, cs)
+}
+
+func TestWriteTunnel_AppendsToExistingSeeAlso(t *testing.T) {
+	dir := t.TempDir()
+	seedNote(t, dir, "wiki/a/facts/x.md",
+		"# X\n\nbody.\n\n## See also\n\n- [[a/facts/old]]\n")
+	seedNote(t, dir, "wiki/b/facts/y.md", "# Y\n\nbody.\n")
+
+	require.NoError(t, brain.WriteTunnel(dir,
+		"wiki/a/facts/x.md", "wiki/b/facts/y.md"))
+
+	src, err := os.ReadFile(filepath.Join(dir, "wiki/a/facts/x.md"))
+	require.NoError(t, err)
+	s := string(src)
+	assert.Equal(t, 1, strings.Count(s, "## See also"), "should reuse existing section")
+	assert.Contains(t, s, "[[a/facts/old]]")
+	assert.Contains(t, s, "[[b/facts/y]]")
+}

ingestion/internal/embed/embed.go

@@ -0,0 +1,76 @@
+// Package embed produces dense vector embeddings for brain content.
+//
+// Wire format is Ollama's `/api/embed`, with the canonical request shape
+// `{"model": "...", "input": "..."}` and a 2-D `embeddings` response.
+// Default deployment runs `nomic-embed-text` on iguana, which returns
+// 768-dim vectors compatible with the brain_embeddings table schema.
+package embed
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"strings"
+	"time"
+)
+
+// Client posts embedding requests to an Ollama-compatible endpoint.
+type Client struct {
+	URL   string
+	Model string
+	HTTP  *http.Client
+}
+
+// New constructs a Client. Returns nil when url is empty so callers can
+// treat a missing BRAIN_EMBED_URL as "feature disabled" via a single nil
+// check.
+func New(url, model string) *Client {
+	if url == "" {
+		return nil
+	}
+	return &Client{
+		URL:   strings.TrimRight(url, "/"),
+		Model: model,
+		HTTP:  &http.Client{Timeout: 30 * time.Second},
+	}
+}
+
+// Embed returns the embedding vector for text. Empty text is rejected
+// up-front to keep upstream errors from masking caller mistakes.
+func (c *Client) Embed(ctx context.Context, text string) ([]float32, error) {
+	if strings.TrimSpace(text) == "" {
+		return nil, fmt.Errorf("embed: empty text")
+	}
+	reqBody, _ := json.Marshal(map[string]any{
+		"model": c.Model,
+		"input": text,
+	})
+	req, err := http.NewRequestWithContext(ctx, http.MethodPost,
+		c.URL+"/api/embed", bytes.NewReader(reqBody))
+	if err != nil {
+		return nil, err
+	}
+	req.Header.Set("Content-Type", "application/json")
+	resp, err := c.HTTP.Do(req)
+	if err != nil {
+		return nil, err
+	}
+	defer func() { _ = resp.Body.Close() }()
+	if resp.StatusCode/100 != 2 {
+		body, _ := io.ReadAll(resp.Body)
+		return nil, fmt.Errorf("embed: status %d: %s", resp.StatusCode, string(body))
+	}
+	var out struct {
+		Embeddings [][]float32 `json:"embeddings"`
+	}
+	if err := json.NewDecoder(resp.Body).Decode(&out); err != nil {
+		return nil, fmt.Errorf("embed: decode: %w", err)
+	}
+	if len(out.Embeddings) == 0 || len(out.Embeddings[0]) == 0 {
+		return nil, fmt.Errorf("embed: empty embeddings in response")
+	}
+	return out.Embeddings[0], nil
+}

ingestion/internal/embed/embed_test.go

@@ -0,0 +1,74 @@
+package embed_test
+
+import (
+	"context"
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/embed"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestNew_EmptyURLReturnsNil(t *testing.T) {
+	assert.Nil(t, embed.New("", "model"))
+}
+
+func TestEmbed_ReturnsVector(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		assert.Equal(t, "/api/embed", r.URL.Path)
+		var req map[string]any
+		require.NoError(t, json.NewDecoder(r.Body).Decode(&req))
+		assert.Equal(t, "nomic", req["model"])
+		assert.Equal(t, "hello", req["input"])
+		_ = json.NewEncoder(w).Encode(map[string]any{
+			"embeddings": [][]float32{{0.1, 0.2, 0.3}},
+		})
+	}))
+	defer srv.Close()
+
+	c := embed.New(srv.URL, "nomic")
+	require.NotNil(t, c)
+	v, err := c.Embed(context.Background(), "hello")
+	require.NoError(t, err)
+	assert.Equal(t, []float32{0.1, 0.2, 0.3}, v)
+}
+
+func TestEmbed_StripsTrailingSlashFromURL(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		assert.Equal(t, "/api/embed", r.URL.Path)
+		_ = json.NewEncoder(w).Encode(map[string]any{"embeddings": [][]float32{{1.0}}})
+	}))
+	defer srv.Close()
+	c := embed.New(srv.URL+"/", "nomic")
+	_, err := c.Embed(context.Background(), "x")
+	require.NoError(t, err)
+}
+
+func TestEmbed_PropagatesUpstreamError(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		w.WriteHeader(http.StatusBadGateway)
+	}))
+	defer srv.Close()
+	c := embed.New(srv.URL, "m")
+	_, err := c.Embed(context.Background(), "x")
+	require.Error(t, err)
+}
+
+func TestEmbed_RejectsEmptyEmbeddingsArray(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		_ = json.NewEncoder(w).Encode(map[string]any{"embeddings": [][]float32{}})
+	}))
+	defer srv.Close()
+	c := embed.New(srv.URL, "m")
+	_, err := c.Embed(context.Background(), "x")
+	require.Error(t, err)
+}
+
+func TestEmbed_RejectsEmptyText(t *testing.T) {
+	c := embed.New("http://127.0.0.1:1", "m")
+	_, err := c.Embed(context.Background(), "")
+	require.Error(t, err)
+}

ingestion/internal/llm/router.go

@@ -0,0 +1,29 @@
+package llm
+
+import (
+	"context"
+	"fmt"
+)
+
+// Router calls Primary first; on any error falls back to Fallback.
+// Fallback may be nil, in which case primary errors are returned directly.
+type Router struct {
+	Primary  *Client
+	Fallback *Client
+}
+
+// Complete implements pipeline.CompleteFunc, routing through Primary then Fallback.
+func (r *Router) Complete(ctx context.Context, system, user string) (string, error) {
+	out, err := r.Primary.Complete(ctx, system, user)
+	if err == nil {
+		return out, nil
+	}
+	if r.Fallback == nil {
+		return "", fmt.Errorf("primary llm: %w", err)
+	}
+	out, err2 := r.Fallback.Complete(ctx, system, user)
+	if err2 != nil {
+		return "", fmt.Errorf("primary llm: %w; fallback llm: %v", err, err2)
+	}
+	return out, nil
+}

ingestion/internal/llm/router_test.go

@@ -0,0 +1,71 @@
+package llm
+
+import (
+	"context"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+	"time"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestRouter_PrimarySucceeds(t *testing.T) {
+	primary := mockServer(t, "from-primary")
+	defer primary.Close()
+	fallback := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		t.Error("fallback must not be called when primary succeeds")
+	}))
+	defer fallback.Close()
+
+	r := &Router{
+		Primary:  New(primary.URL, "", "m", time.Second),
+		Fallback: New(fallback.URL, "", "m", time.Second),
+	}
+	out, err := r.Complete(context.Background(), "sys", "user")
+	require.NoError(t, err)
+	assert.Equal(t, "from-primary", out)
+}
+
+func TestRouter_FallsBackOnPrimaryError(t *testing.T) {
+	primary := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		http.Error(w, "unavailable", http.StatusServiceUnavailable)
+	}))
+	defer primary.Close()
+	fallback := mockServer(t, "from-fallback")
+	defer fallback.Close()
+
+	r := &Router{
+		Primary:  New(primary.URL, "", "m", time.Second),
+		Fallback: New(fallback.URL, "", "m", time.Second),
+	}
+	out, err := r.Complete(context.Background(), "sys", "user")
+	require.NoError(t, err)
+	assert.Equal(t, "from-fallback", out)
+}
+
+func TestRouter_BothFail(t *testing.T) {
+	fail := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		http.Error(w, "err", http.StatusBadGateway)
+	}))
+	defer fail.Close()
+
+	r := &Router{
+		Primary:  New(fail.URL, "", "m", time.Second),
+		Fallback: New(fail.URL, "", "m", time.Second),
+	}
+	_, err := r.Complete(context.Background(), "sys", "user")
+	assert.Error(t, err)
+}
+
+func TestRouter_NilFallback(t *testing.T) {
+	fail := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		http.Error(w, "err", http.StatusBadGateway)
+	}))
+	defer fail.Close()
+
+	r := &Router{Primary: New(fail.URL, "", "m", time.Second)}
+	_, err := r.Complete(context.Background(), "sys", "user")
+	assert.Error(t, err)
+}

ingestion/internal/mcp/auth.go

@@ -0,0 +1,65 @@
+package mcp
+
+import (
+	"crypto/subtle"
+	"net/http"
+	"strings"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/auth"
+)
+
+// BearerAuth gates an HTTP handler behind dual-mode authentication.
+//
+// Auth precedence:
+//
+//  1. Static Bearer match (constant-time compare against staticToken).
+//     Wins immediately and never emits a WWW-Authenticate header. This is
+//     the path used by internal Tailscale/LAN CLI callers that supply
+//     `Authorization: Bearer $BRAIN_MCP_TOKEN` via `.mcp.json`. Returning
+//     200 without a WWW-Authenticate prevents the MCP client from
+//     speculatively flipping into OAuth-discovery mode.
+//  2. Dex JWT validation (when validator is non-nil). Used by claude.ai
+//     custom MCP connectors that finished the OAuth handshake.
+//  3. Otherwise 401. When resourceMetadataURL is non-empty, a
+//     `WWW-Authenticate: Bearer resource_metadata="…"` header is emitted
+//     per RFC 9728 §6.2 so claude.ai's OAuth discovery flow can find the
+//     server's protected-resource metadata document.
+//
+// The order matters: a valid static Bearer must short-circuit BEFORE any
+// JWT path runs, because a non-empty WWW-Authenticate emitted on the
+// fall-through 401 confuses static-Bearer-only clients into discarding
+// their header and starting an OAuth handshake instead.
+func BearerAuth(staticToken string, validator *auth.Validator, resourceMetadataURL string, next http.Handler) http.Handler {
+	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		rawToken, ok := strings.CutPrefix(r.Header.Get("Authorization"), "Bearer ")
+		if !ok {
+			unauthorized(w, resourceMetadataURL)
+			return
+		}
+
+		// 1. Static Bearer wins first — never emits a challenge.
+		if staticToken != "" && subtle.ConstantTimeCompare([]byte(rawToken), []byte(staticToken)) == 1 {
+			next.ServeHTTP(w, r)
+			return
+		}
+
+		// 2. Then Dex JWT, if configured.
+		if validator != nil {
+			if _, err := validator.Validate(r.Context(), rawToken); err == nil {
+				next.ServeHTTP(w, r)
+				return
+			}
+		}
+
+		// 3. Reject with an OAuth resource-metadata challenge if configured.
+		unauthorized(w, resourceMetadataURL)
+	})
+}
+
+func unauthorized(w http.ResponseWriter, resourceMetadataURL string) {
+	if resourceMetadataURL != "" {
+		w.Header().Set("WWW-Authenticate",
+			`Bearer realm="brain", resource_metadata="`+resourceMetadataURL+`"`)
+	}
+	http.Error(w, "unauthorized", http.StatusUnauthorized)
+}

ingestion/internal/mcp/auth_test.go

@@ -0,0 +1,202 @@
+package mcp_test
+
+import (
+	"context"
+	"crypto/rand"
+	"crypto/rsa"
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+	"time"
+
+	"github.com/lestrrat-go/jwx/v2/jwa"
+	"github.com/lestrrat-go/jwx/v2/jwk"
+	"github.com/lestrrat-go/jwx/v2/jwt"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/auth"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/mcp"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+const testResourceMetadataURL = "https://brain-mcp.d-ma.be/.well-known/oauth-protected-resource"
+
+func okHandler() http.Handler {
+	return http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		w.WriteHeader(http.StatusOK)
+	})
+}
+
+func TestBearerAuth_MissingHeader(t *testing.T) {
+	handler := mcp.BearerAuth("secret", nil, "", okHandler())
+	req := httptest.NewRequest(http.MethodPost, "/mcp", nil)
+	rr := httptest.NewRecorder()
+	handler.ServeHTTP(rr, req)
+	assert.Equal(t, http.StatusUnauthorized, rr.Code)
+}
+
+func TestBearerAuth_WrongToken(t *testing.T) {
+	handler := mcp.BearerAuth("secret", nil, "", okHandler())
+	req := httptest.NewRequest(http.MethodPost, "/mcp", nil)
+	req.Header.Set("Authorization", "Bearer wrong")
+	rr := httptest.NewRecorder()
+	handler.ServeHTTP(rr, req)
+	assert.Equal(t, http.StatusUnauthorized, rr.Code)
+}
+
+func TestBearerAuth_CorrectToken(t *testing.T) {
+	called := false
+	handler := mcp.BearerAuth("secret", nil, "", http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		called = true
+		w.WriteHeader(http.StatusOK)
+	}))
+	req := httptest.NewRequest(http.MethodPost, "/mcp", nil)
+	req.Header.Set("Authorization", "Bearer secret")
+	rr := httptest.NewRecorder()
+	handler.ServeHTTP(rr, req)
+	assert.Equal(t, http.StatusOK, rr.Code)
+	assert.True(t, called)
+}
+
+func TestBearerAuth_EmptyConfiguredToken(t *testing.T) {
+	handler := mcp.BearerAuth("", nil, "", okHandler())
+	req := httptest.NewRequest(http.MethodPost, "/mcp", nil)
+	rr := httptest.NewRecorder()
+	handler.ServeHTTP(rr, req)
+	assert.Equal(t, http.StatusUnauthorized, rr.Code)
+}
+
+// Issue #9: a valid static Bearer must never emit a WWW-Authenticate header,
+// even when a resource-metadata URL is configured. The presence of that
+// header on a 200 response would flip MCP CLI clients into OAuth-discovery
+// mode and break static-Bearer auth from `.mcp.json` on Tailscale/LAN.
+func TestBearerAuth_ValidStaticBearer_NoWWWAuthenticate(t *testing.T) {
+	handler := mcp.BearerAuth("secret", nil, testResourceMetadataURL, okHandler())
+	req := httptest.NewRequest(http.MethodPost, "/mcp", nil)
+	req.Header.Set("Authorization", "Bearer secret")
+	rr := httptest.NewRecorder()
+	handler.ServeHTTP(rr, req)
+	assert.Equal(t, http.StatusOK, rr.Code)
+	assert.Empty(t, rr.Header().Get("WWW-Authenticate"), "static-Bearer 200 must not advertise OAuth")
+}
+
+// Issue #9: a 401 with resource-metadata configured must emit a
+// WWW-Authenticate header so claude.ai discovers the protected-resource
+// metadata document and continues the OAuth dance.
+func TestBearerAuth_Unauthorized_EmitsResourceMetadataChallenge(t *testing.T) {
+	handler := mcp.BearerAuth("secret", nil, testResourceMetadataURL, okHandler())
+	req := httptest.NewRequest(http.MethodPost, "/mcp", nil)
+	rr := httptest.NewRecorder()
+	handler.ServeHTTP(rr, req)
+	assert.Equal(t, http.StatusUnauthorized, rr.Code)
+	got := rr.Header().Get("WWW-Authenticate")
+	assert.Contains(t, got, `Bearer realm="brain"`)
+	assert.Contains(t, got, `resource_metadata="`+testResourceMetadataURL+`"`)
+}
+
+// Static-Bearer-only deployment: no resource-metadata URL, no challenge
+// header on 401 — matches pre-#9 behaviour for tests without Dex wired.
+func TestBearerAuth_Unauthorized_NoChallengeWhenResourceUnset(t *testing.T) {
+	handler := mcp.BearerAuth("secret", nil, "", okHandler())
+	req := httptest.NewRequest(http.MethodPost, "/mcp", nil)
+	rr := httptest.NewRecorder()
+	handler.ServeHTTP(rr, req)
+	assert.Equal(t, http.StatusUnauthorized, rr.Code)
+	assert.Empty(t, rr.Header().Get("WWW-Authenticate"))
+}
+
+// JWT auth tests
+
+func buildOIDCServer(t *testing.T) (*httptest.Server, jwk.Key) {
+	t.Helper()
+	raw, err := rsa.GenerateKey(rand.Reader, 2048)
+	require.NoError(t, err)
+	priv, err := jwk.FromRaw(raw)
+	require.NoError(t, err)
+	require.NoError(t, priv.Set(jwk.KeyIDKey, "k1"))
+	require.NoError(t, priv.Set(jwk.AlgorithmKey, jwa.RS256))
+	pub, err := jwk.PublicKeyOf(priv)
+	require.NoError(t, err)
+
+	set := jwk.NewSet()
+	require.NoError(t, set.AddKey(pub))
+	jwksBytes, err := json.Marshal(set)
+	require.NoError(t, err)
+
+	muxSrv := http.NewServeMux()
+	var srv *httptest.Server
+	muxSrv.HandleFunc("/.well-known/openid-configuration", func(w http.ResponseWriter, _ *http.Request) {
+		_ = json.NewEncoder(w).Encode(map[string]string{
+			"issuer":   srv.URL,
+			"jwks_uri": srv.URL + "/jwks",
+		})
+	})
+	muxSrv.HandleFunc("/jwks", func(w http.ResponseWriter, _ *http.Request) {
+		_, _ = w.Write(jwksBytes)
+	})
+	srv = httptest.NewServer(muxSrv)
+	t.Cleanup(srv.Close)
+	return srv, priv
+}
+
+func signJWT(t *testing.T, priv jwk.Key, issuer, audience string, exp time.Time) string {
+	t.Helper()
+	tok, err := jwt.NewBuilder().
+		Issuer(issuer).Audience([]string{audience}).
+		Subject("s").Expiration(exp).
+		Build()
+	require.NoError(t, err)
+	signed, err := jwt.Sign(tok, jwt.WithKey(jwa.RS256, priv))
+	require.NoError(t, err)
+	return string(signed)
+}
+
+func TestBearerAuth_ValidJWT(t *testing.T) {
+	oidcSrv, priv := buildOIDCServer(t)
+	v, err := auth.NewValidator(oidcSrv.URL, "brain")
+	require.NoError(t, err)
+
+	called := false
+	handler := mcp.BearerAuth("static-secret", v, "", http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		called = true
+		w.WriteHeader(http.StatusOK)
+	}))
+
+	token := signJWT(t, priv, oidcSrv.URL, "brain", time.Now().Add(time.Hour))
+	req := httptest.NewRequest(http.MethodPost, "/mcp", nil)
+	req.Header.Set("Authorization", "Bearer "+token)
+	rr := httptest.NewRecorder()
+	handler.ServeHTTP(rr, req)
+	assert.Equal(t, http.StatusOK, rr.Code)
+	assert.True(t, called)
+}
+
+func TestBearerAuth_InvalidJWT_FallsBackToStaticToken(t *testing.T) {
+	oidcSrv, _ := buildOIDCServer(t)
+	v, err := auth.NewValidator(oidcSrv.URL, "brain")
+	require.NoError(t, err)
+
+	handler := mcp.BearerAuth("static-secret", v, "", okHandler())
+	req := httptest.NewRequest(http.MethodPost, "/mcp", nil)
+	req.Header.Set("Authorization", "Bearer static-secret")
+	rr := httptest.NewRecorder()
+	handler.ServeHTTP(rr, req)
+	assert.Equal(t, http.StatusOK, rr.Code)
+}
+
+func TestBearerAuth_InvalidJWT_WrongStaticToken(t *testing.T) {
+	oidcSrv, priv := buildOIDCServer(t)
+	v, err := auth.NewValidator(oidcSrv.URL, "brain")
+	require.NoError(t, err)
+
+	handler := mcp.BearerAuth("static-secret", v, "", okHandler())
+	// Expired JWT — JWT fails, static token doesn't match either
+	token := signJWT(t, priv, oidcSrv.URL, "brain", time.Now().Add(-time.Hour))
+	req := httptest.NewRequest(http.MethodPost, "/mcp", nil)
+	req.Header.Set("Authorization", "Bearer "+token)
+
+	_ = context.Background() // satisfies import
+	rr := httptest.NewRecorder()
+	handler.ServeHTTP(rr, req)
+	assert.Equal(t, http.StatusUnauthorized, rr.Code)
+}

ingestion/internal/mcp/handlers.go

@@ -4,11 +4,13 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
+	"log/slog"
 	"path/filepath"
 	"strings"
 	"time"
 
 	"github.com/mathiasbq/hyperguild/ingestion/internal/api"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/brain"
 	"github.com/mathiasbq/hyperguild/ingestion/internal/extract"
 	"github.com/mathiasbq/hyperguild/ingestion/internal/pipeline"
 	"github.com/mathiasbq/hyperguild/ingestion/internal/search"
@@ -24,6 +26,10 @@ func (s *Server) tools() []map[string]any {
 	int_ := func(desc string) map[string]any {
 		return map[string]any{"type": "integer", "description": desc}
 	}
+	enum := func(desc string, vals ...string) map[string]any {
+		return map[string]any{"type": "string", "description": desc, "enum": vals}
+	}
+	halls := []string{"facts", "decisions", "failures", "hypotheses", "sources"}
 	schema := func(required []string, props map[string]any) json.RawMessage {
 		b, _ := json.Marshal(map[string]any{
 			"type": "object", "required": required, "properties": props,
@@ -34,20 +40,39 @@ func (s *Server) tools() []map[string]any {
 	return []map[string]any{
 		{
 			"name":        "brain_query",
-			"description": "BM25 full-text search across brain/knowledge/ and brain/wiki/ markdown files.",
+			"description": "BM25 full-text search across brain/knowledge/ and brain/wiki/ markdown files. Optionally scope by wing (topic domain) and hall (memory type).",
 			"inputSchema": schema([]string{"query"}, map[string]any{
 				"query": str("search terms"),
 				"limit": int_("max results, default 5"),
+				"wing":  str("optional wing to scope to, e.g. jepa-fx"),
+				"hall":  enum("optional hall to scope to (requires wing)", halls...),
 			}),
 		},
 		{
 			"name":        "brain_write",
-			"description": "Write a raw knowledge note to brain/knowledge/.",
+			"description": "Write a markdown note to the brain. With wing+hall set, routes to brain/wiki/<wing>/<hall>/ with wing/hall/created_at frontmatter; otherwise writes to brain/knowledge/ (legacy).",
 			"inputSchema": schema([]string{"content"}, map[string]any{
 				"content":  str("markdown content"),
-				"filename": str("optional filename"),
-				"type":     str("optional frontmatter type"),
-				"domain":   str("optional frontmatter domain"),
+				"filename": str("optional filename or slug"),
+				"type":     str("optional frontmatter type (legacy)"),
+				"domain":   str("optional frontmatter domain (legacy)"),
+				"wing":     str("optional topic domain, e.g. jepa-fx"),
+				"hall":     enum("optional memory type (requires wing)", halls...),
+			}),
+		},
+		{
+			"name":        "brain_tunnel",
+			"description": "Create an explicit bidirectional [[wikilink]] between two notes in different wings. Idempotent.",
+			"inputSchema": schema([]string{"source", "target"}, map[string]any{
+				"source": str("path of source note relative to brain dir, e.g. wiki/jepa-fx/decisions/val-vol.md"),
+				"target": str("path of target note (must be in a different wing)"),
+			}),
+		},
+		{
+			"name":        "brain_index",
+			"description": "Regenerate _index.md (Map of Content) for one or all wings under brain/wiki/. Auto-called after brain_write with wing+hall.",
+			"inputSchema": schema([]string{}, map[string]any{
+				"wing": str("optional wing to index; if absent, rebuilds every wing"),
 			}),
 		},
 		{
@@ -69,6 +94,20 @@ func (s *Server) tools() []map[string]any {
 				"dry_run": map[string]any{"type": "boolean"},
 			}),
 		},
+		{
+			"name":        "brain_answer",
+			"description": "Retrieve relevant brain content via BM25 and synthesize a coherent answer using an LLM.",
+			"inputSchema": schema([]string{"query"}, map[string]any{
+				"query": str("question to answer"),
+			}),
+		},
+		{
+			"name":        "brain_classify",
+			"description": "Classify raw text into doc type, title, and tags using an LLM.",
+			"inputSchema": schema([]string{"text"}, map[string]any{
+				"text": str("raw document text to classify (first 3000 chars used)"),
+			}),
+		},
 		{
 			"name":        "session_log",
 			"description": "Append a structured entry to brain/sessions/<session_id>.jsonl.",
@@ -90,6 +129,8 @@ func (s *Server) tools() []map[string]any {
 type brainQueryArgs struct {
 	Query string `json:"query"`
 	Limit int    `json:"limit,omitempty"`
+	Wing  string `json:"wing,omitempty"`
+	Hall  string `json:"hall,omitempty"`
 }
 
 func (s *Server) brainQuery(ctx context.Context, args json.RawMessage) (json.RawMessage, error) {
@@ -103,7 +144,14 @@ func (s *Server) brainQuery(ctx context.Context, args json.RawMessage) (json.Raw
 	if a.Limit == 0 {
 		a.Limit = 5
 	}
-	results, err := search.Query(s.brainDir, a.Query, a.Limit)
+	results, err := search.QueryContext(ctx, s.brainDir, search.QueryOptions{
+		Query:    a.Query,
+		Limit:    a.Limit,
+		Wing:     a.Wing,
+		Hall:     a.Hall,
+		Vector:   s.vector,
+		Embedder: s.embedder,
+	})
 	if err != nil {
 		return nil, fmt.Errorf("search: %w", err)
 	}
@@ -115,6 +163,8 @@ type brainWriteArgs struct {
 	Filename string `json:"filename,omitempty"`
 	Type     string `json:"type,omitempty"`
 	Domain   string `json:"domain,omitempty"`
+	Wing     string `json:"wing,omitempty"`
+	Hall     string `json:"hall,omitempty"`
 }
 
 func (s *Server) brainWrite(ctx context.Context, args json.RawMessage) (json.RawMessage, error) {
@@ -122,13 +172,73 @@ func (s *Server) brainWrite(ctx context.Context, args json.RawMessage) (json.Raw
 	if err := json.Unmarshal(args, &a); err != nil {
 		return nil, fmt.Errorf("parse args: %w", err)
 	}
-	relPath, err := api.WriteNote(s.brainDir, a.Content, a.Filename, a.Type, a.Domain)
+	relPath, err := api.WriteNote(s.brainDir, api.WriteNoteOptions{
+		Content:  a.Content,
+		Filename: a.Filename,
+		Type:     a.Type,
+		Domain:   a.Domain,
+		Wing:     a.Wing,
+		Hall:     a.Hall,
+	})
 	if err != nil {
 		return nil, err
 	}
+	// Auto-regenerate the wing _index.md when the write landed in the
+	// structured wiki, and auto-tunnel cross-wing matches. Both are
+	// best-effort: the note is already written.
+	if a.Wing != "" && a.Hall != "" {
+		if err := brain.BuildWingIndex(s.brainDir, a.Wing); err != nil {
+			slog.Warn("brain_write: auto-index failed", "wing", a.Wing, "err", err)
+		}
+		if err := brain.AutoTunnel(s.brainDir, relPath, a.Content); err != nil {
+			slog.Warn("brain_write: auto-tunnel failed", "src", relPath, "err", err)
+		}
+	}
 	return json.Marshal(map[string]string{"path": relPath})
 }
 
+type brainTunnelArgs struct {
+	Source string `json:"source"`
+	Target string `json:"target"`
+}
+
+func (s *Server) brainTunnel(ctx context.Context, args json.RawMessage) (json.RawMessage, error) {
+	var a brainTunnelArgs
+	if err := json.Unmarshal(args, &a); err != nil {
+		return nil, fmt.Errorf("parse args: %w", err)
+	}
+	if a.Source == "" || a.Target == "" {
+		return nil, fmt.Errorf("source and target are required")
+	}
+	if err := brain.WriteTunnel(s.brainDir, a.Source, a.Target); err != nil {
+		return nil, fmt.Errorf("tunnel: %w", err)
+	}
+	return json.Marshal(map[string]string{"status": "ok"})
+}
+
+type brainIndexArgs struct {
+	Wing string `json:"wing,omitempty"`
+}
+
+func (s *Server) brainIndex(ctx context.Context, args json.RawMessage) (json.RawMessage, error) {
+	var a brainIndexArgs
+	if len(args) > 0 {
+		if err := json.Unmarshal(args, &a); err != nil {
+			return nil, fmt.Errorf("parse args: %w", err)
+		}
+	}
+	if a.Wing == "" {
+		if err := brain.BuildAllWingIndexes(s.brainDir); err != nil {
+			return nil, fmt.Errorf("index: %w", err)
+		}
+		return json.Marshal(map[string]any{"status": "ok", "scope": "all"})
+	}
+	if err := brain.BuildWingIndex(s.brainDir, a.Wing); err != nil {
+		return nil, fmt.Errorf("index: %w", err)
+	}
+	return json.Marshal(map[string]any{"status": "ok", "scope": a.Wing})
+}
+
 type brainIngestRawArgs struct {
 	Source string             `json:"source"`
 	Pages  []pipeline.RawPage `json:"pages"`

ingestion/internal/mcp/handlers_test.go

@@ -40,7 +40,7 @@ func TestBrainQueryReturnsResults(t *testing.T) {
 		0o644,
 	))
 
-	srv := mcp.NewServer(brainDir, nil, nil)
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
 	resp := toolCall(t, srv, "brain_query", map[string]any{"query": "tdd"})
 
 	require.Nil(t, resp["error"])
@@ -53,7 +53,7 @@ func TestBrainQueryReturnsResults(t *testing.T) {
 
 func TestBrainWriteCreatesFile(t *testing.T) {
 	brainDir := t.TempDir()
-	srv := mcp.NewServer(brainDir, nil, nil)
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
 
 	resp := toolCall(t, srv, "brain_write", map[string]any{
 		"content":  "# Test\n\nbody",
@@ -70,9 +70,147 @@ func TestBrainWriteCreatesFile(t *testing.T) {
 	assert.Contains(t, string(got), "# Test")
 }
 
+func TestBrainWriteWingHallRoutesToWiki(t *testing.T) {
+	brainDir := t.TempDir()
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
+
+	resp := toolCall(t, srv, "brain_write", map[string]any{
+		"content":  "# Val Vol\n\nbody",
+		"filename": "val-vol-r2",
+		"wing":     "jepa-fx",
+		"hall":     "decisions",
+	})
+	require.Nil(t, resp["error"])
+
+	got, err := os.ReadFile(filepath.Join(brainDir, "wiki", "jepa-fx", "decisions", "val-vol-r2.md"))
+	require.NoError(t, err)
+	assert.Contains(t, string(got), "wing: jepa-fx")
+	assert.Contains(t, string(got), "hall: decisions")
+	assert.Contains(t, string(got), "created_at:")
+	assert.Contains(t, string(got), "# Val Vol")
+}
+
+func TestBrainWriteRejectsInvalidHall(t *testing.T) {
+	brainDir := t.TempDir()
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
+	resp := toolCall(t, srv, "brain_write", map[string]any{
+		"content": "x",
+		"wing":    "jepa-fx",
+		"hall":    "garbage",
+	})
+	require.NotNil(t, resp["error"])
+}
+
+func TestBrainQueryWingScope(t *testing.T) {
+	brainDir := t.TempDir()
+	for _, p := range []struct{ rel, body string }{
+		{"wiki/jepa-fx/facts/x.md", "---\nwing: jepa-fx\nhall: facts\n---\nfoo keyword.\n"},
+		{"wiki/other/facts/y.md", "---\nwing: other\nhall: facts\n---\nfoo keyword.\n"},
+	} {
+		full := filepath.Join(brainDir, p.rel)
+		require.NoError(t, os.MkdirAll(filepath.Dir(full), 0o755))
+		require.NoError(t, os.WriteFile(full, []byte(p.body), 0o644))
+	}
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
+	resp := toolCall(t, srv, "brain_query", map[string]any{
+		"query": "foo",
+		"wing":  "jepa-fx",
+	})
+	require.Nil(t, resp["error"])
+	text := resp["result"].(map[string]any)["content"].([]any)[0].(map[string]any)["text"].(string)
+	assert.Contains(t, text, "wiki/jepa-fx/facts/x.md")
+	assert.NotContains(t, text, "wiki/other/facts/y.md")
+}
+
+func TestBrainWriteAutoTunnelsOnExactMatch(t *testing.T) {
+	brainDir := t.TempDir()
+	// Seed a pre-existing note in wing "other".
+	existing := filepath.Join(brainDir, "wiki/other/facts/widget.md")
+	require.NoError(t, os.MkdirAll(filepath.Dir(existing), 0o755))
+	require.NoError(t, os.WriteFile(existing,
+		[]byte("---\nwing: other\nhall: facts\ntitle: Widget\n---\nbody.\n"), 0o644))
+
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
+
+	// Write a new note in a *different* wing whose content references "Widget".
+	resp := toolCall(t, srv, "brain_write", map[string]any{
+		"content":  "# Notes\n\nThis note discusses the Widget concept.\n",
+		"filename": "notes",
+		"wing":     "jepa-fx",
+		"hall":     "facts",
+	})
+	require.Nil(t, resp["error"])
+
+	newNote := filepath.Join(brainDir, "wiki/jepa-fx/facts/notes.md")
+	got, err := os.ReadFile(newNote)
+	require.NoError(t, err)
+	assert.Contains(t, string(got), "[[other/facts/widget]]", "new note should link to existing")
+
+	gotTgt, err := os.ReadFile(existing)
+	require.NoError(t, err)
+	assert.Contains(t, string(gotTgt), "[[jepa-fx/facts/notes]]", "existing note should backlink")
+}
+
+func TestBrainWriteAutoTunnelSkipsSameWing(t *testing.T) {
+	brainDir := t.TempDir()
+	existing := filepath.Join(brainDir, "wiki/jepa-fx/facts/widget.md")
+	require.NoError(t, os.MkdirAll(filepath.Dir(existing), 0o755))
+	require.NoError(t, os.WriteFile(existing,
+		[]byte("---\nwing: jepa-fx\nhall: facts\ntitle: Widget\n---\nbody.\n"), 0o644))
+
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
+	resp := toolCall(t, srv, "brain_write", map[string]any{
+		"content":  "Same wing reference to Widget here.\n",
+		"filename": "notes",
+		"wing":     "jepa-fx",
+		"hall":     "facts",
+	})
+	require.Nil(t, resp["error"])
+
+	newNote := filepath.Join(brainDir, "wiki/jepa-fx/facts/notes.md")
+	got, err := os.ReadFile(newNote)
+	require.NoError(t, err)
+	assert.NotContains(t, string(got), "[[jepa-fx/facts/widget]]", "same-wing match must not auto-tunnel")
+}
+
+func TestBrainTunnelLinksTwoNotes(t *testing.T) {
+	brainDir := t.TempDir()
+	for _, p := range []struct{ rel, body string }{
+		{"wiki/jepa-fx/decisions/val-vol.md", "---\nwing: jepa-fx\nhall: decisions\n---\n# Val Vol\n"},
+		{"wiki/hyperguild/decisions/routing.md", "---\nwing: hyperguild\nhall: decisions\n---\n# Routing\n"},
+	} {
+		full := filepath.Join(brainDir, p.rel)
+		require.NoError(t, os.MkdirAll(filepath.Dir(full), 0o755))
+		require.NoError(t, os.WriteFile(full, []byte(p.body), 0o644))
+	}
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
+	resp := toolCall(t, srv, "brain_tunnel", map[string]any{
+		"source": "wiki/jepa-fx/decisions/val-vol.md",
+		"target": "wiki/hyperguild/decisions/routing.md",
+	})
+	require.Nil(t, resp["error"])
+
+	src, err := os.ReadFile(filepath.Join(brainDir, "wiki/jepa-fx/decisions/val-vol.md"))
+	require.NoError(t, err)
+	assert.Contains(t, string(src), "[[hyperguild/decisions/routing]]")
+	tgt, err := os.ReadFile(filepath.Join(brainDir, "wiki/hyperguild/decisions/routing.md"))
+	require.NoError(t, err)
+	assert.Contains(t, string(tgt), "[[jepa-fx/decisions/val-vol]]")
+}
+
+func TestBrainTunnelRejectsMissing(t *testing.T) {
+	brainDir := t.TempDir()
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
+	resp := toolCall(t, srv, "brain_tunnel", map[string]any{
+		"source": "wiki/a/facts/ghost.md",
+		"target": "wiki/b/facts/ghost.md",
+	})
+	require.NotNil(t, resp["error"])
+}
+
 func TestBrainWriteRejectsTraversal(t *testing.T) {
 	brainDir := t.TempDir()
-	srv := mcp.NewServer(brainDir, nil, nil)
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
 
 	resp := toolCall(t, srv, "brain_write", map[string]any{
 		"content":  "x",
@@ -83,7 +221,7 @@ func TestBrainWriteRejectsTraversal(t *testing.T) {
 
 func TestBrainWriteAcceptsDoubleDotInName(t *testing.T) {
 	brainDir := t.TempDir()
-	srv := mcp.NewServer(brainDir, nil, nil)
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
 
 	resp := toolCall(t, srv, "brain_write", map[string]any{
 		"content":  "x",
@@ -98,7 +236,7 @@ func TestBrainWriteAcceptsDoubleDotInName(t *testing.T) {
 func TestBrainIngestRawDryRun(t *testing.T) {
 	brainDir := t.TempDir()
 	require.NoError(t, os.MkdirAll(filepath.Join(brainDir, "wiki", "concepts"), 0o755))
-	srv := mcp.NewServer(brainDir, nil, nil)
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
 
 	resp := toolCall(t, srv, "brain_ingest_raw", map[string]any{
 		"source":  "test-source",
@@ -130,7 +268,7 @@ func TestBrainIngestRawDryRun(t *testing.T) {
 
 func TestBrainIngestRejectsBoth(t *testing.T) {
 	brainDir := t.TempDir()
-	srv := mcp.NewServer(brainDir, nil, nil)
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
 
 	resp := toolCall(t, srv, "brain_ingest", map[string]any{
 		"content": "x",
@@ -142,7 +280,7 @@ func TestBrainIngestRejectsBoth(t *testing.T) {
 
 func TestBrainIngestRequiresOne(t *testing.T) {
 	brainDir := t.TempDir()
-	srv := mcp.NewServer(brainDir, nil, nil)
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
 
 	resp := toolCall(t, srv, "brain_ingest", map[string]any{})
 	require.NotNil(t, resp["error"])
@@ -150,7 +288,7 @@ func TestBrainIngestRequiresOne(t *testing.T) {
 
 func TestBrainIngestRejectsContentWithoutSource(t *testing.T) {
 	brainDir := t.TempDir()
-	srv := mcp.NewServer(brainDir, nil, nil)
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
 
 	resp := toolCall(t, srv, "brain_ingest", map[string]any{
 		"content": "x",
@@ -160,7 +298,7 @@ func TestBrainIngestRejectsContentWithoutSource(t *testing.T) {
 
 func TestBrainIngestRequiresLLMConfigured(t *testing.T) {
 	brainDir := t.TempDir()
-	srv := mcp.NewServer(brainDir, nil, nil) // nil pipelineCfg → no LLM
+	srv := mcp.NewServer(brainDir, nil, nil, nil) // nil pipelineCfg → no LLM
 
 	resp := toolCall(t, srv, "brain_ingest", map[string]any{
 		"content": "some content",
@@ -173,7 +311,7 @@ func TestBrainIngestRequiresLLMConfigured(t *testing.T) {
 
 func TestSessionLogAppends(t *testing.T) {
 	brainDir := t.TempDir()
-	srv := mcp.NewServer(brainDir, nil, nil)
+	srv := mcp.NewServer(brainDir, nil, nil, nil)
 
 	resp := toolCall(t, srv, "session_log", map[string]any{
 		"session_id":   "session-x",
@@ -190,7 +328,7 @@ func TestSessionLogAppends(t *testing.T) {
 }
 
 func TestSessionLogRequiresSessionID(t *testing.T) {
-	srv := mcp.NewServer(t.TempDir(), nil, nil)
+	srv := mcp.NewServer(t.TempDir(), nil, nil, nil)
 	resp := toolCall(t, srv, "session_log", map[string]any{"skill": "tdd"})
 	require.NotNil(t, resp["error"])
 }

ingestion/internal/mcp/integration_test.go

@@ -14,7 +14,7 @@ import (
 )
 
 func TestMCPMountedHandler(t *testing.T) {
-	srv := mcp.NewServer(t.TempDir(), nil, nil)
+	srv := mcp.NewServer(t.TempDir(), nil, nil, nil)
 	mux := http.NewServeMux()
 	mux.Handle("POST /mcp", srv)
 

ingestion/internal/mcp/server.go

@@ -1,5 +1,6 @@
 // Package mcp implements an MCP HTTP handler for the ingestion service.
-// Exposed tools: brain_query, brain_write, brain_ingest, brain_ingest_raw, session_log.
+// Exposed tools: brain_query, brain_write, brain_index, brain_tunnel,
+// brain_ingest, brain_ingest_raw, brain_answer, brain_classify, session_log.
 package mcp
 
 import (
@@ -9,6 +10,8 @@ import (
 	"net/http"
 
 	"github.com/mathiasbq/hyperguild/ingestion/internal/pipeline"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/reranker"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/search"
 )
 
 type request struct {
@@ -35,19 +38,56 @@ type Server struct {
 	brainDir  string
 	pipeline  pipeline.Config
 	llm       pipeline.CompleteFunc
+	answerLLM pipeline.CompleteFunc // nil = brain_answer and brain_classify unavailable
+	reranker  *reranker.Client      // nil = no rerank, BM25 top-10 → LLM
+	vector    search.VectorSearcher // nil = BM25-only retrieval
+	embedder  search.Embedder       // nil = BM25-only retrieval
 }
 
 // NewServer constructs a Server bound to brainDir. pipelineCfg supplies the
 // LLM-backed pipeline; llm may be nil for non-LLM tools only.
-func NewServer(brainDir string, pipelineCfg *pipeline.Config, llm pipeline.CompleteFunc) *Server {
+// answerLLM drives brain_answer and brain_classify; nil disables those tools.
+func NewServer(brainDir string, pipelineCfg *pipeline.Config, llm pipeline.CompleteFunc, answerLLM pipeline.CompleteFunc) *Server {
 	cfg := pipeline.Config{}
 	if pipelineCfg != nil {
 		cfg = *pipelineCfg
 	}
-	return &Server{brainDir: brainDir, pipeline: cfg, llm: llm}
+	return &Server{brainDir: brainDir, pipeline: cfg, llm: llm, answerLLM: answerLLM}
+}
+
+// WithReranker installs an opt-in cross-encoder reranker. When set,
+// brain_answer retrieves a wider BM25 candidate set and prunes it to
+// the relevant ones before LLM synthesis. Returns the server for
+// fluent chaining.
+func (s *Server) WithReranker(r *reranker.Client) *Server {
+	s.reranker = r
+	return s
+}
+
+// WithHybridRetrieval wires the embedding store and embedder so
+// brain_query and brain_answer run BM25 + pgvector merged via RRF
+// instead of BM25 alone. Either nil disables hybrid mode.
+func (s *Server) WithHybridRetrieval(v search.VectorSearcher, e search.Embedder) *Server {
+	s.vector = v
+	s.embedder = e
+	return s
 }
 
 func (s *Server) ServeHTTP(w http.ResponseWriter, r *http.Request) {
+	// MCP streamable HTTP: GET establishes the SSE stream for server-to-client events.
+	if r.Method == http.MethodGet {
+		w.Header().Set("Content-Type", "text/event-stream")
+		w.Header().Set("Cache-Control", "no-cache")
+		w.Header().Set("Connection", "keep-alive")
+		w.Header().Set("X-Accel-Buffering", "no")
+		w.WriteHeader(http.StatusOK)
+		if f, ok := w.(http.Flusher); ok {
+			f.Flush()
+		}
+		<-r.Context().Done()
+		return
+	}
+
 	var req request
 	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
 		writeError(w, nil, -32700, "parse error")
@@ -120,12 +160,20 @@ func (s *Server) handleCall(ctx context.Context, name string, args json.RawMessa
 		return s.brainQuery(ctx, args)
 	case "brain_write":
 		return s.brainWrite(ctx, args)
+	case "brain_index":
+		return s.brainIndex(ctx, args)
+	case "brain_tunnel":
+		return s.brainTunnel(ctx, args)
 	case "brain_ingest_raw":
 		return s.brainIngestRaw(ctx, args)
 	case "brain_ingest":
 		return s.brainIngest(ctx, args)
 	case "session_log":
 		return s.sessionLog(ctx, args)
+	case "brain_answer":
+		return s.brainAnswer(ctx, args)
+	case "brain_classify":
+		return s.brainClassify(ctx, args)
 	default:
 		return nil, fmt.Errorf("unknown tool: %s", name)
 	}

ingestion/internal/mcp/server_test.go

@@ -21,7 +21,7 @@ func body(t *testing.T, v any) *bytes.Buffer {
 }
 
 func TestServerInitialize(t *testing.T) {
-	srv := mcp.NewServer(t.TempDir(), nil, nil)
+	srv := mcp.NewServer(t.TempDir(), nil, nil, nil)
 
 	req := httptest.NewRequest(http.MethodPost, "/mcp", body(t, map[string]any{
 		"jsonrpc": "2.0", "id": 1, "method": "initialize",
@@ -38,7 +38,7 @@ func TestServerInitialize(t *testing.T) {
 }
 
 func TestServerToolsList(t *testing.T) {
-	srv := mcp.NewServer(t.TempDir(), nil, nil)
+	srv := mcp.NewServer(t.TempDir(), nil, nil, nil)
 
 	req := httptest.NewRequest(http.MethodPost, "/mcp", body(t, map[string]any{
 		"jsonrpc": "2.0", "id": 2, "method": "tools/list",
@@ -55,12 +55,14 @@ func TestServerToolsList(t *testing.T) {
 		names = append(names, t.(map[string]any)["name"].(string))
 	}
 	assert.ElementsMatch(t, []string{
-		"brain_query", "brain_write", "brain_ingest_raw", "brain_ingest", "session_log",
+		"brain_query", "brain_write", "brain_index", "brain_tunnel",
+		"brain_ingest_raw", "brain_ingest",
+		"brain_answer", "brain_classify", "session_log",
 	}, names)
 }
 
 func TestServerNotificationGetsNoBody(t *testing.T) {
-	srv := mcp.NewServer(t.TempDir(), nil, nil)
+	srv := mcp.NewServer(t.TempDir(), nil, nil, nil)
 
 	req := httptest.NewRequest(http.MethodPost, "/mcp", body(t, map[string]any{
 		"jsonrpc": "2.0", "method": "notifications/initialized",
@@ -73,7 +75,7 @@ func TestServerNotificationGetsNoBody(t *testing.T) {
 }
 
 func TestServerUnknownMethodReturnsError(t *testing.T) {
-	srv := mcp.NewServer(t.TempDir(), nil, nil)
+	srv := mcp.NewServer(t.TempDir(), nil, nil, nil)
 
 	req := httptest.NewRequest(http.MethodPost, "/mcp", body(t, map[string]any{
 		"jsonrpc": "2.0", "id": 3, "method": "unknown/method",

ingestion/internal/mcp/tools_answer.go

@@ -0,0 +1,157 @@
+package mcp
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"strings"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/reranker"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/search"
+)
+
+// rerankResults scores each candidate's excerpt against the query and
+// returns up to top results whose score is positive, preserving the
+// caller's input order (BM25 rank) within the kept set. The reranker is
+// a filter: ties are broken by BM25, not by the reranker's binary score.
+func rerankResults(ctx context.Context, rr *reranker.Client, query string, results []search.Result, top int) ([]search.Result, error) {
+	docs := make([]string, len(results))
+	for i, r := range results {
+		docs[i] = r.Excerpt
+	}
+	scores, err := rr.Score(ctx, query, docs)
+	if err != nil {
+		return nil, err
+	}
+	kept := make([]search.Result, 0, top)
+	for i, r := range results {
+		if scores[i] > 0 {
+			kept = append(kept, r)
+		}
+		if len(kept) == top {
+			break
+		}
+	}
+	return kept, nil
+}
+
+const (
+	answerSystemPrompt = `You are a knowledge assistant. Answer the question using ONLY the provided sources.
+Cite source file paths inline when referencing specific content.
+If the context does not contain enough information to answer, say so clearly.`
+
+	classifySystemPrompt = `Classify the document. Respond with JSON only, no markdown fences.
+{"type":"...","title":"...","tags":["..."]}
+Valid types: spec, plan, decision, note, wiki, log, code, unknown.`
+)
+
+type brainAnswerArgs struct {
+	Query string `json:"query"`
+}
+
+func (s *Server) brainAnswer(ctx context.Context, args json.RawMessage) (json.RawMessage, error) {
+	if s.answerLLM == nil {
+		return nil, fmt.Errorf("answer LLM not configured: set BRAIN_LLM_PRIMARY_URL")
+	}
+	var a brainAnswerArgs
+	if err := json.Unmarshal(args, &a); err != nil {
+		return nil, fmt.Errorf("parse args: %w", err)
+	}
+	if a.Query == "" {
+		return nil, fmt.Errorf("query is required")
+	}
+
+	// With reranker disabled: BM25 top-10 straight to the LLM.
+	// With reranker enabled: BM25 top-20 → cross-encoder filter → top-5.
+	bm25Limit := 10
+	if s.reranker != nil {
+		bm25Limit = 20
+	}
+	results, err := search.QueryContext(ctx, s.brainDir, search.QueryOptions{
+		Query:    a.Query,
+		Limit:    bm25Limit,
+		Vector:   s.vector,
+		Embedder: s.embedder,
+	})
+	if err != nil {
+		return nil, fmt.Errorf("search: %w", err)
+	}
+	if s.reranker != nil && len(results) > 0 {
+		results, err = rerankResults(ctx, s.reranker, a.Query, results, 5)
+		if err != nil {
+			return nil, fmt.Errorf("rerank: %w", err)
+		}
+	}
+	if len(results) == 0 {
+		return json.Marshal(map[string]any{
+			"answer":  "No relevant content found in brain.",
+			"sources": []string{},
+		})
+	}
+
+	var sb strings.Builder
+	sources := make([]string, 0, len(results))
+	for _, r := range results {
+		fmt.Fprintf(&sb, "<source path=%q>\n%s\n</source>\n\n", r.Path, r.Excerpt)
+		sources = append(sources, r.Path)
+	}
+
+	answer, err := s.answerLLM(ctx, answerSystemPrompt, sb.String()+"Question: "+a.Query)
+	if err != nil {
+		return nil, fmt.Errorf("llm: %w", err)
+	}
+
+	return json.Marshal(map[string]any{
+		"answer":  answer,
+		"sources": sources,
+	})
+}
+
+type brainClassifyArgs struct {
+	Text string `json:"text"`
+}
+
+type classifyResult struct {
+	Type  string   `json:"type"`
+	Title string   `json:"title"`
+	Tags  []string `json:"tags"`
+}
+
+func (s *Server) brainClassify(ctx context.Context, args json.RawMessage) (json.RawMessage, error) {
+	if s.answerLLM == nil {
+		return nil, fmt.Errorf("answer LLM not configured: set BRAIN_LLM_PRIMARY_URL")
+	}
+	var a brainClassifyArgs
+	if err := json.Unmarshal(args, &a); err != nil {
+		return nil, fmt.Errorf("parse args: %w", err)
+	}
+	if a.Text == "" {
+		return nil, fmt.Errorf("text is required")
+	}
+
+	text := a.Text
+	if len(text) > 3000 {
+		text = text[:3000]
+	}
+
+	raw, err := s.answerLLM(ctx, classifySystemPrompt, text)
+	if err != nil {
+		return nil, fmt.Errorf("llm: %w", err)
+	}
+
+	// Strip markdown fences if model adds them despite the instruction.
+	raw = strings.TrimSpace(raw)
+	raw = strings.TrimPrefix(raw, "```json")
+	raw = strings.TrimPrefix(raw, "```")
+	raw = strings.TrimSuffix(raw, "```")
+	raw = strings.TrimSpace(raw)
+
+	var cr classifyResult
+	if err := json.Unmarshal([]byte(raw), &cr); err != nil {
+		return nil, fmt.Errorf("parse classify response %q: %w", raw, err)
+	}
+	if cr.Tags == nil {
+		cr.Tags = []string{}
+	}
+	return json.Marshal(cr)
+}

ingestion/internal/mcp/tools_answer_test.go

@@ -0,0 +1,155 @@
+package mcp_test
+
+import (
+	"context"
+	"encoding/json"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/mcp"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/pipeline"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/reranker"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func mockAnswerLLM(response string) pipeline.CompleteFunc {
+	return func(_ context.Context, _, _ string) (string, error) {
+		return response, nil
+	}
+}
+
+func brainDirWithContent(t *testing.T) string {
+	t.Helper()
+	dir := t.TempDir()
+	wikiDir := filepath.Join(dir, "wiki")
+	require.NoError(t, os.MkdirAll(wikiDir, 0o755))
+	require.NoError(t, os.WriteFile(filepath.Join(wikiDir, "test.md"), []byte(
+		"---\ntitle: Pass-rate Logging\ntype: spec\n---\n\nPass-rate logging tracks skill invocations.",
+	), 0o644))
+	return dir
+}
+
+func callTool(t *testing.T, ts *httptest.Server, name string, arguments map[string]any) map[string]any {
+	t.Helper()
+	req := map[string]any{
+		"jsonrpc": "2.0", "id": 1, "method": "tools/call",
+		"params": map[string]any{"name": name, "arguments": arguments},
+	}
+	resp, err := http.Post(ts.URL, "application/json", body(t, req))
+	require.NoError(t, err)
+	defer resp.Body.Close() //nolint:errcheck
+	var out map[string]any
+	require.NoError(t, json.NewDecoder(resp.Body).Decode(&out))
+	return out
+}
+
+func TestBrainAnswer_RerankerFiltersBeforeLLM(t *testing.T) {
+	brainDir := t.TempDir()
+	wikiDir := filepath.Join(brainDir, "wiki")
+	require.NoError(t, os.MkdirAll(wikiDir, 0o755))
+	// Two notes — both BM25-match the query, but only one is truly relevant.
+	require.NoError(t, os.WriteFile(filepath.Join(wikiDir, "good.md"), []byte(
+		"---\ntitle: Pass-rate Logging\n---\nPass-rate logging tracks skill invocations.",
+	), 0o644))
+	require.NoError(t, os.WriteFile(filepath.Join(wikiDir, "noise.md"), []byte(
+		"---\ntitle: Pass-rate Tangent\n---\nPass-rate appears here too but as a tangent.",
+	), 0o644))
+
+	// Fake Ollama reranker: yes only when prompt contains "tracks skill invocations".
+	rrSrv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		raw, _ := io.ReadAll(r.Body)
+		yes := strings.Contains(string(raw), "tracks skill invocations")
+		ans := "no"
+		if yes {
+			ans = "yes"
+		}
+		_ = json.NewEncoder(w).Encode(map[string]any{"response": ans, "done": true})
+	}))
+	defer rrSrv.Close()
+
+	// LLM mock captures the rendered sources so we can assert what reached it.
+	var sawSources string
+	llm := func(_ context.Context, _, user string) (string, error) {
+		sawSources = user
+		return "answer text", nil
+	}
+
+	srv := mcp.NewServer(brainDir, nil, nil, llm).
+		WithReranker(reranker.New(rrSrv.URL, "qwen3"))
+	ts := httptest.NewServer(srv)
+	defer ts.Close()
+
+	rpc := callTool(t, ts, "brain_answer", map[string]any{"query": "pass-rate logging"})
+	require.Nil(t, rpc["error"])
+
+	content := rpc["result"].(map[string]any)["content"].([]any)[0].(map[string]any)["text"].(string)
+	var result map[string]any
+	require.NoError(t, json.Unmarshal([]byte(content), &result))
+	sources := result["sources"].([]any)
+	require.Len(t, sources, 1, "reranker should drop noise.md")
+	assert.Equal(t, "wiki/good.md", sources[0])
+	assert.Contains(t, sawSources, "good.md")
+	assert.NotContains(t, sawSources, "noise.md")
+}
+
+func TestBrainAnswer_NoLLM(t *testing.T) {
+	srv := mcp.NewServer(t.TempDir(), nil, nil, nil)
+	ts := httptest.NewServer(srv)
+	defer ts.Close()
+
+	rpc := callTool(t, ts, "brain_answer", map[string]any{"query": "test"})
+	assert.NotNil(t, rpc["error"], "expected error when answerLLM is nil")
+}
+
+func TestBrainAnswer_Synthesizes(t *testing.T) {
+	brainDir := brainDirWithContent(t)
+	srv := mcp.NewServer(brainDir, nil, nil, mockAnswerLLM("Pass-rate logging is described in spec."))
+	ts := httptest.NewServer(srv)
+	defer ts.Close()
+
+	rpc := callTool(t, ts, "brain_answer", map[string]any{"query": "pass-rate logging"})
+	require.Nil(t, rpc["error"])
+
+	content := rpc["result"].(map[string]any)["content"].([]any)[0].(map[string]any)["text"].(string)
+	var result map[string]any
+	require.NoError(t, json.Unmarshal([]byte(content), &result))
+	assert.Equal(t, "Pass-rate logging is described in spec.", result["answer"])
+	assert.NotEmpty(t, result["sources"])
+}
+
+func TestBrainClassify_ReturnsJSON(t *testing.T) {
+	llmResp := `{"type":"spec","title":"My Spec","tags":["go","mcp"]}`
+	srv := mcp.NewServer(t.TempDir(), nil, nil, mockAnswerLLM(llmResp))
+	ts := httptest.NewServer(srv)
+	defer ts.Close()
+
+	rpc := callTool(t, ts, "brain_classify", map[string]any{"text": "# My Spec\n\nThis is a Go MCP spec."})
+	require.Nil(t, rpc["error"])
+
+	content := rpc["result"].(map[string]any)["content"].([]any)[0].(map[string]any)["text"].(string)
+	var result map[string]any
+	require.NoError(t, json.Unmarshal([]byte(content), &result))
+	assert.Equal(t, "spec", result["type"])
+	assert.Equal(t, "My Spec", result["title"])
+}
+
+func TestBrainClassify_StripsFences(t *testing.T) {
+	llmResp := "```json\n{\"type\":\"note\",\"title\":\"T\",\"tags\":[]}\n```"
+	srv := mcp.NewServer(t.TempDir(), nil, nil, mockAnswerLLM(llmResp))
+	ts := httptest.NewServer(srv)
+	defer ts.Close()
+
+	rpc := callTool(t, ts, "brain_classify", map[string]any{"text": "some text"})
+	require.Nil(t, rpc["error"])
+
+	content := rpc["result"].(map[string]any)["content"].([]any)[0].(map[string]any)["text"].(string)
+	var result map[string]any
+	require.NoError(t, json.Unmarshal([]byte(content), &result))
+	assert.Equal(t, "note", result["type"])
+}

ingestion/internal/oauth/metadata.go

@@ -0,0 +1,38 @@
+// Package oauth implements a minimal OAuth 2.0 client_credentials flow
+// for the brain MCP server. Designed for claude.ai's custom MCP integration
+// UI, which only supports OAuth (no static-Bearer field). The flow trades
+// a registered client_id + client_secret for the existing BRAIN_MCP_TOKEN —
+// no JWTs, no expiry, no refresh — so the rest of the auth middleware is
+// unchanged.
+package oauth
+
+import (
+	"encoding/json"
+	"net/http"
+	"strings"
+)
+
+// MetadataHandler serves RFC 8414 authorization-server metadata at
+// GET /.well-known/oauth-authorization-server. issuer must be the public
+// origin of the brain MCP (e.g. https://brain-mcp.d-ma.be); the handler
+// derives the token endpoint from it.
+//
+// Mount with no auth — discovery must be reachable to anonymous callers.
+func MetadataHandler(issuer string) http.HandlerFunc {
+	issuer = strings.TrimRight(issuer, "/")
+	body, _ := json.Marshal(struct {
+		Issuer                string   `json:"issuer"`
+		TokenEndpoint         string   `json:"token_endpoint"`
+		GrantTypes            []string `json:"grant_types_supported"`
+		TokenEndpointAuthMeth []string `json:"token_endpoint_auth_methods_supported"`
+	}{
+		Issuer:                issuer,
+		TokenEndpoint:         issuer + "/oauth/token",
+		GrantTypes:            []string{"client_credentials"},
+		TokenEndpointAuthMeth: []string{"client_secret_post", "client_secret_basic"},
+	})
+	return func(w http.ResponseWriter, _ *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		_, _ = w.Write(body)
+	}
+}

ingestion/internal/oauth/metadata_test.go

@@ -0,0 +1,41 @@
+package oauth_test
+
+import (
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/oauth"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestMetadataHandler_ReturnsJSON(t *testing.T) {
+	h := oauth.MetadataHandler("https://brain-mcp.d-ma.be")
+	req := httptest.NewRequest(http.MethodGet, "/.well-known/oauth-authorization-server", nil)
+	rr := httptest.NewRecorder()
+	h.ServeHTTP(rr, req)
+
+	assert.Equal(t, http.StatusOK, rr.Code)
+	assert.Equal(t, "application/json", rr.Header().Get("Content-Type"))
+
+	var body map[string]any
+	require.NoError(t, json.Unmarshal(rr.Body.Bytes(), &body))
+	assert.Equal(t, "https://brain-mcp.d-ma.be", body["issuer"])
+	assert.Equal(t, "https://brain-mcp.d-ma.be/oauth/token", body["token_endpoint"])
+	assert.ElementsMatch(t, []any{"client_credentials"}, body["grant_types_supported"])
+	assert.ElementsMatch(t,
+		[]any{"client_secret_post", "client_secret_basic"},
+		body["token_endpoint_auth_methods_supported"])
+}
+
+func TestMetadataHandler_StripsTrailingSlashFromIssuer(t *testing.T) {
+	h := oauth.MetadataHandler("https://brain-mcp.d-ma.be/")
+	rr := httptest.NewRecorder()
+	h.ServeHTTP(rr, httptest.NewRequest(http.MethodGet, "/.well-known/oauth-authorization-server", nil))
+	var body map[string]any
+	require.NoError(t, json.Unmarshal(rr.Body.Bytes(), &body))
+	assert.Equal(t, "https://brain-mcp.d-ma.be", body["issuer"])
+	assert.Equal(t, "https://brain-mcp.d-ma.be/oauth/token", body["token_endpoint"])
+}

ingestion/internal/oauth/token.go

@@ -0,0 +1,87 @@
+package oauth
+
+import (
+	"crypto/subtle"
+	"encoding/json"
+	"net/http"
+)
+
+// TokenConfig is the static configuration for the token endpoint. All
+// three fields are required.
+type TokenConfig struct {
+	// ClientID and ClientSecret are the single accepted credentials.
+	// claude.ai's custom-MCP UI persists these on its side.
+	ClientID     string
+	ClientSecret string
+	// AccessToken is the bearer value handed back on a successful
+	// exchange. In this deployment it is BRAIN_MCP_TOKEN — the same
+	// static token the rest of the auth middleware already accepts —
+	// so no JWT machinery is needed downstream.
+	AccessToken string
+}
+
+// TokenHandler serves POST /oauth/token. Implements the
+// client_credentials grant only, with client_secret_post and
+// client_secret_basic auth methods (both advertised by MetadataHandler).
+// Errors follow RFC 6749 §5.2 — JSON body with an "error" field.
+//
+// Mount with no auth — credentials live in the request body / header.
+func TokenHandler(cfg TokenConfig) http.HandlerFunc {
+	return func(w http.ResponseWriter, r *http.Request) {
+		if r.Method != http.MethodPost {
+			w.Header().Set("Allow", http.MethodPost)
+			writeOAuthError(w, http.StatusMethodNotAllowed, "invalid_request", "POST required")
+			return
+		}
+		if err := r.ParseForm(); err != nil {
+			writeOAuthError(w, http.StatusBadRequest, "invalid_request", "form parse")
+			return
+		}
+		if r.PostForm.Get("grant_type") != "client_credentials" {
+			writeOAuthError(w, http.StatusBadRequest, "unsupported_grant_type",
+				"only client_credentials is supported")
+			return
+		}
+
+		clientID, clientSecret := extractClientCreds(r)
+		if !constantTimeEqual(clientID, cfg.ClientID) ||
+			!constantTimeEqual(clientSecret, cfg.ClientSecret) {
+			writeOAuthError(w, http.StatusUnauthorized, "invalid_client", "bad credentials")
+			return
+		}
+
+		w.Header().Set("Content-Type", "application/json")
+		w.Header().Set("Cache-Control", "no-store")
+		_ = json.NewEncoder(w).Encode(struct {
+			AccessToken string `json:"access_token"`
+			TokenType   string `json:"token_type"`
+		}{cfg.AccessToken, "bearer"})
+	}
+}
+
+// extractClientCreds returns the client_id and client_secret pair from
+// either client_secret_basic (HTTP Basic) or client_secret_post (form
+// fields). When both are present, Basic wins per RFC 6749 §2.3.1.
+func extractClientCreds(r *http.Request) (string, string) {
+	if id, secret, ok := r.BasicAuth(); ok {
+		return id, secret
+	}
+	return r.PostForm.Get("client_id"), r.PostForm.Get("client_secret")
+}
+
+func constantTimeEqual(a, b string) bool {
+	if a == "" || b == "" {
+		return false
+	}
+	return subtle.ConstantTimeCompare([]byte(a), []byte(b)) == 1
+}
+
+func writeOAuthError(w http.ResponseWriter, status int, code, desc string) {
+	w.Header().Set("Content-Type", "application/json")
+	w.Header().Set("Cache-Control", "no-store")
+	w.WriteHeader(status)
+	_ = json.NewEncoder(w).Encode(struct {
+		Error            string `json:"error"`
+		ErrorDescription string `json:"error_description,omitempty"`
+	}{code, desc})
+}

ingestion/internal/oauth/token_test.go

@@ -0,0 +1,134 @@
+package oauth_test
+
+import (
+	"encoding/base64"
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"net/url"
+	"strings"
+	"testing"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/oauth"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func newTokenServer() *httptest.Server {
+	return httptest.NewServer(oauth.TokenHandler(oauth.TokenConfig{
+		ClientID:     "the-client",
+		ClientSecret: "the-secret",
+		AccessToken:  "BRAIN_TOKEN_VALUE",
+	}))
+}
+
+func postForm(t *testing.T, srv *httptest.Server, vals url.Values, basic [2]string) *http.Response {
+	t.Helper()
+	req, err := http.NewRequest(http.MethodPost, srv.URL+"/oauth/token", strings.NewReader(vals.Encode()))
+	require.NoError(t, err)
+	req.Header.Set("Content-Type", "application/x-www-form-urlencoded")
+	if basic[0] != "" {
+		req.SetBasicAuth(basic[0], basic[1])
+	}
+	resp, err := http.DefaultClient.Do(req)
+	require.NoError(t, err)
+	return resp
+}
+
+func TestTokenHandler_ClientSecretPost_Success(t *testing.T) {
+	srv := newTokenServer()
+	defer srv.Close()
+	resp := postForm(t, srv, url.Values{
+		"grant_type":    {"client_credentials"},
+		"client_id":     {"the-client"},
+		"client_secret": {"the-secret"},
+	}, [2]string{})
+	defer func() { _ = resp.Body.Close() }()
+	assert.Equal(t, http.StatusOK, resp.StatusCode)
+	assert.Equal(t, "application/json", resp.Header.Get("Content-Type"))
+
+	var body map[string]any
+	require.NoError(t, json.NewDecoder(resp.Body).Decode(&body))
+	assert.Equal(t, "BRAIN_TOKEN_VALUE", body["access_token"])
+	assert.Equal(t, "bearer", body["token_type"])
+}
+
+func TestTokenHandler_ClientSecretBasic_Success(t *testing.T) {
+	srv := newTokenServer()
+	defer srv.Close()
+	resp := postForm(t, srv,
+		url.Values{"grant_type": {"client_credentials"}},
+		[2]string{"the-client", "the-secret"},
+	)
+	defer func() { _ = resp.Body.Close() }()
+	assert.Equal(t, http.StatusOK, resp.StatusCode)
+}
+
+func TestTokenHandler_WrongSecret(t *testing.T) {
+	srv := newTokenServer()
+	defer srv.Close()
+	resp := postForm(t, srv, url.Values{
+		"grant_type":    {"client_credentials"},
+		"client_id":     {"the-client"},
+		"client_secret": {"wrong"},
+	}, [2]string{})
+	defer func() { _ = resp.Body.Close() }()
+	assert.Equal(t, http.StatusUnauthorized, resp.StatusCode)
+	var body map[string]any
+	require.NoError(t, json.NewDecoder(resp.Body).Decode(&body))
+	assert.Equal(t, "invalid_client", body["error"])
+}
+
+func TestTokenHandler_BadGrantType(t *testing.T) {
+	srv := newTokenServer()
+	defer srv.Close()
+	resp := postForm(t, srv, url.Values{
+		"grant_type":    {"password"},
+		"client_id":     {"the-client"},
+		"client_secret": {"the-secret"},
+	}, [2]string{})
+	defer func() { _ = resp.Body.Close() }()
+	assert.Equal(t, http.StatusBadRequest, resp.StatusCode)
+	var body map[string]any
+	require.NoError(t, json.NewDecoder(resp.Body).Decode(&body))
+	assert.Equal(t, "unsupported_grant_type", body["error"])
+}
+
+func TestTokenHandler_RejectsGet(t *testing.T) {
+	srv := newTokenServer()
+	defer srv.Close()
+	resp, err := http.Get(srv.URL + "/oauth/token")
+	require.NoError(t, err)
+	defer func() { _ = resp.Body.Close() }()
+	assert.Equal(t, http.StatusMethodNotAllowed, resp.StatusCode)
+}
+
+func TestTokenHandler_BasicMalformed_FallsThrough(t *testing.T) {
+	srv := newTokenServer()
+	defer srv.Close()
+	// Malformed (non-base64) Authorization header — handler should treat
+	// the request as missing creds, not crash.
+	req, _ := http.NewRequest(http.MethodPost, srv.URL+"/oauth/token",
+		strings.NewReader("grant_type=client_credentials"))
+	req.Header.Set("Content-Type", "application/x-www-form-urlencoded")
+	req.Header.Set("Authorization", "Basic ###not-base64###")
+	resp, err := http.DefaultClient.Do(req)
+	require.NoError(t, err)
+	defer func() { _ = resp.Body.Close() }()
+	assert.Equal(t, http.StatusUnauthorized, resp.StatusCode)
+}
+
+func TestTokenHandler_BasicNoColon(t *testing.T) {
+	srv := newTokenServer()
+	defer srv.Close()
+	// "client-only" base64 — missing the `:secret` half.
+	enc := base64.StdEncoding.EncodeToString([]byte("the-client"))
+	req, _ := http.NewRequest(http.MethodPost, srv.URL+"/oauth/token",
+		strings.NewReader("grant_type=client_credentials"))
+	req.Header.Set("Content-Type", "application/x-www-form-urlencoded")
+	req.Header.Set("Authorization", "Basic "+enc)
+	resp, err := http.DefaultClient.Do(req)
+	require.NoError(t, err)
+	defer func() { _ = resp.Body.Close() }()
+	assert.Equal(t, http.StatusUnauthorized, resp.StatusCode)
+}

ingestion/internal/reranker/reranker.go

@@ -0,0 +1,119 @@
+// Package reranker scores (query, document) pairs against a cross-encoder
+// served by an Ollama-compatible backend.
+//
+// Wire format is Ollama's `/api/generate`. The model is prompted with the
+// Qwen3-Reranker yes/no template — the canonical interface the model
+// itself was trained against — and the first token of the response is
+// treated as a binary relevance vote: "yes" → 1.0, anything else → 0.0.
+// Ties are expected to be broken by the caller's primary retrieval score
+// (e.g. BM25), so the binary signal is a filter rather than a ranking
+// substitute.
+package reranker
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"strings"
+	"time"
+)
+
+// Client posts rerank requests to an Ollama-compatible endpoint.
+type Client struct {
+	URL   string
+	Model string
+	HTTP  *http.Client
+}
+
+// New constructs a Client. Returns nil when url is empty so callers can
+// treat a missing BRAIN_RERANKER_URL as "feature disabled" with a single
+// nil check.
+func New(url, model string) *Client {
+	if url == "" {
+		return nil
+	}
+	return &Client{
+		URL:   strings.TrimRight(url, "/"),
+		Model: model,
+		HTTP:  &http.Client{Timeout: 30 * time.Second},
+	}
+}
+
+// Score returns one [0, 1] relevance score per input document, parallel
+// to the input order. Each (query, doc) pair is scored independently —
+// Qwen3-Reranker is a cross-encoder and expects per-pair calls.
+func (c *Client) Score(ctx context.Context, query string, docs []string) ([]float64, error) {
+	out := make([]float64, len(docs))
+	for i, doc := range docs {
+		s, err := c.scoreOne(ctx, query, doc)
+		if err != nil {
+			return nil, fmt.Errorf("rerank doc %d: %w", i, err)
+		}
+		out[i] = s
+	}
+	return out, nil
+}
+
+func (c *Client) scoreOne(ctx context.Context, query, doc string) (float64, error) {
+	prompt := buildPrompt(query, doc)
+	reqBody, _ := json.Marshal(map[string]any{
+		"model":  c.Model,
+		"prompt": prompt,
+		"stream": false,
+		"options": map[string]any{
+			"num_predict": 4,
+			"temperature": 0,
+		},
+	})
+	req, err := http.NewRequestWithContext(ctx, http.MethodPost,
+		c.URL+"/api/generate", bytes.NewReader(reqBody))
+	if err != nil {
+		return 0, err
+	}
+	req.Header.Set("Content-Type", "application/json")
+	resp, err := c.HTTP.Do(req)
+	if err != nil {
+		return 0, err
+	}
+	defer func() { _ = resp.Body.Close() }()
+	if resp.StatusCode/100 != 2 {
+		body, _ := io.ReadAll(resp.Body)
+		return 0, fmt.Errorf("status %d: %s", resp.StatusCode, string(body))
+	}
+	var out struct {
+		Response string `json:"response"`
+	}
+	if err := json.NewDecoder(resp.Body).Decode(&out); err != nil {
+		return 0, err
+	}
+	return parseYesNo(out.Response), nil
+}
+
+// buildPrompt assembles the Qwen3-Reranker chat template. Kept verbatim
+// because the model was trained on this exact wording.
+func buildPrompt(query, doc string) string {
+	return "<|im_start|>system\nJudge whether the Document meets the requirements based on the Query and the Instruct provided. Note that the answer can only be \"yes\" or \"no\".<|im_end|>\n" +
+		"<|im_start|>user\n<Instruct>: Given a web search query, retrieve relevant passages that answer the query\n" +
+		"<Query>: " + query + "\n" +
+		"<Document>: " + doc + "<|im_end|>\n" +
+		"<|im_start|>assistant\n<think>\n\n</think>\n\n"
+}
+
+// parseYesNo extracts the first meaningful token from response and
+// returns 1.0 when it starts with "yes" (case-insensitive), 0.0 otherwise.
+// Any leading whitespace, `<think>` block, or punctuation is skipped.
+func parseYesNo(s string) float64 {
+	s = strings.TrimSpace(s)
+	// Strip any `<think>…</think>` block the model may emit even with empty thinking.
+	if idx := strings.Index(s, "</think>"); idx != -1 {
+		s = strings.TrimSpace(s[idx+len("</think>"):])
+	}
+	s = strings.ToLower(s)
+	if strings.HasPrefix(s, "yes") {
+		return 1.0
+	}
+	return 0.0
+}

ingestion/internal/reranker/reranker_test.go

@@ -0,0 +1,119 @@
+package reranker_test
+
+import (
+	"context"
+	"encoding/json"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"strings"
+	"testing"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/reranker"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+// fakeOllama responds to /api/generate based on a per-document
+// {needle → answer} map: if the prompt contains the needle, returns
+// the mapped answer.
+type fakeOllama struct {
+	t        *testing.T
+	answers  map[string]string // needle → "yes" or "no"
+	calls    int
+	lastBody map[string]any
+}
+
+func (f *fakeOllama) handler() http.Handler {
+	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		require.Equal(f.t, http.MethodPost, r.Method)
+		require.Equal(f.t, "/api/generate", r.URL.Path)
+		body, err := io.ReadAll(r.Body)
+		require.NoError(f.t, err)
+		var p map[string]any
+		require.NoError(f.t, json.Unmarshal(body, &p))
+		f.calls++
+		f.lastBody = p
+		prompt := p["prompt"].(string)
+		answer := "no"
+		for needle, a := range f.answers {
+			if strings.Contains(prompt, needle) {
+				answer = a
+				break
+			}
+		}
+		w.Header().Set("Content-Type", "application/json")
+		_ = json.NewEncoder(w).Encode(map[string]any{
+			"model": p["model"], "response": answer, "done": true,
+		})
+	})
+}
+
+func TestNew_EmptyURLReturnsNil(t *testing.T) {
+	assert.Nil(t, reranker.New("", "model"))
+}
+
+func TestScore_YesAndNoOrdered(t *testing.T) {
+	f := &fakeOllama{t: t, answers: map[string]string{
+		"alpha doc": "yes",
+		"beta doc":  "no",
+		"gamma doc": "yes",
+	}}
+	srv := httptest.NewServer(f.handler())
+	defer srv.Close()
+	c := reranker.New(srv.URL, "test-model")
+	require.NotNil(t, c)
+
+	scores, err := c.Score(context.Background(), "what is alpha",
+		[]string{"alpha doc body", "beta doc body", "gamma doc body"})
+	require.NoError(t, err)
+	require.Len(t, scores, 3)
+	assert.Equal(t, 1.0, scores[0])
+	assert.Equal(t, 0.0, scores[1])
+	assert.Equal(t, 1.0, scores[2])
+	assert.Equal(t, 3, f.calls)
+}
+
+func TestScore_SendsCorrectShape(t *testing.T) {
+	f := &fakeOllama{t: t, answers: map[string]string{"hello": "yes"}}
+	srv := httptest.NewServer(f.handler())
+	defer srv.Close()
+	c := reranker.New(srv.URL, "qwen3-rerank")
+	_, err := c.Score(context.Background(), "greeting", []string{"hello world"})
+	require.NoError(t, err)
+	assert.Equal(t, "qwen3-rerank", f.lastBody["model"])
+	prompt := f.lastBody["prompt"].(string)
+	assert.Contains(t, prompt, "greeting")
+	assert.Contains(t, prompt, "hello world")
+	assert.Contains(t, prompt, `"yes" or "no"`)
+}
+
+func TestScore_HandlesAmbiguousResponse(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		_ = json.NewEncoder(w).Encode(map[string]any{"response": "maybe — unclear", "done": true})
+	}))
+	defer srv.Close()
+	c := reranker.New(srv.URL, "m")
+	scores, err := c.Score(context.Background(), "q", []string{"d"})
+	require.NoError(t, err)
+	// Anything that does not start with "yes" (case-insensitive, after
+	// whitespace/think trim) is treated as "no" = 0.
+	assert.Equal(t, []float64{0}, scores)
+}
+
+func TestScore_EmptyDocsReturnsEmpty(t *testing.T) {
+	c := reranker.New("http://127.0.0.1:1", "m")
+	scores, err := c.Score(context.Background(), "q", nil)
+	require.NoError(t, err)
+	assert.Empty(t, scores)
+}
+
+func TestScore_UpstreamErrorPropagates(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		w.WriteHeader(http.StatusInternalServerError)
+	}))
+	defer srv.Close()
+	c := reranker.New(srv.URL, "m")
+	_, err := c.Score(context.Background(), "q", []string{"d"})
+	require.Error(t, err)
+}

ingestion/internal/search/search.go

@@ -3,38 +3,93 @@ package search
 
 import (
 	"bufio"
+	"context"
 	"fmt"
 	"log/slog"
 	"os"
 	"path/filepath"
 	"sort"
 	"strings"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/brain"
+	"github.com/mathiasbq/hyperguild/ingestion/internal/vectorstore"
 )
 
+// VectorSearcher returns the top-limit nearest paths by cosine
+// distance. The vectorstore package implements this against pgvector.
+type VectorSearcher interface {
+	Search(ctx context.Context, query []float32, limit int) ([]VectorHit, error)
+}
+
+// VectorHit is a single path + distance pair from a vector search.
+// Re-declared here (rather than imported) to keep search package
+// free of vectorstore/embed deps and to make stubbing trivial in tests.
+type VectorHit struct {
+	Path     string
+	Distance float64
+}
+
+// Embedder turns a query string into a dense vector. The embed package
+// implements this against Ollama's /api/embed.
+type Embedder interface {
+	Embed(ctx context.Context, text string) ([]float32, error)
+}
+
 // Result is a single search hit from the brain wiki.
 type Result struct {
 	Path    string `json:"path"`
 	Title   string `json:"title"`
 	Excerpt string `json:"excerpt"`
 	Score   int    `json:"score"`
+	Wing    string `json:"wing,omitempty"`
+	Hall    string `json:"hall,omitempty"`
 }
 
-// Query searches all .md files under brainDir/wiki/ for pages containing
-// any of the whitespace-separated terms in query. Returns up to limit results
-// sorted by score descending.
-func Query(brainDir, query string, limit int) ([]Result, error) {
-	if limit <= 0 {
-		limit = 5
+// QueryOptions configures a search.
+//
+// When Wing is set, the walk is restricted to brain/wiki/<wing>/.
+// When Hall is additionally set, the walk is restricted to
+// brain/wiki/<wing>/<hall>/. Without either, the legacy walk over
+// brain/knowledge/ and brain/wiki/ is used.
+//
+// When both Vector and Embedder are non-nil, results are computed
+// hybridly: BM25 and vector candidate lists are merged via Reciprocal
+// Rank Fusion. With either nil the function falls back to BM25 only,
+// keeping behaviour unchanged for callers that have not opted in.
+type QueryOptions struct {
+	Query    string
+	Limit    int
+	Wing     string
+	Hall     string
+	Vector   VectorSearcher
+	Embedder Embedder
+}
+
+// Query searches the brain. Returns up to opts.Limit results sorted by
+// score descending. Empty query returns nil.
+func Query(brainDir string, opts QueryOptions) ([]Result, error) {
+	return QueryContext(context.Background(), brainDir, opts)
+}
+
+// QueryContext is the cancellable variant of Query. Hybrid retrieval
+// requires a context because both the embedder and the vector store are
+// network calls.
+func QueryContext(ctx context.Context, brainDir string, opts QueryOptions) ([]Result, error) {
+	if opts.Limit <= 0 {
+		opts.Limit = 5
 	}
-	terms := strings.Fields(strings.ToLower(query))
+	terms := strings.Fields(strings.ToLower(opts.Query))
 	if len(terms) == 0 {
 		return nil, nil
 	}
 
-	var results []Result
+	roots, err := resolveRoots(brainDir, opts.Wing, opts.Hall)
+	if err != nil {
+		return nil, err
+	}
 
-	for _, subdir := range []string{"knowledge", "wiki"} {
-		dir := filepath.Join(brainDir, subdir)
+	var results []Result
+	for _, dir := range roots {
 		if _, statErr := os.Stat(dir); os.IsNotExist(statErr) {
 			continue
 		}
@@ -46,13 +101,11 @@ func Query(brainDir, query string, limit int) ([]Result, error) {
 			if d.IsDir() || !strings.HasSuffix(path, ".md") {
 				return nil
 			}
-
 			content, err := os.ReadFile(path)
 			if err != nil {
 				slog.Warn("search: skipping unreadable file", "path", path, "err", err)
 				return nil
 			}
-
 			lower := strings.ToLower(string(content))
 			score := 0
 			for _, term := range terms {
@@ -61,18 +114,19 @@ func Query(brainDir, query string, limit int) ([]Result, error) {
 			if score == 0 {
 				return nil
 			}
-
 			rel, err := filepath.Rel(brainDir, path)
 			if err != nil {
 				return fmt.Errorf("rel path: %w", err)
 			}
 			rel = filepath.ToSlash(rel)
-
+			wing, hall := extractWingHall(string(content), rel)
 			results = append(results, Result{
 				Path:    rel,
 				Title:   extractTitle(string(content), d.Name()),
 				Excerpt: excerpt(string(content), 300),
 				Score:   score,
+				Wing:    wing,
+				Hall:    hall,
 			})
 			return nil
 		})
@@ -84,12 +138,181 @@ func Query(brainDir, query string, limit int) ([]Result, error) {
 	sort.Slice(results, func(i, j int) bool {
 		return results[i].Score > results[j].Score
 	})
-	if len(results) > limit {
-		results = results[:limit]
+
+	// Hybrid scoring kicks in only when both the embedder and the
+	// vector store are wired and BM25 actually returned candidates.
+	if opts.Vector != nil && opts.Embedder != nil && len(results) > 0 {
+		merged, err := hybridMerge(ctx, brainDir, opts, results)
+		if err != nil {
+			slog.Warn("search: hybrid merge failed, falling back to BM25", "err", err)
+		} else {
+			results = merged
+		}
+	}
+
+	if len(results) > opts.Limit {
+		results = results[:opts.Limit]
 	}
 	return results, nil
 }
 
+// rrfK is the constant in the Reciprocal Rank Fusion formula. 60 is
+// standard (Cormack et al. 2009) and parameter-free in practice.
+const rrfK = 60.0
+
+// hybridMerge embeds the query, runs a vector search, and merges its
+// candidates with the BM25 list via Reciprocal Rank Fusion. Results
+// that came only from the vector side are hydrated by reading the
+// note's frontmatter for title/wing/hall and excerpting the body.
+//
+// rrf(d) = sum_r 1 / (k + rank_r(d)) over rankers r ∈ {BM25, vector}.
+func hybridMerge(ctx context.Context, brainDir string, opts QueryOptions, bm25 []Result) ([]Result, error) {
+	q, err := opts.Embedder.Embed(ctx, opts.Query)
+	if err != nil {
+		return nil, fmt.Errorf("embed query: %w", err)
+	}
+	vectorLimit := opts.Limit * 4
+	if vectorLimit < 20 {
+		vectorLimit = 20
+	}
+	hits, err := opts.Vector.Search(ctx, q, vectorLimit)
+	if err != nil {
+		return nil, fmt.Errorf("vector search: %w", err)
+	}
+
+	rrf := make(map[string]float64)
+	byPath := make(map[string]Result)
+	for rank, r := range bm25 {
+		rrf[r.Path] += 1.0 / (rrfK + float64(rank+1))
+		byPath[r.Path] = r
+	}
+	for rank, h := range hits {
+		// Vector store keys are chunk paths ("wiki/foo.md#0001"); collapse
+		// back to the parent so multiple chunk hits from the same file
+		// score against a single result row.
+		parent := vectorstore.ParentPath(h.Path)
+		if opts.Wing != "" && !pathInScope(parent, opts.Wing, opts.Hall) {
+			continue
+		}
+		rrf[parent] += 1.0 / (rrfK + float64(rank+1))
+		if _, seen := byPath[parent]; !seen {
+			r, err := hydrate(brainDir, parent)
+			if err != nil {
+				slog.Warn("search: hydrate failed for vector hit", "path", parent, "err", err)
+				continue
+			}
+			byPath[parent] = r
+		}
+	}
+
+	merged := make([]Result, 0, len(byPath))
+	for p, r := range byPath {
+		r.Score = int(rrf[p] * 1e6) // scale to int for stable JSON; relative order is what matters
+		merged = append(merged, r)
+	}
+	sort.Slice(merged, func(i, j int) bool {
+		return merged[i].Score > merged[j].Score
+	})
+	return merged, nil
+}
+
+// pathInScope reports whether a wiki path satisfies the wing/hall filter.
+func pathInScope(relPath, wing, hall string) bool {
+	prefix := "wiki/" + brain.Sanitise(wing) + "/"
+	if hall != "" {
+		prefix += hall + "/"
+	}
+	return strings.HasPrefix(relPath, prefix)
+}
+
+// hydrate reads a single note from disk and returns a Result with title,
+// excerpt, wing, and hall populated. Used for paths that surface only
+// via vector search.
+func hydrate(brainDir, relPath string) (Result, error) {
+	full := filepath.Join(brainDir, filepath.FromSlash(relPath))
+	content, err := os.ReadFile(full)
+	if err != nil {
+		return Result{}, err
+	}
+	wing, hall := extractWingHall(string(content), relPath)
+	return Result{
+		Path:    relPath,
+		Title:   extractTitle(string(content), filepath.Base(relPath)),
+		Excerpt: excerpt(string(content), 300),
+		Wing:    wing,
+		Hall:    hall,
+	}, nil
+}
+
+// resolveRoots returns the directories to walk for the given wing/hall
+// filters. Validates hall against the closed vocabulary when set.
+func resolveRoots(brainDir, wing, hall string) ([]string, error) {
+	if hall != "" && !brain.IsValidHall(hall) {
+		return nil, fmt.Errorf("invalid hall %q", hall)
+	}
+	if wing != "" {
+		w := brain.Sanitise(wing)
+		if w == "" {
+			return nil, fmt.Errorf("invalid wing %q", wing)
+		}
+		if hall != "" {
+			return []string{filepath.Join(brainDir, "wiki", w, hall)}, nil
+		}
+		return []string{filepath.Join(brainDir, "wiki", w)}, nil
+	}
+	if hall != "" {
+		return nil, fmt.Errorf("hall filter requires wing")
+	}
+	return []string{
+		filepath.Join(brainDir, "knowledge"),
+		filepath.Join(brainDir, "wiki"),
+	}, nil
+}
+
+// extractWingHall reads wing/hall from frontmatter first, falling back to
+// path segments brain/wiki/<wing>/<hall>/.
+func extractWingHall(content, relPath string) (wing, hall string) {
+	scanner := bufio.NewScanner(strings.NewReader(content))
+	inFrontmatter := false
+	for scanner.Scan() {
+		line := scanner.Text()
+		if strings.TrimSpace(line) == "---" {
+			if !inFrontmatter {
+				inFrontmatter = true
+				continue
+			}
+			break
+		}
+		if !inFrontmatter {
+			continue
+		}
+		key, val, ok := strings.Cut(line, ":")
+		if !ok {
+			continue
+		}
+		v := strings.Trim(strings.TrimSpace(val), `"'`)
+		switch strings.TrimSpace(key) {
+		case "wing":
+			wing = v
+		case "hall":
+			hall = v
+		}
+	}
+	if wing != "" && hall != "" {
+		return wing, hall
+	}
+	parts := strings.Split(relPath, "/")
+	if len(parts) >= 4 && parts[0] == "wiki" {
+		if wing == "" {
+			wing = parts[1]
+		}
+		if hall == "" && brain.IsValidHall(parts[2]) {
+			hall = parts[2]
+		}
+	}
+	return wing, hall
+}
+
 func extractTitle(content, filename string) string {
 	scanner := bufio.NewScanner(strings.NewReader(content))
 	inFrontmatter := false
@@ -113,7 +336,6 @@ func extractTitle(content, filename string) string {
 }
 
 func excerpt(content string, maxLen int) string {
-	// Skip frontmatter, return first maxLen chars of body.
 	parts := strings.SplitN(content, "---", 3)
 	body := content
 	if len(parts) == 3 {

ingestion/internal/search/search_test.go

@@ -2,6 +2,7 @@
 package search_test
 
 import (
+	"context"
 	"fmt"
 	"os"
 	"path/filepath"
@@ -12,6 +13,99 @@ import (
 	"github.com/stretchr/testify/require"
 )
 
+type stubEmbedder struct{ vec []float32 }
+
+func (s stubEmbedder) Embed(_ context.Context, _ string) ([]float32, error) { return s.vec, nil }
+
+type stubVector struct{ hits []search.VectorHit }
+
+func (s stubVector) Search(_ context.Context, _ []float32, _ int) ([]search.VectorHit, error) {
+	return s.hits, nil
+}
+
+func TestSearch_HybridRRFPromotesVectorOnlyHit(t *testing.T) {
+	dir := t.TempDir()
+	for _, p := range []struct{ rel, body string }{
+		// BM25-keyword note (matches "lejpa" once)
+		{"wiki/jepa-fx/facts/foo.md", "---\ntitle: Foo\n---\nlejpa keyword\n"},
+		// Semantically related note that does NOT contain the keyword.
+		{"wiki/jepa-fx/facts/semantic.md", "---\ntitle: Semantic\n---\nNo keyword in body.\n"},
+	} {
+		full := filepath.Join(dir, p.rel)
+		require.NoError(t, os.MkdirAll(filepath.Dir(full), 0o755))
+		require.NoError(t, os.WriteFile(full, []byte(p.body), 0o644))
+	}
+
+	embedder := stubEmbedder{vec: []float32{0.1}}
+	vector := stubVector{hits: []search.VectorHit{
+		{Path: "wiki/jepa-fx/facts/semantic.md", Distance: 0.05}, // best vector match
+		{Path: "wiki/jepa-fx/facts/foo.md", Distance: 0.10},
+	}}
+
+	got, err := search.Query(dir, search.QueryOptions{
+		Query:    "lejpa",
+		Limit:    5,
+		Vector:   vector,
+		Embedder: embedder,
+	})
+	require.NoError(t, err)
+	require.Len(t, got, 2, "vector-only hit should be hydrated into results")
+	paths := []string{got[0].Path, got[1].Path}
+	assert.Contains(t, paths, "wiki/jepa-fx/facts/foo.md")
+	assert.Contains(t, paths, "wiki/jepa-fx/facts/semantic.md")
+}
+
+func TestSearch_HybridDedupesChunkPathsToParent(t *testing.T) {
+	dir := t.TempDir()
+	full := filepath.Join(dir, "knowledge", "long.md")
+	require.NoError(t, os.MkdirAll(filepath.Dir(full), 0o755))
+	// Body contains the BM25 keyword "alpaca" so hybridMerge actually runs
+	// (it only kicks in when BM25 returns at least one candidate).
+	require.NoError(t, os.WriteFile(full, []byte("---\ntitle: Long\n---\nalpaca content.\n"), 0o644))
+
+	embedder := stubEmbedder{vec: []float32{0.1}}
+	// Vector store returns three chunk-path hits all pointing at the same
+	// parent file. The merged result must surface ONE row per parent — not
+	// three rows with chunk-suffixed paths.
+	vector := stubVector{hits: []search.VectorHit{
+		{Path: "knowledge/long.md#0001", Distance: 0.05},
+		{Path: "knowledge/long.md#0002", Distance: 0.07},
+		{Path: "knowledge/long.md#0003", Distance: 0.09},
+	}}
+
+	got, err := search.Query(dir, search.QueryOptions{
+		Query:    "alpaca",
+		Limit:    5,
+		Vector:   vector,
+		Embedder: embedder,
+	})
+	require.NoError(t, err)
+	require.Len(t, got, 1, "three chunk hits for one parent must merge to one result")
+	assert.Equal(t, "knowledge/long.md", got[0].Path)
+	assert.Equal(t, "Long", got[0].Title)
+}
+
+func TestSearch_HybridFallsBackOnEmbedderError(t *testing.T) {
+	dir := t.TempDir()
+	require.NoError(t, os.MkdirAll(filepath.Join(dir, "wiki"), 0o755))
+	require.NoError(t, os.WriteFile(filepath.Join(dir, "wiki", "x.md"), []byte("keyword foo"), 0o644))
+
+	embedder := errorEmbedder{}
+	vector := stubVector{}
+	got, err := search.Query(dir, search.QueryOptions{
+		Query: "keyword", Limit: 5, Vector: vector, Embedder: embedder,
+	})
+	require.NoError(t, err)
+	require.Len(t, got, 1, "BM25 result should still come back when embedder fails")
+	assert.Equal(t, "wiki/x.md", got[0].Path)
+}
+
+type errorEmbedder struct{}
+
+func (errorEmbedder) Embed(_ context.Context, _ string) ([]float32, error) {
+	return nil, assert.AnError
+}
+
 func TestSearch_ReturnsMatchingPages(t *testing.T) {
 	dir := t.TempDir()
 	require.NoError(t, os.MkdirAll(filepath.Join(dir, "knowledge"), 0o755))
@@ -27,7 +121,7 @@ func TestSearch_ReturnsMatchingPages(t *testing.T) {
 		0o644,
 	))
 
-	results, err := search.Query(dir, "retry transient", 5)
+	results, err := search.Query(dir, search.QueryOptions{Query: "retry transient", Limit: 5})
 	require.NoError(t, err)
 	require.Len(t, results, 1)
 	assert.Equal(t, "knowledge/retry-logic.md", results[0].Path)
@@ -36,6 +130,49 @@ func TestSearch_ReturnsMatchingPages(t *testing.T) {
 	assert.Contains(t, results[0].Excerpt, "Retry")
 }
 
+func TestSearch_WingHallScoping(t *testing.T) {
+	dir := t.TempDir()
+	for _, p := range []struct{ rel, body string }{
+		{"wiki/jepa-fx/decisions/val-vol.md", "---\nwing: jepa-fx\nhall: decisions\n---\nval-vol-r2 keyword.\n"},
+		{"wiki/jepa-fx/facts/architecture.md", "---\nwing: jepa-fx\nhall: facts\n---\nval-vol-r2 keyword in facts.\n"},
+		{"wiki/hyperguild/decisions/routing.md", "---\nwing: hyperguild\nhall: decisions\n---\nval-vol-r2 reference.\n"},
+		{"knowledge/loose.md", "---\n---\nval-vol-r2 in knowledge.\n"},
+	} {
+		full := filepath.Join(dir, p.rel)
+		require.NoError(t, os.MkdirAll(filepath.Dir(full), 0o755))
+		require.NoError(t, os.WriteFile(full, []byte(p.body), 0o644))
+	}
+
+	// No filter: walk both knowledge/ and wiki/ — all 4 match.
+	got, err := search.Query(dir, search.QueryOptions{Query: "val-vol-r2", Limit: 10})
+	require.NoError(t, err)
+	assert.Len(t, got, 4)
+
+	// Wing scope: 2 jepa-fx hits, no hyperguild, no knowledge.
+	got, err = search.Query(dir, search.QueryOptions{Query: "val-vol-r2", Limit: 10, Wing: "jepa-fx"})
+	require.NoError(t, err)
+	require.Len(t, got, 2)
+	for _, r := range got {
+		assert.Equal(t, "jepa-fx", r.Wing)
+	}
+
+	// Wing+Hall scope: 1 hit.
+	got, err = search.Query(dir, search.QueryOptions{Query: "val-vol-r2", Limit: 10, Wing: "jepa-fx", Hall: "decisions"})
+	require.NoError(t, err)
+	require.Len(t, got, 1)
+	assert.Equal(t, "jepa-fx", got[0].Wing)
+	assert.Equal(t, "decisions", got[0].Hall)
+	assert.Equal(t, "wiki/jepa-fx/decisions/val-vol.md", got[0].Path)
+
+	// Invalid hall rejected.
+	_, err = search.Query(dir, search.QueryOptions{Query: "x", Wing: "jepa-fx", Hall: "garbage"})
+	require.Error(t, err)
+
+	// Hall without wing rejected.
+	_, err = search.Query(dir, search.QueryOptions{Query: "x", Hall: "facts"})
+	require.Error(t, err)
+}
+
 func TestSearch_RespectsLimit(t *testing.T) {
 	dir := t.TempDir()
 	require.NoError(t, os.MkdirAll(filepath.Join(dir, "knowledge"), 0o755))
@@ -46,7 +183,7 @@ func TestSearch_RespectsLimit(t *testing.T) {
 			0o644,
 		))
 	}
-	results, err := search.Query(dir, "retry", 3)
+	results, err := search.Query(dir, search.QueryOptions{Query: "retry", Limit: 3})
 	require.NoError(t, err)
 	assert.LessOrEqual(t, len(results), 3)
 }

ingestion/internal/vectorstore/chunk.go

@@ -0,0 +1,137 @@
+package vectorstore
+
+import (
+	"fmt"
+	"strings"
+)
+
+// NumberedChunk pairs a chunk's body with the storage path it will use
+// in brain_embeddings. Path format: "<parent>#NNNN" where NNNN is the
+// 1-based chunk index zero-padded to 4 digits.
+type NumberedChunk struct {
+	Path    string
+	Content string
+}
+
+// ParentPath returns the file path with any "#NNNN" chunk suffix removed.
+// Inputs without a "#" are returned unchanged. Used by search to dedupe
+// chunk-level hits back to a single document per result.
+func ParentPath(p string) string {
+	if i := strings.Index(p, "#"); i >= 0 {
+		return p[:i]
+	}
+	return p
+}
+
+// NumberChunks assigns "<parent>#NNNN" storage paths to a slice of chunk
+// bodies, indexed from 0001. Empty chunks are dropped.
+func NumberChunks(parent string, chunks []string) []NumberedChunk {
+	out := make([]NumberedChunk, 0, len(chunks))
+	idx := 1
+	for _, c := range chunks {
+		if strings.TrimSpace(c) == "" {
+			continue
+		}
+		out = append(out, NumberedChunk{
+			Path:    fmt.Sprintf("%s#%04d", parent, idx),
+			Content: c,
+		})
+		idx++
+	}
+	return out
+}
+
+// ChunkMarkdown splits a markdown document into embedding-sized pieces.
+// Strategy:
+//  1. Split at H1/H2 headings (top-of-line "#" or "##"). The intro before
+//     the first heading is its own chunk.
+//  2. Any section larger than maxBytes is further split at paragraph
+//     boundaries (blank lines), packing paragraphs greedily under the
+//     byte budget.
+//
+// The function aims for "fits comfortably under nomic-embed-text's 2048-
+// token context" — at ~4 chars/token for English markdown, maxBytes ≈ 4000
+// is a safe call-site default.
+func ChunkMarkdown(content string, maxBytes int) []string {
+	if maxBytes <= 0 {
+		maxBytes = 4000
+	}
+	sections := splitAtHeadings(content)
+
+	out := make([]string, 0, len(sections))
+	for _, s := range sections {
+		if len(s) <= maxBytes {
+			out = append(out, s)
+			continue
+		}
+		out = append(out, splitAtParagraphs(s, maxBytes)...)
+	}
+	return out
+}
+
+// splitAtHeadings cuts content into sections that each start with an
+// "# " or "## " line (intro before any heading is the leading section).
+func splitAtHeadings(content string) []string {
+	lines := strings.Split(content, "\n")
+	var sections []string
+	var cur strings.Builder
+	flush := func() {
+		if cur.Len() == 0 {
+			return
+		}
+		// Trim all trailing whitespace then re-add a single newline so a
+		// single-paragraph file round-trips to its original content rather
+		// than accumulating extra newlines from the empty-line split.
+		s := strings.TrimRight(cur.String(), "\n")
+		sections = append(sections, s+"\n")
+		cur.Reset()
+	}
+	for _, ln := range lines {
+		trimmed := strings.TrimLeft(ln, " ")
+		isH := strings.HasPrefix(trimmed, "# ") || strings.HasPrefix(trimmed, "## ")
+		if isH && cur.Len() > 0 {
+			flush()
+		}
+		cur.WriteString(ln)
+		cur.WriteByte('\n')
+	}
+	flush()
+	// Drop empty / whitespace-only trailing section (common when content
+	// itself ends with a "\n" — Split leaves a final empty element).
+	if n := len(sections); n > 0 && strings.TrimSpace(sections[n-1]) == "" {
+		sections = sections[:n-1]
+	}
+	return sections
+}
+
+// splitAtParagraphs packs paragraphs (blank-line separated blocks) into
+// sub-chunks of at most maxBytes. A single paragraph that itself exceeds
+// maxBytes is emitted as one over-budget chunk rather than being split
+// mid-sentence — better to over-spend a little than truncate prose.
+func splitAtParagraphs(section string, maxBytes int) []string {
+	paras := strings.Split(section, "\n\n")
+	var out []string
+	var cur strings.Builder
+	for _, p := range paras {
+		if p == "" {
+			continue
+		}
+		// +2 for the "\n\n" rejoin if cur isn't empty
+		need := len(p)
+		if cur.Len() > 0 {
+			need += 2
+		}
+		if cur.Len() > 0 && cur.Len()+need > maxBytes {
+			out = append(out, cur.String())
+			cur.Reset()
+		}
+		if cur.Len() > 0 {
+			cur.WriteString("\n\n")
+		}
+		cur.WriteString(p)
+	}
+	if cur.Len() > 0 {
+		out = append(out, cur.String())
+	}
+	return out
+}

ingestion/internal/vectorstore/chunk_test.go

@@ -0,0 +1,72 @@
+package vectorstore_test
+
+import (
+	"strings"
+	"testing"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/vectorstore"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestChunkMarkdown_ShortFileFitsInOne(t *testing.T) {
+	out := vectorstore.ChunkMarkdown("Just a short paragraph.\n", 4000)
+	require.Len(t, out, 1)
+	assert.Equal(t, "Just a short paragraph.\n", out[0])
+}
+
+func TestChunkMarkdown_SplitsAtHeadings(t *testing.T) {
+	src := "# Top\n\nintro\n\n## A\n\nbody a\n\n## B\n\nbody b\n"
+	out := vectorstore.ChunkMarkdown(src, 50) // tiny limit forces per-section split
+
+	assert.GreaterOrEqual(t, len(out), 2, "should split at H2 boundaries")
+	// Each chunk should start with a heading (top-level intro chunk OK without one)
+	for i, c := range out {
+		if i == 0 {
+			continue
+		}
+		assert.True(t, strings.HasPrefix(strings.TrimSpace(c), "#"),
+			"non-first chunk %d should start with heading: %q", i, c)
+	}
+}
+
+func TestChunkMarkdown_FurtherSplitsOversizedSection(t *testing.T) {
+	// One H2 section with 4 paragraphs of ~80 chars each, limit 100.
+	src := "## big\n\n" +
+		strings.Repeat("paragraph one is moderately long.\n\n", 1) +
+		strings.Repeat("paragraph two also moderately long.\n\n", 1) +
+		strings.Repeat("paragraph three is moderately long.\n\n", 1) +
+		strings.Repeat("paragraph four is moderately long.\n\n", 1)
+	out := vectorstore.ChunkMarkdown(src, 100)
+
+	assert.Greater(t, len(out), 1, "oversized section should sub-split at paragraph boundaries")
+	for i, c := range out {
+		assert.LessOrEqual(t, len(c), 200,
+			"chunk %d exceeds 2x maxBytes: %d", i, len(c))
+	}
+}
+
+func TestChunkMarkdown_PreservesContent(t *testing.T) {
+	src := "# H1\n\nfirst section body.\n\n## H2a\n\nsecond section body.\n\n## H2b\n\nthird section body.\n"
+	out := vectorstore.ChunkMarkdown(src, 50)
+	joined := strings.Join(out, "")
+	// All non-whitespace tokens from src must appear in the joined output
+	for _, token := range []string{"H1", "first", "H2a", "second", "H2b", "third"} {
+		assert.Contains(t, joined, token, "token %q missing after chunking", token)
+	}
+}
+
+func TestChunkMarkdown_NumberedSuffix(t *testing.T) {
+	out := vectorstore.NumberChunks("knowledge/foo.md", []string{"a", "b", "c"})
+	require.Len(t, out, 3)
+	assert.Equal(t, "knowledge/foo.md#0001", out[0].Path)
+	assert.Equal(t, "knowledge/foo.md#0002", out[1].Path)
+	assert.Equal(t, "knowledge/foo.md#0003", out[2].Path)
+	assert.Equal(t, "a", out[0].Content)
+}
+
+func TestParentPath_StripsChunkSuffix(t *testing.T) {
+	assert.Equal(t, "knowledge/foo.md", vectorstore.ParentPath("knowledge/foo.md#0001"))
+	assert.Equal(t, "knowledge/foo.md", vectorstore.ParentPath("knowledge/foo.md"))
+	assert.Equal(t, "wiki/a/b.md", vectorstore.ParentPath("wiki/a/b.md#9999"))
+}

ingestion/internal/vectorstore/pg.go

@@ -0,0 +1,161 @@
+// Package vectorstore stores brain note embeddings in pgvector on the
+// shared postgres18 instance. One row per markdown path, cosine-distance
+// indexed via HNSW for sub-millisecond top-k retrieval.
+package vectorstore
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"strings"
+	"time"
+
+	"github.com/jackc/pgx/v5"
+	"github.com/jackc/pgx/v5/pgxpool"
+)
+
+// Hit is a single result from a cosine-distance search.
+type Hit struct {
+	Path     string
+	Distance float64 // 0 = identical, 2 = opposite
+}
+
+// PGStore is a pgvector-backed embeddings store. Construct with New and
+// call Init once to create the table + HNSW index. Use Close to release
+// the underlying pool.
+type PGStore struct {
+	pool *pgxpool.Pool
+}
+
+// New opens a connection pool against dsn (a libpq-style URL). Caller
+// owns the resulting *PGStore and must invoke Close.
+func New(ctx context.Context, dsn string) (*PGStore, error) {
+	pool, err := pgxpool.New(ctx, dsn)
+	if err != nil {
+		return nil, fmt.Errorf("pgxpool: %w", err)
+	}
+	if err := pool.Ping(ctx); err != nil {
+		pool.Close()
+		return nil, fmt.Errorf("ping: %w", err)
+	}
+	return &PGStore{pool: pool}, nil
+}
+
+// Close releases the underlying connection pool.
+func (s *PGStore) Close() {
+	if s.pool != nil {
+		s.pool.Close()
+	}
+}
+
+// Init creates the brain_embeddings table and its HNSW index if they
+// don't already exist. Safe to call on every startup. Assumes the
+// `vector` extension is already installed (one-time DBA setup; see
+// scripts/brain-embeddings-init.sql).
+func (s *PGStore) Init(ctx context.Context) error {
+	const ddl = `
+CREATE TABLE IF NOT EXISTS brain_embeddings (
+    path       TEXT PRIMARY KEY,
+    embedding  vector(768) NOT NULL,
+    updated_at TIMESTAMPTZ NOT NULL DEFAULT now()
+);
+CREATE INDEX IF NOT EXISTS brain_embeddings_embedding_idx
+    ON brain_embeddings USING hnsw (embedding vector_cosine_ops);
+`
+	_, err := s.pool.Exec(ctx, ddl)
+	return err
+}
+
+// Upsert inserts or replaces the embedding for path. Embedding must be
+// 768-dim (nomic-embed-text). Caller is responsible for normalising
+// paths to forward-slash form.
+func (s *PGStore) Upsert(ctx context.Context, path string, embedding []float32) error {
+	if len(embedding) != 768 {
+		return fmt.Errorf("expected 768-dim embedding, got %d", len(embedding))
+	}
+	_, err := s.pool.Exec(ctx, `
+        INSERT INTO brain_embeddings (path, embedding, updated_at)
+        VALUES ($1, $2, now())
+        ON CONFLICT (path) DO UPDATE
+        SET embedding = EXCLUDED.embedding, updated_at = now()
+    `, path, vectorLiteral(embedding))
+	return err
+}
+
+// Delete removes the row at path. No-op when the row doesn't exist.
+func (s *PGStore) Delete(ctx context.Context, path string) error {
+	_, err := s.pool.Exec(ctx, `DELETE FROM brain_embeddings WHERE path = $1`, path)
+	return err
+}
+
+// Search returns the top-limit nearest paths by cosine distance.
+func (s *PGStore) Search(ctx context.Context, query []float32, limit int) ([]Hit, error) {
+	if len(query) != 768 {
+		return nil, fmt.Errorf("expected 768-dim query, got %d", len(query))
+	}
+	if limit <= 0 {
+		limit = 10
+	}
+	rows, err := s.pool.Query(ctx, `
+        SELECT path, embedding <=> $1 AS distance
+        FROM brain_embeddings
+        ORDER BY embedding <=> $1
+        LIMIT $2
+    `, vectorLiteral(query), limit)
+	if err != nil {
+		return nil, fmt.Errorf("query: %w", err)
+	}
+	defer rows.Close()
+
+	var hits []Hit
+	for rows.Next() {
+		var h Hit
+		if err := rows.Scan(&h.Path, &h.Distance); err != nil {
+			return nil, fmt.Errorf("scan: %w", err)
+		}
+		hits = append(hits, h)
+	}
+	if err := rows.Err(); err != nil && !errors.Is(err, pgx.ErrNoRows) {
+		return nil, err
+	}
+	return hits, nil
+}
+
+// KnownPathsWithTime returns every embedded chunk path paired with the
+// row's updated_at. Sync uses the timestamps to decide whether a file
+// has been edited since its chunks were last embedded — when the file's
+// mtime exceeds the oldest chunk's updated_at, the file is re-embedded.
+func (s *PGStore) KnownPathsWithTime(ctx context.Context) (map[string]time.Time, error) {
+	rows, err := s.pool.Query(ctx, `SELECT path, updated_at FROM brain_embeddings`)
+	if err != nil {
+		return nil, fmt.Errorf("query paths: %w", err)
+	}
+	defer rows.Close()
+	out := make(map[string]time.Time)
+	for rows.Next() {
+		var (
+			p string
+			t time.Time
+		)
+		if err := rows.Scan(&p, &t); err != nil {
+			return nil, err
+		}
+		out[p] = t
+	}
+	return out, rows.Err()
+}
+
+// vectorLiteral renders a Go float32 slice as the literal representation
+// pgvector accepts as a parametric input: `[v1,v2,...,vN]`.
+func vectorLiteral(v []float32) string {
+	var b strings.Builder
+	b.WriteByte('[')
+	for i, x := range v {
+		if i > 0 {
+			b.WriteByte(',')
+		}
+		fmt.Fprintf(&b, "%g", x)
+	}
+	b.WriteByte(']')
+	return b.String()
+}

ingestion/internal/vectorstore/pg_test.go

@@ -0,0 +1,94 @@
+package vectorstore_test
+
+import (
+	"context"
+	"os"
+	"testing"
+	"time"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/vectorstore"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+// integration tests run against a real postgres18 + pgvector. Gated by
+// BRAIN_PG_TEST_DSN so `task check` stays hermetic on hosts without a
+// reachable database.
+//
+// To run:
+//   BRAIN_PG_TEST_DSN='postgres://brain_app:pwd@127.0.0.1:5432/brain' \
+//   go test ./internal/vectorstore/... -run Integration
+func dsn(t *testing.T) string {
+	t.Helper()
+	v := os.Getenv("BRAIN_PG_TEST_DSN")
+	if v == "" {
+		t.Skip("BRAIN_PG_TEST_DSN not set; skipping pgvector integration tests")
+	}
+	return v
+}
+
+func freshStore(t *testing.T) (*vectorstore.PGStore, context.Context) {
+	t.Helper()
+	ctx, cancel := context.WithTimeout(context.Background(), 10*time.Second)
+	t.Cleanup(cancel)
+	s, err := vectorstore.New(ctx, dsn(t))
+	require.NoError(t, err)
+	t.Cleanup(s.Close)
+	require.NoError(t, s.Init(ctx))
+	// Clean slate per test.
+	_, _ = s.KnownPathsWithTime(ctx)
+	require.NoError(t, s.Delete(ctx, "%test-fixture%"))
+	return s, ctx
+}
+
+func vec(dim int, fill float32) []float32 {
+	v := make([]float32, dim)
+	for i := range v {
+		v[i] = fill
+	}
+	return v
+}
+
+func TestIntegration_UpsertAndSearch(t *testing.T) {
+	s, ctx := freshStore(t)
+
+	require.NoError(t, s.Upsert(ctx, "wiki/a.md", vec(768, 1.0)))
+	require.NoError(t, s.Upsert(ctx, "wiki/b.md", vec(768, -1.0)))
+
+	hits, err := s.Search(ctx, vec(768, 1.0), 2)
+	require.NoError(t, err)
+	require.GreaterOrEqual(t, len(hits), 1)
+	assert.Equal(t, "wiki/a.md", hits[0].Path)
+	assert.InDelta(t, 0.0, hits[0].Distance, 1e-5)
+
+	t.Cleanup(func() {
+		_ = s.Delete(ctx, "wiki/a.md")
+		_ = s.Delete(ctx, "wiki/b.md")
+	})
+}
+
+func TestIntegration_KnownPathsWithTime(t *testing.T) {
+	s, ctx := freshStore(t)
+	before := time.Now()
+	require.NoError(t, s.Upsert(ctx, "wiki/k.md", vec(768, 0.5)))
+	t.Cleanup(func() { _ = s.Delete(ctx, "wiki/k.md") })
+
+	paths, err := s.KnownPathsWithTime(ctx)
+	require.NoError(t, err)
+	at, ok := paths["wiki/k.md"]
+	require.True(t, ok)
+	assert.False(t, at.IsZero(), "updated_at must not be zero")
+	assert.WithinDuration(t, before, at, 5*time.Second, "updated_at must be recent")
+}
+
+func TestUpsert_RejectsWrongDimension(t *testing.T) {
+	s := &vectorstore.PGStore{}
+	err := s.Upsert(context.Background(), "x", vec(100, 0))
+	require.Error(t, err)
+}
+
+func TestSearch_RejectsWrongDimension(t *testing.T) {
+	s := &vectorstore.PGStore{}
+	_, err := s.Search(context.Background(), vec(100, 0), 5)
+	require.Error(t, err)
+}

ingestion/internal/vectorstore/sync.go

@@ -0,0 +1,205 @@
+package vectorstore
+
+import (
+	"context"
+	"fmt"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"strings"
+	"time"
+)
+
+// Embedder produces dense vectors. The embed package's Client satisfies
+// this; it's declared locally so vectorstore doesn't depend on embed.
+type Embedder interface {
+	Embed(ctx context.Context, text string) ([]float32, error)
+}
+
+// Store is the subset of PGStore that Sync needs. Lets tests stub it.
+type Store interface {
+	// KnownPathsWithTime returns every embedded chunk path paired with the
+	// row's updated_at. Sync uses the timestamp to detect edits — a file
+	// whose mtime is newer than ANY of its chunks' updated_at is re-embedded
+	// from scratch (old chunks deleted, fresh chunks upserted).
+	KnownPathsWithTime(ctx context.Context) (map[string]time.Time, error)
+	Upsert(ctx context.Context, path string, embedding []float32) error
+	Delete(ctx context.Context, path string) error
+}
+
+// SyncResult tallies what Sync did. Returned for logs / metrics; callers
+// generally don't act on the fields directly.
+type SyncResult struct {
+	Added   int
+	Updated int
+	Deleted int
+	Errors  []error
+}
+
+// scanDirs is the set of brainDir subdirectories whose .md files are
+// embedded for vector retrieval. wiki/ holds LLM-extracted entity and
+// source pages; knowledge/ holds curated hand-written entries.
+var scanDirs = []string{"wiki", "knowledge"}
+
+// maxChunkBytes is the per-chunk byte budget passed to ChunkMarkdown.
+// Sized to fit comfortably under nomic-embed-text's 2048-token default
+// context (~4 chars/token for English markdown → ~8 KB ceiling; we sit
+// at 4 KB to leave headroom for unicode, code blocks, and tokenizer
+// variance).
+const maxChunkBytes = 4000
+
+// Sync brings the embedding store in line with brain/{wiki,knowledge}/
+// on disk:
+//   - new files (in the tree, not in the store) get embedded + upserted
+//   - files whose mtime exceeds the store's updated_at get re-embedded
+//   - files no longer on disk get deleted from the store
+//
+// Designed to be called on a ticker. Best-effort: per-file errors are
+// collected into SyncResult.Errors and do not abort the run.
+func Sync(ctx context.Context, brainDir string, store Store, embedder Embedder) (SyncResult, error) {
+	var res SyncResult
+	if store == nil || embedder == nil {
+		return res, nil
+	}
+
+	known, err := store.KnownPathsWithTime(ctx)
+	if err != nil {
+		return res, fmt.Errorf("known paths: %w", err)
+	}
+	// Group known chunks by parent path and remember the EARLIEST
+	// updated_at per parent. A file is considered stale if its mtime is
+	// after the oldest of its chunk rows — i.e. at least one chunk hasn't
+	// been refreshed since the last edit. Also keep the full chunk-path
+	// list per parent so we can delete every old chunk before re-embedding
+	// (handles "file shrunk → fewer chunks → orphan rows" cleanly).
+	type parentState struct {
+		minUpdatedAt time.Time
+		chunkPaths   []string
+	}
+	parents := make(map[string]*parentState, len(known))
+	for p, t := range known {
+		parent := ParentPath(p)
+		ps, ok := parents[parent]
+		if !ok {
+			ps = &parentState{minUpdatedAt: t}
+			parents[parent] = ps
+		} else if t.Before(ps.minUpdatedAt) {
+			ps.minUpdatedAt = t
+		}
+		ps.chunkPaths = append(ps.chunkPaths, p)
+	}
+	seenParents := make(map[string]struct{})
+
+	for _, sub := range scanDirs {
+		root := filepath.Join(brainDir, sub)
+		if _, err := os.Stat(root); os.IsNotExist(err) {
+			continue
+		}
+
+		err = filepath.WalkDir(root, func(path string, d os.DirEntry, err error) error {
+			if err != nil {
+				return err
+			}
+			if d.IsDir() || !strings.HasSuffix(path, ".md") || d.Name() == "_index.md" {
+				return nil
+			}
+			rel, err := filepath.Rel(brainDir, path)
+			if err != nil {
+				return err
+			}
+			relSlash := filepath.ToSlash(rel)
+			seenParents[relSlash] = struct{}{}
+
+			if ps, ok := parents[relSlash]; ok {
+				// File already has chunks in the store. Re-embed only when
+				// the file has been edited since the oldest chunk was
+				// written. Tolerate clock skew with a sub-second grace.
+				info, statErr := d.Info()
+				if statErr != nil {
+					res.Errors = append(res.Errors, fmt.Errorf("stat %s: %w", relSlash, statErr))
+					return nil
+				}
+				if !info.ModTime().After(ps.minUpdatedAt) {
+					return nil
+				}
+				// Stale: delete old chunks before re-embedding so a shrunk
+				// file doesn't leave orphan rows at higher #NNNN indexes.
+				for _, oldPath := range ps.chunkPaths {
+					if delErr := store.Delete(ctx, oldPath); delErr != nil {
+						res.Errors = append(res.Errors, fmt.Errorf("delete %s for re-embed: %w", oldPath, delErr))
+						return nil
+					}
+				}
+			}
+
+			content, readErr := os.ReadFile(path)
+			if readErr != nil {
+				res.Errors = append(res.Errors, fmt.Errorf("read %s: %w", relSlash, readErr))
+				return nil
+			}
+			chunks := NumberChunks(relSlash, ChunkMarkdown(string(content), maxChunkBytes))
+			for _, ch := range chunks {
+				vec, embErr := embedder.Embed(ctx, ch.Content)
+				if embErr != nil {
+					res.Errors = append(res.Errors, fmt.Errorf("embed %s: %w", ch.Path, embErr))
+					continue
+				}
+				if upErr := store.Upsert(ctx, ch.Path, vec); upErr != nil {
+					res.Errors = append(res.Errors, fmt.Errorf("upsert %s: %w", ch.Path, upErr))
+					continue
+				}
+				res.Added++
+			}
+			return nil
+		})
+		if err != nil {
+			return res, fmt.Errorf("walk %s: %w", sub, err)
+		}
+	}
+
+	// Drop chunk rows whose parent file is gone.
+	for path := range known {
+		if _, ok := seenParents[ParentPath(path)]; ok {
+			continue
+		}
+		if err := store.Delete(ctx, path); err != nil {
+			res.Errors = append(res.Errors, fmt.Errorf("delete %s: %w", path, err))
+			continue
+		}
+		res.Deleted++
+	}
+	return res, nil
+}
+
+// StartSync launches Sync on a ticker in a background goroutine. The
+// goroutine exits when ctx is cancelled. Failures are logged via slog.
+func StartSync(ctx context.Context, brainDir string, store Store, embedder Embedder, interval time.Duration) {
+	if interval <= 0 {
+		interval = 5 * time.Minute
+	}
+	go func() {
+		t := time.NewTicker(interval)
+		defer t.Stop()
+		// Run once immediately so first-boot doesn't wait a full tick.
+		if r, err := Sync(ctx, brainDir, store, embedder); err != nil {
+			slog.Error("embed sync failed", "err", err)
+		} else if r.Added+r.Deleted > 0 || len(r.Errors) > 0 {
+			slog.Info("embed sync", "added", r.Added, "deleted", r.Deleted, "errors", len(r.Errors))
+			for _, e := range r.Errors {
+				slog.Warn("embed sync item failed", "err", e)
+			}
+		}
+		for {
+			select {
+			case <-ctx.Done():
+				return
+			case <-t.C:
+				if r, err := Sync(ctx, brainDir, store, embedder); err != nil {
+					slog.Error("embed sync failed", "err", err)
+				} else if r.Added+r.Deleted > 0 || len(r.Errors) > 0 {
+					slog.Info("embed sync", "added", r.Added, "deleted", r.Deleted, "errors", len(r.Errors))
+				}
+			}
+		}
+	}()
+}

ingestion/internal/vectorstore/sync_test.go

@@ -0,0 +1,274 @@
+package vectorstore_test
+
+import (
+	"context"
+	"errors"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+	"time"
+
+	"github.com/mathiasbq/hyperguild/ingestion/internal/vectorstore"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+type stubStore struct {
+	// known maps chunk-path → updated_at. Tests that don't care about
+	// re-embed-on-mtime use a far-future time so the Sync skip path
+	// always wins. Tests that do exercise the mtime path set the
+	// updated_at explicitly.
+	known    map[string]time.Time
+	upserts  map[string][]float32
+	deletes  []string
+	failNext error
+}
+
+// farFuture is "newer than any file mtime", used as the default
+// updated_at in stubs that don't care about re-embed behavior.
+var farFuture = time.Now().Add(24 * time.Hour)
+
+func (s *stubStore) KnownPathsWithTime(_ context.Context) (map[string]time.Time, error) {
+	out := make(map[string]time.Time, len(s.known))
+	for k, t := range s.known {
+		if t.IsZero() {
+			t = farFuture
+		}
+		out[k] = t
+	}
+	return out, nil
+}
+
+func (s *stubStore) Upsert(_ context.Context, path string, v []float32) error {
+	if s.failNext != nil {
+		err := s.failNext
+		s.failNext = nil
+		return err
+	}
+	if s.upserts == nil {
+		s.upserts = make(map[string][]float32)
+	}
+	s.upserts[path] = v
+	return nil
+}
+
+func (s *stubStore) Delete(_ context.Context, path string) error {
+	s.deletes = append(s.deletes, path)
+	return nil
+}
+
+type stubEmbedder struct {
+	vec []float32
+	err error
+}
+
+func (e stubEmbedder) Embed(_ context.Context, _ string) ([]float32, error) {
+	return e.vec, e.err
+}
+
+func writeNote(t *testing.T, dir, rel, body string) {
+	t.Helper()
+	full := filepath.Join(dir, rel)
+	require.NoError(t, os.MkdirAll(filepath.Dir(full), 0o755))
+	require.NoError(t, os.WriteFile(full, []byte(body), 0o644))
+}
+
+func TestSync_AddsNewFiles(t *testing.T) {
+	dir := t.TempDir()
+	writeNote(t, dir, "wiki/jepa-fx/facts/x.md", "body of x")
+	writeNote(t, dir, "wiki/jepa-fx/facts/y.md", "body of y")
+
+	store := &stubStore{known: map[string]time.Time{}}
+	emb := stubEmbedder{vec: make([]float32, 768)}
+	res, err := vectorstore.Sync(context.Background(), dir, store, emb)
+	require.NoError(t, err)
+	assert.Equal(t, 2, res.Added)
+	assert.Empty(t, res.Deleted)
+	assert.Contains(t, store.upserts, "wiki/jepa-fx/facts/x.md#0001")
+	assert.Contains(t, store.upserts, "wiki/jepa-fx/facts/y.md#0001")
+}
+
+func TestSync_SkipsAlreadyKnown(t *testing.T) {
+	dir := t.TempDir()
+	writeNote(t, dir, "wiki/a/facts/x.md", "x")
+
+	store := &stubStore{known: map[string]time.Time{"wiki/a/facts/x.md#0001": {}}}
+	emb := stubEmbedder{vec: make([]float32, 768)}
+	res, err := vectorstore.Sync(context.Background(), dir, store, emb)
+	require.NoError(t, err)
+	assert.Equal(t, 0, res.Added)
+	assert.Empty(t, store.upserts)
+}
+
+func TestSync_DeletesDisappearedFiles(t *testing.T) {
+	dir := t.TempDir()
+	require.NoError(t, os.MkdirAll(filepath.Join(dir, "wiki"), 0o755))
+	// store has a path that doesn't exist on disk anymore
+	store := &stubStore{known: map[string]time.Time{"wiki/old/facts/ghost.md#0001": {}}}
+	res, err := vectorstore.Sync(context.Background(), dir, &stubStoreWithDelete{stubStore: store}, stubEmbedder{vec: make([]float32, 768)})
+	require.NoError(t, err)
+	assert.Equal(t, 1, res.Deleted)
+}
+
+// stubStoreWithDelete is a thin wrapper to capture Delete calls;
+// stubStore already implements Delete but we need the wrapper to mix
+// store interfaces with sync-specific expectations.
+type stubStoreWithDelete struct {
+	*stubStore
+}
+
+func TestSync_SkipsIndexFiles(t *testing.T) {
+	dir := t.TempDir()
+	writeNote(t, dir, "wiki/a/_index.md", "moc")
+	writeNote(t, dir, "wiki/a/facts/real.md", "body")
+
+	store := &stubStore{known: map[string]time.Time{}}
+	res, err := vectorstore.Sync(context.Background(), dir, store, stubEmbedder{vec: make([]float32, 768)})
+	require.NoError(t, err)
+	assert.Equal(t, 1, res.Added)
+	assert.NotContains(t, store.upserts, "wiki/a/_index.md#0001")
+}
+
+func TestSync_ScansKnowledgeDir(t *testing.T) {
+	dir := t.TempDir()
+	writeNote(t, dir, "wiki/a/facts/x.md", "x")
+	writeNote(t, dir, "knowledge/2026-05-19-koala-gpu-setup.md", "knowledge body")
+
+	store := &stubStore{known: map[string]time.Time{}}
+	emb := stubEmbedder{vec: make([]float32, 768)}
+	res, err := vectorstore.Sync(context.Background(), dir, store, emb)
+	require.NoError(t, err)
+	assert.Equal(t, 2, res.Added)
+	assert.Contains(t, store.upserts, "wiki/a/facts/x.md#0001")
+	assert.Contains(t, store.upserts, "knowledge/2026-05-19-koala-gpu-setup.md#0001")
+}
+
+func TestSync_ChunksLongFiles(t *testing.T) {
+	dir := t.TempDir()
+	// Build a file that's well over the chunk byte budget. Multi-section
+	// markdown so the chunker has heading boundaries to cut on.
+	body := "# Doc\n\nintro line.\n\n"
+	for i := 0; i < 10; i++ {
+		body += "## Section " + string(rune('A'+i)) + "\n\n"
+		body += strings.Repeat("This section has a fair amount of content. ", 50) + "\n\n"
+	}
+	writeNote(t, dir, "knowledge/long.md", body)
+
+	store := &stubStore{known: map[string]time.Time{}}
+	emb := stubEmbedder{vec: make([]float32, 768)}
+	res, err := vectorstore.Sync(context.Background(), dir, store, emb)
+	require.NoError(t, err)
+	assert.Greater(t, res.Added, 1, "long file should produce multiple chunk rows")
+	// Every upserted path for this file must be a chunk path.
+	chunkCount := 0
+	for p := range store.upserts {
+		if strings.HasPrefix(p, "knowledge/long.md#") {
+			chunkCount++
+		}
+	}
+	assert.Equal(t, res.Added, chunkCount, "all rows for long file should be chunk-suffixed")
+	// The bare parent path must NOT be upserted directly.
+	assert.NotContains(t, store.upserts, "knowledge/long.md")
+}
+
+func TestSync_ShortFileGetsSingleChunkRow(t *testing.T) {
+	dir := t.TempDir()
+	writeNote(t, dir, "wiki/short.md", "tiny body\n")
+
+	store := &stubStore{known: map[string]time.Time{}}
+	emb := stubEmbedder{vec: make([]float32, 768)}
+	res, err := vectorstore.Sync(context.Background(), dir, store, emb)
+	require.NoError(t, err)
+	assert.Equal(t, 1, res.Added)
+	assert.Contains(t, store.upserts, "wiki/short.md#0001")
+}
+
+func TestSync_SkipsFileIfAnyChunkAlreadyKnown(t *testing.T) {
+	dir := t.TempDir()
+	writeNote(t, dir, "wiki/foo.md", "body\n")
+
+	store := &stubStore{known: map[string]time.Time{
+		"wiki/foo.md#0001": {},
+	}}
+	emb := stubEmbedder{vec: make([]float32, 768)}
+	res, err := vectorstore.Sync(context.Background(), dir, store, emb)
+	require.NoError(t, err)
+	assert.Equal(t, 0, res.Added)
+	assert.Empty(t, store.upserts)
+}
+
+func TestSync_DeletesAllChunksOfDisappearedFile(t *testing.T) {
+	dir := t.TempDir()
+	require.NoError(t, os.MkdirAll(filepath.Join(dir, "wiki"), 0o755))
+	store := &stubStore{known: map[string]time.Time{
+		"wiki/ghost.md#0001": {},
+		"wiki/ghost.md#0002": {},
+		"wiki/ghost.md#0003": {},
+	}}
+	res, err := vectorstore.Sync(context.Background(), dir, store, stubEmbedder{vec: make([]float32, 768)})
+	require.NoError(t, err)
+	assert.Equal(t, 3, res.Deleted)
+}
+
+func TestSync_ReembedsFileWhenMtimeNewer(t *testing.T) {
+	dir := t.TempDir()
+	writeNote(t, dir, "wiki/edited.md", "original body\n")
+	// Force the file's mtime ahead of any plausible store updated_at.
+	future := time.Now().Add(1 * time.Hour)
+	require.NoError(t, os.Chtimes(filepath.Join(dir, "wiki/edited.md"), future, future))
+
+	store := &stubStore{
+		known: map[string]time.Time{
+			// Existing chunk row pre-dates the file's mtime.
+			"wiki/edited.md#0001": time.Now().Add(-1 * time.Hour),
+		},
+	}
+	emb := stubEmbedder{vec: make([]float32, 768)}
+	res, err := vectorstore.Sync(context.Background(), dir, store, emb)
+	require.NoError(t, err)
+	assert.Equal(t, 1, res.Added, "file with newer mtime should be re-embedded")
+	assert.Contains(t, store.upserts, "wiki/edited.md#0001")
+	// Old chunks of the same parent must be deleted before re-embed so
+	// shrunk files don't leave orphan rows at higher #NNNN indexes.
+	assert.Contains(t, store.deletes, "wiki/edited.md#0001")
+}
+
+func TestSync_SkipsFileWhenMtimeOlder(t *testing.T) {
+	dir := t.TempDir()
+	writeNote(t, dir, "wiki/stable.md", "body\n")
+	// Backdate mtime to before the store's recorded updated_at.
+	past := time.Now().Add(-2 * time.Hour)
+	require.NoError(t, os.Chtimes(filepath.Join(dir, "wiki/stable.md"), past, past))
+
+	store := &stubStore{
+		known: map[string]time.Time{
+			"wiki/stable.md#0001": time.Now(),
+		},
+	}
+	emb := stubEmbedder{vec: make([]float32, 768)}
+	res, err := vectorstore.Sync(context.Background(), dir, store, emb)
+	require.NoError(t, err)
+	assert.Equal(t, 0, res.Added)
+	assert.Empty(t, store.upserts)
+	assert.Empty(t, store.deletes)
+}
+
+func TestSync_NoOpWhenComponentsNil(t *testing.T) {
+	dir := t.TempDir()
+	writeNote(t, dir, "wiki/a/facts/x.md", "x")
+	res, err := vectorstore.Sync(context.Background(), dir, nil, nil)
+	require.NoError(t, err)
+	assert.Equal(t, 0, res.Added)
+}
+
+func TestSync_CollectsEmbedderErrors(t *testing.T) {
+	dir := t.TempDir()
+	writeNote(t, dir, "wiki/a/facts/x.md", "x")
+	store := &stubStore{known: map[string]time.Time{}}
+	emb := stubEmbedder{err: errors.New("upstream down")}
+	res, err := vectorstore.Sync(context.Background(), dir, store, emb)
+	require.NoError(t, err)
+	assert.Equal(t, 0, res.Added)
+	assert.Len(t, res.Errors, 1)
+}

internal/auth/jwt.go

@@ -0,0 +1,84 @@
+package auth
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"net/http"
+	"time"
+
+	"github.com/lestrrat-go/jwx/v2/jwk"
+	"github.com/lestrrat-go/jwx/v2/jwt"
+)
+
+// Validator validates Bearer JWTs issued by a Dex (OIDC) authorization server.
+// Audience is optional; leave empty to skip audience validation.
+type Validator struct {
+	issuer   string
+	audience string
+	jwksURI  string
+	cache    *jwk.Cache
+}
+
+// NewValidator fetches the OIDC discovery document from issuerURL, extracts
+// jwks_uri, seeds the JWKS cache, and returns a ready Validator.
+// If DEX_ISSUER_URL is not set the caller should pass "" and skip construction.
+func NewValidator(issuerURL, audience string) (*Validator, error) {
+	resp, err := http.Get(issuerURL + "/.well-known/openid-configuration") //nolint:noctx
+	if err != nil {
+		return nil, fmt.Errorf("fetch oidc discovery: %w", err)
+	}
+	defer resp.Body.Close() //nolint:errcheck
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("oidc discovery: status %d", resp.StatusCode)
+	}
+
+	var doc struct {
+		JWKSURI string `json:"jwks_uri"`
+	}
+	if err := json.NewDecoder(resp.Body).Decode(&doc); err != nil {
+		return nil, fmt.Errorf("decode oidc discovery: %w", err)
+	}
+	if doc.JWKSURI == "" {
+		return nil, fmt.Errorf("oidc discovery: empty jwks_uri")
+	}
+
+	ctx := context.Background()
+	cache := jwk.NewCache(ctx)
+	if err := cache.Register(doc.JWKSURI, jwk.WithMinRefreshInterval(time.Hour)); err != nil {
+		return nil, fmt.Errorf("register jwks cache: %w", err)
+	}
+	if _, err := cache.Refresh(ctx, doc.JWKSURI); err != nil {
+		return nil, fmt.Errorf("initial jwks fetch: %w", err)
+	}
+
+	return &Validator{
+		issuer:   issuerURL,
+		audience: audience,
+		jwksURI:  doc.JWKSURI,
+		cache:    cache,
+	}, nil
+}
+
+// Validate parses and validates rawToken. Returns the subject claim on success.
+func (v *Validator) Validate(ctx context.Context, rawToken string) (string, error) {
+	keySet, err := v.cache.Get(ctx, v.jwksURI)
+	if err != nil {
+		return "", fmt.Errorf("get jwks: %w", err)
+	}
+
+	opts := []jwt.ParseOption{
+		jwt.WithKeySet(keySet),
+		jwt.WithValidate(true),
+		jwt.WithIssuer(v.issuer),
+	}
+	if v.audience != "" {
+		opts = append(opts, jwt.WithAudience(v.audience))
+	}
+
+	tok, err := jwt.ParseString(rawToken, opts...)
+	if err != nil {
+		return "", fmt.Errorf("validate jwt: %w", err)
+	}
+	return tok.Subject(), nil
+}

internal/auth/jwt_test.go

@@ -0,0 +1,169 @@
+package auth_test
+
+import (
+	"context"
+	"crypto/rand"
+	"crypto/rsa"
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+	"time"
+
+	"github.com/lestrrat-go/jwx/v2/jwa"
+	"github.com/lestrrat-go/jwx/v2/jwk"
+	"github.com/lestrrat-go/jwx/v2/jwt"
+	"github.com/mathiasbq/supervisor/internal/auth"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+type testKeys struct {
+	priv jwk.Key
+	pub  jwk.Key
+}
+
+func generateRSAKeys(t *testing.T) testKeys {
+	t.Helper()
+	raw, err := rsa.GenerateKey(rand.Reader, 2048)
+	require.NoError(t, err)
+
+	priv, err := jwk.FromRaw(raw)
+	require.NoError(t, err)
+	require.NoError(t, priv.Set(jwk.KeyIDKey, "test-kid"))
+	require.NoError(t, priv.Set(jwk.AlgorithmKey, jwa.RS256))
+
+	pub, err := jwk.PublicKeyOf(priv)
+	require.NoError(t, err)
+
+	return testKeys{priv: priv, pub: pub}
+}
+
+func mockOIDCServer(t *testing.T, keys testKeys) *httptest.Server {
+	t.Helper()
+	set := jwk.NewSet()
+	require.NoError(t, set.AddKey(keys.pub))
+	jwksBytes, err := json.Marshal(set)
+	require.NoError(t, err)
+
+	mux := http.NewServeMux()
+	var srv *httptest.Server
+	mux.HandleFunc("/.well-known/openid-configuration", func(w http.ResponseWriter, _ *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		_ = json.NewEncoder(w).Encode(map[string]string{
+			"issuer":   srv.URL,
+			"jwks_uri": srv.URL + "/jwks",
+		})
+	})
+	mux.HandleFunc("/jwks", func(w http.ResponseWriter, _ *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		_, _ = w.Write(jwksBytes)
+	})
+	srv = httptest.NewServer(mux)
+	t.Cleanup(srv.Close)
+	return srv
+}
+
+func signToken(t *testing.T, keys testKeys, issuer, audience, subject string, exp time.Time) string {
+	t.Helper()
+	b := jwt.NewBuilder().
+		Issuer(issuer).
+		Subject(subject).
+		Expiration(exp)
+	if audience != "" {
+		b = b.Audience([]string{audience})
+	}
+	tok, err := b.Build()
+	require.NoError(t, err)
+	signed, err := jwt.Sign(tok, jwt.WithKey(jwa.RS256, keys.priv))
+	require.NoError(t, err)
+	return string(signed)
+}
+
+func TestValidator(t *testing.T) {
+	keys := generateRSAKeys(t)
+	srv := mockOIDCServer(t, keys)
+	ctx := context.Background()
+
+	v, err := auth.NewValidator(srv.URL, "brain")
+	require.NoError(t, err)
+
+	tests := []struct {
+		name      string
+		token     string
+		wantSub   string
+		wantErr   bool
+	}{
+		{
+			name:    "valid jwt",
+			token:   signToken(t, keys, srv.URL, "brain", "test-user", time.Now().Add(time.Hour)),
+			wantSub: "test-user",
+		},
+		{
+			name:    "expired jwt",
+			token:   signToken(t, keys, srv.URL, "brain", "test-user", time.Now().Add(-time.Hour)),
+			wantErr: true,
+		},
+		{
+			name:    "wrong issuer",
+			token:   signToken(t, keys, "https://evil.example.com", "brain", "test-user", time.Now().Add(time.Hour)),
+			wantErr: true,
+		},
+		{
+			name:    "wrong audience",
+			token:   signToken(t, keys, srv.URL, "other-service", "test-user", time.Now().Add(time.Hour)),
+			wantErr: true,
+		},
+		{
+			name:    "tampered token",
+			token:   signToken(t, keys, srv.URL, "brain", "test-user", time.Now().Add(time.Hour)) + "tampered",
+			wantErr: true,
+		},
+		{
+			name:    "not a jwt",
+			token:   "not-a-jwt",
+			wantErr: true,
+		},
+	}
+
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			sub, err := v.Validate(ctx, tc.token)
+			if tc.wantErr {
+				assert.Error(t, err)
+				assert.Empty(t, sub)
+			} else {
+				require.NoError(t, err)
+				assert.Equal(t, tc.wantSub, sub)
+			}
+		})
+	}
+}
+
+func TestNewValidator_NoAudience(t *testing.T) {
+	keys := generateRSAKeys(t)
+	srv := mockOIDCServer(t, keys)
+	ctx := context.Background()
+
+	v, err := auth.NewValidator(srv.URL, "")
+	require.NoError(t, err)
+
+	// Token without audience passes when audience validation is disabled.
+	tok, err := jwt.NewBuilder().
+		Issuer(srv.URL).
+		Subject("sub").
+		Expiration(time.Now().Add(time.Hour)).
+		Build()
+	require.NoError(t, err)
+	signed, err := jwt.Sign(tok, jwt.WithKey(jwa.RS256, keys.priv))
+	require.NoError(t, err)
+
+	sub, err := v.Validate(ctx, string(signed))
+	require.NoError(t, err)
+	assert.Equal(t, "sub", sub)
+}
+
+func TestNewValidator_BadDiscoveryURL(t *testing.T) {
+	_, err := auth.NewValidator("http://127.0.0.1:1", "brain")
+	assert.Error(t, err)
+}

internal/auth/protected_resource.go

@@ -0,0 +1,23 @@
+package auth
+
+import (
+	"encoding/json"
+	"net/http"
+)
+
+// ProtectedResourceHandler returns an RFC 9728 oauth-protected-resource metadata
+// handler. Mount at GET /.well-known/oauth-protected-resource (no auth required).
+func ProtectedResourceHandler(resourceURL, issuerURL string) http.HandlerFunc {
+	type metadata struct {
+		Resource             string   `json:"resource"`
+		AuthorizationServers []string `json:"authorization_servers"`
+	}
+	body, _ := json.Marshal(metadata{
+		Resource:             resourceURL,
+		AuthorizationServers: []string{issuerURL},
+	})
+	return func(w http.ResponseWriter, _ *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		_, _ = w.Write(body)
+	}
+}

internal/auth/protected_resource_test.go

@@ -0,0 +1,28 @@
+package auth_test
+
+import (
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+
+	"github.com/mathiasbq/supervisor/internal/auth"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestProtectedResourceHandler(t *testing.T) {
+	h := auth.ProtectedResourceHandler("https://brain-mcp.d-ma.be", "https://auth.d-ma.be")
+	req := httptest.NewRequest(http.MethodGet, "/.well-known/oauth-protected-resource", nil)
+	rr := httptest.NewRecorder()
+	h(rr, req)
+
+	assert.Equal(t, http.StatusOK, rr.Code)
+	assert.Equal(t, "application/json", rr.Header().Get("Content-Type"))
+
+	var body map[string]any
+	require.NoError(t, json.Unmarshal(rr.Body.Bytes(), &body))
+	assert.Equal(t, "https://brain-mcp.d-ma.be", body["resource"])
+	servers := body["authorization_servers"].([]any)
+	assert.Equal(t, "https://auth.d-ma.be", servers[0])
+}

internal/config/routing.go

@@ -14,8 +14,8 @@ type RoutingConfig struct {
 	LiteLLMBaseURL     string  // LITELLM_BASE_URL, default http://piguard:4000
 	LiteLLMAPIKey      string  // LITELLM_API_KEY
 	BrainURL           string  // BRAIN_URL, default http://ingestion.supervisor:3300
-	LocalModel         string  // HYPERGUILD_LOCAL_MODEL, default qwen35
-	ClaudeModel        string  // HYPERGUILD_CLAUDE_MODEL, default claude-sonnet-4-6
+	FastModel          string  // HYPERGUILD_FAST_MODEL, default koala/qwen35-9b-fast
+	ThinkingModel      string  // HYPERGUILD_THINKING_MODEL, default iguana/gemma4-26b
 	// RouteLocalFloor and RouteLocalCeil intentionally invert the usual
 	// floor < ceil mathematical convention: Floor (default 0.90) is the
 	// UPPER boundary — at/above it, always route local; Ceil (default 0.70)
@@ -25,6 +25,16 @@ type RoutingConfig struct {
 	RouteLocalFloor    float64 // HYPERGUILD_ROUTE_LOCAL_FLOOR, default 0.90
 	RouteLocalCeil     float64 // HYPERGUILD_ROUTE_LOCAL_CEIL, default 0.70
 	PassRateTTLSeconds int     // HYPERGUILD_PASS_RATE_TTL_SECONDS, default 60
+
+	// project_create configuration. Empty GiteaMCPURL disables the
+	// project_create tool registration so the routing pod still starts
+	// in environments where it's not wired up.
+	GiteaMCPURL   string // GITEA_MCP_URL, e.g. http://koala:30340/mcp
+	GiteaMCPToken string // GITEA_MCP_TOKEN, bearer for gitea-mcp
+	GiteaOwner    string // GITEA_OWNER, default mathias
+	GitHubOwner   string // GITHUB_OWNER, default mathiasb
+	InfraRepo     string // INFRA_REPO, default infra
+	GitHubPAT     string // GITHUB_PAT, repo scope; never logged
 }
 
 func LoadRouting() (RoutingConfig, error) {
@@ -34,8 +44,8 @@ func LoadRouting() (RoutingConfig, error) {
 		LiteLLMBaseURL: envOr("LITELLM_BASE_URL", "http://piguard:4000"),
 		LiteLLMAPIKey:  os.Getenv("LITELLM_API_KEY"),
 		BrainURL:       envOr("BRAIN_URL", "http://ingestion.supervisor:3300"),
-		LocalModel:     envOr("HYPERGUILD_LOCAL_MODEL", "qwen35"),
-		ClaudeModel:    envOr("HYPERGUILD_CLAUDE_MODEL", "claude-sonnet-4-6"),
+		FastModel:      envOr("HYPERGUILD_FAST_MODEL", "koala/qwen35-9b-fast"),
+		ThinkingModel:  envOr("HYPERGUILD_THINKING_MODEL", "iguana/gemma4-26b"),
 	}
 
 	floor, err := parseFloatEnv("HYPERGUILD_ROUTE_LOCAL_FLOOR", 0.90)
@@ -56,6 +66,13 @@ func LoadRouting() (RoutingConfig, error) {
 	}
 	cfg.PassRateTTLSeconds = ttl
 
+	cfg.GiteaMCPURL = os.Getenv("GITEA_MCP_URL")
+	cfg.GiteaMCPToken = os.Getenv("GITEA_MCP_TOKEN")
+	cfg.GiteaOwner = envOr("GITEA_OWNER", "mathias")
+	cfg.GitHubOwner = envOr("GITHUB_OWNER", "mathiasb")
+	cfg.InfraRepo = envOr("INFRA_REPO", "infra")
+	cfg.GitHubPAT = os.Getenv("GITHUB_PAT")
+
 	return cfg, nil
 }
 

internal/config/routing_test.go

@@ -11,7 +11,7 @@ import (
 func TestLoadRoutingDefaults(t *testing.T) {
 	for _, k := range []string{
 		"ROUTING_PORT", "ROUTING_MCP_TOKEN", "LITELLM_BASE_URL", "LITELLM_API_KEY",
-		"BRAIN_URL", "HYPERGUILD_LOCAL_MODEL", "HYPERGUILD_CLAUDE_MODEL",
+		"BRAIN_URL", "HYPERGUILD_FAST_MODEL", "HYPERGUILD_THINKING_MODEL",
 		"HYPERGUILD_ROUTE_LOCAL_FLOOR", "HYPERGUILD_ROUTE_LOCAL_CEIL",
 		"HYPERGUILD_PASS_RATE_TTL_SECONDS",
 	} {
@@ -24,8 +24,8 @@ func TestLoadRoutingDefaults(t *testing.T) {
 	assert.Equal(t, "", cfg.MCPAuthToken)
 	assert.Equal(t, "http://piguard:4000", cfg.LiteLLMBaseURL)
 	assert.Equal(t, "http://ingestion.supervisor:3300", cfg.BrainURL)
-	assert.Equal(t, "qwen35", cfg.LocalModel)
-	assert.Equal(t, "claude-sonnet-4-6", cfg.ClaudeModel)
+	assert.Equal(t, "koala/qwen35-9b-fast", cfg.FastModel)
+	assert.Equal(t, "iguana/gemma4-26b", cfg.ThinkingModel)
 	assert.InDelta(t, 0.90, cfg.RouteLocalFloor, 1e-9)
 	assert.InDelta(t, 0.70, cfg.RouteLocalCeil, 1e-9)
 	assert.Equal(t, 60, cfg.PassRateTTLSeconds)
@@ -38,8 +38,8 @@ func TestLoadRoutingFromEnv(t *testing.T) {
 	t.Setenv("LITELLM_BASE_URL", "http://localhost:4000")
 	t.Setenv("LITELLM_API_KEY", "lk")
 	t.Setenv("BRAIN_URL", "http://localhost:3300")
-	t.Setenv("HYPERGUILD_LOCAL_MODEL", "qwen2-7b")
-	t.Setenv("HYPERGUILD_CLAUDE_MODEL", "claude-opus-4-7")
+	t.Setenv("HYPERGUILD_FAST_MODEL", "koala/phi4-14b")
+	t.Setenv("HYPERGUILD_THINKING_MODEL", "iguana/qwen3-14b-think")
 	t.Setenv("HYPERGUILD_ROUTE_LOCAL_FLOOR", "0.85")
 	t.Setenv("HYPERGUILD_ROUTE_LOCAL_CEIL", "0.65")
 	t.Setenv("HYPERGUILD_PASS_RATE_TTL_SECONDS", "30")
@@ -51,8 +51,8 @@ func TestLoadRoutingFromEnv(t *testing.T) {
 	assert.Equal(t, "http://localhost:4000", cfg.LiteLLMBaseURL)
 	assert.Equal(t, "lk", cfg.LiteLLMAPIKey)
 	assert.Equal(t, "http://localhost:3300", cfg.BrainURL)
-	assert.Equal(t, "qwen2-7b", cfg.LocalModel)
-	assert.Equal(t, "claude-opus-4-7", cfg.ClaudeModel)
+	assert.Equal(t, "koala/phi4-14b", cfg.FastModel)
+	assert.Equal(t, "iguana/qwen3-14b-think", cfg.ThinkingModel)
 	assert.InDelta(t, 0.85, cfg.RouteLocalFloor, 1e-9)
 	assert.InDelta(t, 0.65, cfg.RouteLocalCeil, 1e-9)
 	assert.Equal(t, 30, cfg.PassRateTTLSeconds)

internal/githubclient/client.go

@@ -0,0 +1,108 @@
+// Package githubclient is a minimal GitHub REST API client. The hyperguild
+// project_create flow is gitea-first; this client exists only to create an
+// empty repo on GitHub before the gitea→github push-mirror is configured,
+// since the mirror cannot push to a non-existent remote.
+package githubclient
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"time"
+)
+
+const defaultAPI = "https://api.github.com"
+
+type Client struct {
+	api   string
+	token string
+	http  *http.Client
+}
+
+// New returns a Client with the given personal access token (repo scope).
+func New(token string) *Client {
+	return &Client{
+		api:   defaultAPI,
+		token: token,
+		http:  &http.Client{Timeout: 30 * time.Second},
+	}
+}
+
+// WithBaseURL overrides the API base (test injection).
+func (c *Client) WithBaseURL(u string) *Client {
+	c.api = u
+	return c
+}
+
+// Repo is the subset of GitHub's repo response we surface upstream.
+type Repo struct {
+	FullName string `json:"full_name"`
+	HTMLURL  string `json:"html_url"`
+	CloneURL string `json:"clone_url"`
+	Private  bool   `json:"private"`
+}
+
+type createRepoArgs struct {
+	Name        string `json:"name"`
+	Description string `json:"description,omitempty"`
+	Private     bool   `json:"private"`
+	AutoInit    bool   `json:"auto_init"`
+}
+
+// ErrAlreadyExists is returned by CreateRepo when GitHub responds 422 with
+// "name already exists". Callers treat it as idempotent success.
+var ErrAlreadyExists = fmt.Errorf("github repo already exists")
+
+// CreateRepo creates a repo under the authenticated user's account.
+// auto_init is always false — the push-mirror will populate the repo from
+// gitea, so an auto-generated README would conflict on first push.
+func (c *Client) CreateRepo(ctx context.Context, name, description string, private bool) (*Repo, error) {
+	if c.token == "" {
+		return nil, fmt.Errorf("github pat not configured")
+	}
+	body, _ := json.Marshal(createRepoArgs{
+		Name:        name,
+		Description: description,
+		Private:     private,
+		AutoInit:    false,
+	})
+	req, err := http.NewRequestWithContext(ctx, http.MethodPost, c.api+"/user/repos", bytes.NewReader(body))
+	if err != nil {
+		return nil, fmt.Errorf("new request: %w", err)
+	}
+	req.Header.Set("Authorization", "token "+c.token)
+	req.Header.Set("Accept", "application/vnd.github+json")
+	req.Header.Set("Content-Type", "application/json")
+	req.Header.Set("X-GitHub-Api-Version", "2022-11-28")
+
+	resp, err := c.http.Do(req)
+	if err != nil {
+		return nil, fmt.Errorf("http: %w", err)
+	}
+	defer func() { _ = resp.Body.Close() }()
+
+	raw, _ := io.ReadAll(resp.Body)
+	switch resp.StatusCode {
+	case http.StatusCreated:
+		var r Repo
+		if err := json.Unmarshal(raw, &r); err != nil {
+			return nil, fmt.Errorf("decode response: %w", err)
+		}
+		return &r, nil
+	case http.StatusUnprocessableEntity:
+		// 422 covers "name already exists" + a handful of other validation
+		// errors. Treat any 422 that mentions "already exists" as idempotent
+		// success; everything else surfaces verbatim.
+		if bytes.Contains(raw, []byte("already exists")) {
+			return nil, ErrAlreadyExists
+		}
+		return nil, fmt.Errorf("github 422: %s", string(raw))
+	case http.StatusUnauthorized, http.StatusForbidden:
+		return nil, fmt.Errorf("github auth %d: PAT missing repo scope or invalid", resp.StatusCode)
+	default:
+		return nil, fmt.Errorf("github %d: %s", resp.StatusCode, string(raw))
+	}
+}

internal/githubclient/client_test.go

@@ -0,0 +1,71 @@
+package githubclient_test
+
+import (
+	"context"
+	"encoding/json"
+	"errors"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+
+	"github.com/mathiasbq/supervisor/internal/githubclient"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestCreateRepo_Success(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		assert.Equal(t, http.MethodPost, r.Method)
+		assert.Equal(t, "/user/repos", r.URL.Path)
+		assert.Equal(t, "token ghp_test", r.Header.Get("Authorization"))
+		var args map[string]any
+		b, _ := io.ReadAll(r.Body)
+		_ = json.Unmarshal(b, &args)
+		assert.Equal(t, "test-repo", args["name"])
+		assert.Equal(t, true, args["private"])
+		assert.Equal(t, false, args["auto_init"])
+		w.WriteHeader(http.StatusCreated)
+		_, _ = w.Write([]byte(`{"full_name":"mathiasb/test-repo","html_url":"https://github.com/mathiasb/test-repo","clone_url":"https://github.com/mathiasb/test-repo.git","private":true}`))
+	}))
+	defer srv.Close()
+
+	c := githubclient.New("ghp_test").WithBaseURL(srv.URL)
+	r, err := c.CreateRepo(context.Background(), "test-repo", "desc", true)
+	require.NoError(t, err)
+	assert.Equal(t, "mathiasb/test-repo", r.FullName)
+	assert.True(t, r.Private)
+}
+
+func TestCreateRepo_AlreadyExists(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		w.WriteHeader(http.StatusUnprocessableEntity)
+		_, _ = w.Write([]byte(`{"message":"Validation Failed","errors":[{"resource":"Repository","code":"custom","field":"name","message":"name already exists on this account"}]}`))
+	}))
+	defer srv.Close()
+
+	c := githubclient.New("ghp_test").WithBaseURL(srv.URL)
+	_, err := c.CreateRepo(context.Background(), "x", "", false)
+	require.Error(t, err)
+	assert.True(t, errors.Is(err, githubclient.ErrAlreadyExists))
+}
+
+func TestCreateRepo_Unauthorized(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		w.WriteHeader(http.StatusUnauthorized)
+		_, _ = w.Write([]byte(`{"message":"Bad credentials"}`))
+	}))
+	defer srv.Close()
+
+	c := githubclient.New("ghp_test").WithBaseURL(srv.URL)
+	_, err := c.CreateRepo(context.Background(), "x", "", false)
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "PAT missing repo scope")
+}
+
+func TestCreateRepo_NoToken(t *testing.T) {
+	c := githubclient.New("")
+	_, err := c.CreateRepo(context.Background(), "x", "", false)
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "github pat not configured")
+}

internal/mcp/server.go

@@ -8,6 +8,7 @@ import (
 	"net/http"
 	"strings"
 
+	"github.com/mathiasbq/supervisor/internal/auth"
 	"github.com/mathiasbq/supervisor/internal/registry"
 )
 
@@ -34,13 +35,14 @@ type rpcError struct {
 type Server struct {
 	reg       *registry.Registry
 	token     string
+	validator *auth.Validator
 }
 
-// NewServer constructs an MCP HTTP handler. If token is non-empty, every
-// request must carry "Authorization: Bearer <token>" or it is rejected with
-// HTTP 401 and JSON-RPC error -32001. Empty token disables auth (default).
-func NewServer(reg *registry.Registry, token string) *Server {
-	return &Server{reg: reg, token: token}
+// NewServer constructs an MCP HTTP handler. token is the static bearer token
+// (empty disables static auth). validator is optional; when non-nil, a valid
+// JWT from Dex is accepted in addition to the static token.
+func NewServer(reg *registry.Registry, token string, validator *auth.Validator) *Server {
+	return &Server{reg: reg, token: token, validator: validator}
 }
 
 func (s *Server) ServeHTTP(w http.ResponseWriter, r *http.Request) {
@@ -48,6 +50,22 @@ func (s *Server) ServeHTTP(w http.ResponseWriter, r *http.Request) {
 		return
 	}
 
+	// GET opens the SSE stream for server-to-client events (MCP streamable HTTP).
+	// claude.ai probes with GET before sending initialize, so accept without a session.
+	if r.Method == http.MethodGet {
+		w.Header().Set("Content-Type", "text/event-stream")
+		w.Header().Set("Cache-Control", "no-cache")
+		w.Header().Set("Connection", "keep-alive")
+		w.Header().Set("X-Accel-Buffering", "no")
+		w.WriteHeader(http.StatusOK)
+		if f, ok := w.(http.Flusher); ok {
+			_, _ = w.Write([]byte(": stream open\n\n"))
+			f.Flush()
+		}
+		<-r.Context().Done()
+		return
+	}
+
 	var req request
 	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
 		writeError(w, nil, -32700, "parse error")
@@ -104,17 +122,35 @@ func (s *Server) ServeHTTP(w http.ResponseWriter, r *http.Request) {
 	})
 }
 
-// checkAuth verifies the bearer token when one is configured. Returns true if
-// the request may proceed, false if it has been rejected (401 already written).
+// checkAuth verifies the bearer token. Accepts a valid Dex JWT (when validator
+// is configured) or the static token. Returns true if the request may proceed.
+// When neither token nor validator is configured, auth is disabled (default).
 func (s *Server) checkAuth(w http.ResponseWriter, r *http.Request) bool {
-	if s.token == "" {
+	if s.token == "" && s.validator == nil {
 		return true
 	}
 
-	const prefix = "Bearer "
-	hdr := r.Header.Get("Authorization")
-	if !strings.HasPrefix(hdr, prefix) ||
-		subtle.ConstantTimeCompare([]byte(hdr[len(prefix):]), []byte(s.token)) != 1 {
+	rawToken, ok := strings.CutPrefix(r.Header.Get("Authorization"), "Bearer ")
+	if !ok {
+		s.rejectAuth(w, r)
+		return false
+	}
+
+	if s.validator != nil {
+		if _, err := s.validator.Validate(r.Context(), rawToken); err == nil {
+			return true
+		}
+	}
+
+	if s.token != "" && subtle.ConstantTimeCompare([]byte(rawToken), []byte(s.token)) == 1 {
+		return true
+	}
+
+	s.rejectAuth(w, r)
+	return false
+}
+
+func (s *Server) rejectAuth(w http.ResponseWriter, r *http.Request) {
 	slog.Warn("mcp auth rejected", "remote", r.RemoteAddr, "method", r.Method)
 	w.Header().Set("Content-Type", "application/json")
 	w.WriteHeader(http.StatusUnauthorized)
@@ -122,9 +158,6 @@ func (s *Server) checkAuth(w http.ResponseWriter, r *http.Request) bool {
 		JSONRPC: "2.0",
 		Error:   &rpcError{Code: -32001, Message: "unauthorized"},
 	})
-		return false
-	}
-	return true
 }
 
 func writeError(w http.ResponseWriter, id any, code int, msg string) {

internal/mcp/server_test.go

@@ -23,7 +23,7 @@ func jsonBody(t *testing.T, v any) *bytes.Buffer {
 
 func TestMCPInitialize(t *testing.T) {
 	reg := registry.New()
-	srv := mcp.NewServer(reg, "")
+	srv := mcp.NewServer(reg, "", nil)
 
 	req := httptest.NewRequest(http.MethodPost, "/mcp", jsonBody(t, map[string]any{
 		"jsonrpc": "2.0",
@@ -45,7 +45,7 @@ func TestMCPInitialize(t *testing.T) {
 
 func TestMCPToolsList(t *testing.T) {
 	reg := registry.New()
-	srv := mcp.NewServer(reg, "")
+	srv := mcp.NewServer(reg, "", nil)
 
 	req := httptest.NewRequest(http.MethodPost, "/mcp", jsonBody(t, map[string]any{
 		"jsonrpc": "2.0", "id": 2, "method": "tools/list", "params": map[string]any{},
@@ -63,7 +63,7 @@ func TestMCPToolsList(t *testing.T) {
 
 func TestMCPUnknownMethod(t *testing.T) {
 	reg := registry.New()
-	srv := mcp.NewServer(reg, "")
+	srv := mcp.NewServer(reg, "", nil)
 
 	req := httptest.NewRequest(http.MethodPost, "/mcp", jsonBody(t, map[string]any{
 		"jsonrpc": "2.0", "id": 3, "method": "unknown/method", "params": map[string]any{},
@@ -80,7 +80,7 @@ func TestMCPUnknownMethod(t *testing.T) {
 
 func TestMCPNotificationKnownMethodGetsNoResponseBody(t *testing.T) {
 	reg := registry.New()
-	srv := mcp.NewServer(reg, "")
+	srv := mcp.NewServer(reg, "", nil)
 
 	// JSON-RPC 2.0 notification: "id" field absent. Per spec, server MUST NOT
 	// reply. notifications/initialized is part of the standard MCP handshake.
@@ -116,7 +116,7 @@ func TestMCPAuth(t *testing.T) {
 	for _, tc := range cases {
 		t.Run(tc.name, func(t *testing.T) {
 			reg := registry.New()
-			srv := mcp.NewServer(reg, tc.token)
+			srv := mcp.NewServer(reg, tc.token, nil)
 
 			req := httptest.NewRequest(http.MethodPost, "/mcp", jsonBody(t, map[string]any{
 				"jsonrpc": "2.0", "id": 1, "method": "initialize", "params": map[string]any{},
@@ -142,7 +142,7 @@ func TestMCPAuth(t *testing.T) {
 
 func TestMCPNotificationUnknownMethodGetsNoResponseBody(t *testing.T) {
 	reg := registry.New()
-	srv := mcp.NewServer(reg, "")
+	srv := mcp.NewServer(reg, "", nil)
 
 	req := httptest.NewRequest(http.MethodPost, "/mcp", jsonBody(t, map[string]any{
 		"jsonrpc": "2.0",

internal/mcpclient/client.go

@@ -0,0 +1,150 @@
+// Package mcpclient is a minimal JSON-RPC over HTTP client for talking to
+// MCP servers from inside hyperguild components. It only implements
+// `tools/call` because that's all consumer skills need today.
+package mcpclient
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"net/http"
+	"time"
+)
+
+// Client calls an MCP server over Streamable HTTP / JSON-RPC.
+type Client struct {
+	url    string
+	token  string
+	http   *http.Client
+}
+
+// ErrTokenRequired is returned by New when token is empty. Empty token
+// causes mcpclient to omit the Authorization header at request time,
+// which is silently misread as 401 by bearer-auth servers — see
+// hyperguild #13 and the brain entry on the failure mode.
+var ErrTokenRequired = errors.New("mcpclient: token required")
+
+// New returns a Client. Returns ErrTokenRequired when token is empty:
+// every MCP server we talk to today is bearer-protected, and an empty
+// token is always a configuration bug (typically a Kubernetes Secret
+// missing the expected key, see hyperguild #13). Callers that genuinely
+// need an unauthenticated client should construct &Client{} directly in
+// tests, not call New.
+func New(url, token string) (*Client, error) {
+	if token == "" {
+		return nil, ErrTokenRequired
+	}
+	return &Client{
+		url:   url,
+		token: token,
+		http:  &http.Client{Timeout: 60 * time.Second},
+	}, nil
+}
+
+// WithHTTPClient overrides the underlying HTTP client (test injection).
+func (c *Client) WithHTTPClient(h *http.Client) *Client {
+	c.http = h
+	return c
+}
+
+type rpcRequest struct {
+	JSONRPC string         `json:"jsonrpc"`
+	ID      int            `json:"id"`
+	Method  string         `json:"method"`
+	Params  map[string]any `json:"params"`
+}
+
+type rpcError struct {
+	Code    int    `json:"code"`
+	Message string `json:"message"`
+}
+
+type rpcResponse struct {
+	JSONRPC string          `json:"jsonrpc"`
+	ID      int             `json:"id"`
+	Result  json.RawMessage `json:"result,omitempty"`
+	Error   *rpcError       `json:"error,omitempty"`
+}
+
+// Error is returned when the remote MCP server signals a typed failure.
+// Code follows JSON-RPC conventions; see gitea-mcp internal/mcp/jsonrpc.go
+// for the codes the server uses (e.g. -32002 NotFound, -32003 Conflict).
+type Error struct {
+	Code    int
+	Message string
+}
+
+func (e *Error) Error() string { return fmt.Sprintf("mcp error %d: %s", e.Code, e.Message) }
+
+// CallTool issues `tools/call`. result is JSON-unmarshalled from the
+// server's content[0].text field; pass nil to discard.
+func (c *Client) CallTool(ctx context.Context, name string, args any, result any) error {
+	body, err := json.Marshal(rpcRequest{
+		JSONRPC: "2.0",
+		ID:      1,
+		Method:  "tools/call",
+		Params: map[string]any{
+			"name":      name,
+			"arguments": args,
+		},
+	})
+	if err != nil {
+		return fmt.Errorf("marshal request: %w", err)
+	}
+
+	req, err := http.NewRequestWithContext(ctx, http.MethodPost, c.url, bytes.NewReader(body))
+	if err != nil {
+		return fmt.Errorf("new request: %w", err)
+	}
+	req.Header.Set("Content-Type", "application/json")
+	if c.token != "" {
+		req.Header.Set("Authorization", "Bearer "+c.token)
+	}
+
+	resp, err := c.http.Do(req)
+	if err != nil {
+		return fmt.Errorf("http: %w", err)
+	}
+	defer func() { _ = resp.Body.Close() }()
+
+	raw, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return fmt.Errorf("read body: %w", err)
+	}
+	if resp.StatusCode >= 400 {
+		return fmt.Errorf("mcp http %d: %s", resp.StatusCode, string(raw))
+	}
+
+	var rpc rpcResponse
+	if err := json.Unmarshal(raw, &rpc); err != nil {
+		return fmt.Errorf("decode response: %w (body=%s)", err, string(raw))
+	}
+	if rpc.Error != nil {
+		return &Error{Code: rpc.Error.Code, Message: rpc.Error.Message}
+	}
+
+	if result == nil {
+		return nil
+	}
+
+	// MCP success result shape: { content: [{type:"text", text:"<json>"}] }
+	var wrap struct {
+		Content []struct {
+			Type string `json:"type"`
+			Text string `json:"text"`
+		} `json:"content"`
+	}
+	if err := json.Unmarshal(rpc.Result, &wrap); err != nil {
+		return fmt.Errorf("decode wrap: %w (result=%s)", err, string(rpc.Result))
+	}
+	if len(wrap.Content) == 0 {
+		return fmt.Errorf("empty content in tool response")
+	}
+	if err := json.Unmarshal([]byte(wrap.Content[0].Text), result); err != nil {
+		return fmt.Errorf("decode tool result text: %w (text=%s)", err, wrap.Content[0].Text)
+	}
+	return nil
+}

internal/mcpclient/client_test.go

@@ -0,0 +1,92 @@
+package mcpclient_test
+
+import (
+	"context"
+	"encoding/json"
+	"errors"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+
+	"github.com/mathiasbq/supervisor/internal/mcpclient"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestNew_EmptyTokenFailsFast(t *testing.T) {
+	c, err := mcpclient.New("http://example.invalid", "")
+	require.Error(t, err)
+	require.Nil(t, c)
+	require.ErrorIs(t, err, mcpclient.ErrTokenRequired)
+}
+
+func TestCallTool_Success(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		assert.Equal(t, http.MethodPost, r.Method)
+		assert.Equal(t, "Bearer tok", r.Header.Get("Authorization"))
+		b, _ := io.ReadAll(r.Body)
+		var got map[string]any
+		_ = json.Unmarshal(b, &got)
+		assert.Equal(t, "tools/call", got["method"])
+		params := got["params"].(map[string]any)
+		assert.Equal(t, "x_y", params["name"])
+
+		w.Header().Set("Content-Type", "application/json")
+		_, _ = w.Write([]byte(`{"jsonrpc":"2.0","id":1,"result":{"content":[{"type":"text","text":"{\"ok\":true,\"n\":7}"}]}}`))
+	}))
+	defer srv.Close()
+
+	c, err := mcpclient.New(srv.URL, "tok")
+	require.NoError(t, err)
+	var out struct {
+		OK bool `json:"ok"`
+		N  int  `json:"n"`
+	}
+	require.NoError(t, c.CallTool(context.Background(), "x_y", map[string]any{"a": 1}, &out))
+	assert.True(t, out.OK)
+	assert.Equal(t, 7, out.N)
+}
+
+func TestCallTool_RPCError(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		_, _ = w.Write([]byte(`{"jsonrpc":"2.0","id":1,"error":{"code":-32003,"message":"already exists"}}`))
+	}))
+	defer srv.Close()
+
+	c, err := mcpclient.New(srv.URL, "test")
+	require.NoError(t, err)
+	err = c.CallTool(context.Background(), "x", nil, nil)
+	require.Error(t, err)
+	var me *mcpclient.Error
+	require.True(t, errors.As(err, &me))
+	assert.Equal(t, -32003, me.Code)
+	assert.Contains(t, me.Message, "already exists")
+}
+
+func TestCallTool_HTTPError(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		w.WriteHeader(http.StatusUnauthorized)
+		_, _ = w.Write([]byte(`unauthorized`))
+	}))
+	defer srv.Close()
+
+	c, err := mcpclient.New(srv.URL, "test")
+	require.NoError(t, err)
+	err = c.CallTool(context.Background(), "x", nil, nil)
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "401")
+}
+
+func TestCallTool_NilResult(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		_, _ = w.Write([]byte(`{"jsonrpc":"2.0","id":1,"result":{"content":[{"type":"text","text":"{}"}]}}`))
+	}))
+	defer srv.Close()
+
+	c, err := mcpclient.New(srv.URL, "test")
+	require.NoError(t, err)
+	require.NoError(t, c.CallTool(context.Background(), "x", nil, nil))
+}

internal/routing/log.go

@@ -13,7 +13,7 @@ import (
 type LogEntry struct {
 	SessionID   string
 	Skill       string // the original skill the call routed (e.g., "review")
-	Decision    string // "local" or "claude" or "claude_fallback"
+	Decision    string // "local" or "thinking" or "thinking_fallback"
 	Message     string // free-form, e.g. "model=qwen35, pass_rate=0.94"
 	ProjectRoot string
 	DurationMs  int64

internal/routing/router.go

@@ -24,8 +24,8 @@ type Router struct {
 	Fetcher     *Fetcher
 	Logger      *Logger
 	Policy      Policy
-	LocalModel  string
-	ClaudeModel string
+	FastModel     string
+	ThinkingModel string
 	Complete    CompleteFunc
 }
 
@@ -40,9 +40,9 @@ func (r *Router) Run(ctx context.Context, in RunInput) (string, int64, error) {
 	hash := CanonicalHash(in.System, in.User)
 	decision := r.Policy.Decide(pr, hash)
 
-	model := r.ClaudeModel
+	model := r.ThinkingModel
 	if decision == DecideLocal {
-		model = r.LocalModel
+		model = r.FastModel
 	}
 
 	out, ms, err := r.Complete(ctx, model, in.System, in.User)
@@ -59,13 +59,13 @@ func (r *Router) Run(ctx context.Context, in RunInput) (string, int64, error) {
 	}
 
 	if err != nil && decision == DecideLocal {
-		slog.Warn("router: local failed, falling open to claude", "skill", in.Skill, "err", err)
-		out, ms, err = r.Complete(ctx, r.ClaudeModel, in.System, in.User)
+		slog.Warn("router: fast failed, falling open to thinking model", "skill", in.Skill, "err", err)
+		out, ms, err = r.Complete(ctx, r.ThinkingModel, in.System, in.User)
 		if lerr := r.Logger.LogDecision(ctx, LogEntry{
 			SessionID:   in.SessionID,
 			Skill:       in.Skill,
-			Decision:    "claude_fallback",
-			Message:     fmt.Sprintf("model=%s, after-local-error", r.ClaudeModel),
+			Decision:    "thinking_fallback",
+			Message:     fmt.Sprintf("model=%s, after-fast-error", r.ThinkingModel),
 			ProjectRoot: in.ProjectRoot,
 			DurationMs:  ms,
 			Failed:      err != nil,

internal/routing/router_test.go

@@ -52,8 +52,8 @@ func newRouter(t *testing.T, llm *fakeLLM, passRate float64) (*routing.Router, *
 		Fetcher:       routing.NewFetcher(brain.URL, "7d", time.Minute),
 		Logger:        routing.NewLogger(brain.URL),
 		Policy:        routing.Policy{Floor: 0.9, Ceil: 0.7},
-		LocalModel:  "qwen35",
-		ClaudeModel: "claude-sonnet-4-6",
+		FastModel:     "koala/qwen35-9b-fast",
+		ThinkingModel: "iguana/gemma4-26b",
 		Complete:      llm.Complete,
 	}
 	return r, brain, brain
@@ -72,10 +72,10 @@ func TestRouterRoutesLocalAtHighPassRate(t *testing.T) {
 	llm.mu.Lock()
 	defer llm.mu.Unlock()
 	require.Len(t, llm.calls, 1)
-	assert.Equal(t, "qwen35", llm.calls[0].Model)
+	assert.Equal(t, "koala/qwen35-9b-fast", llm.calls[0].Model)
 }
 
-func TestRouterRoutesClaudeAtLowPassRate(t *testing.T) {
+func TestRouterRoutesThinkingAtLowPassRate(t *testing.T) {
 	llm := &fakeLLM{resp: "ok"}
 	r, _, _ := newRouter(t, llm, 0.3)
 
@@ -87,12 +87,12 @@ func TestRouterRoutesClaudeAtLowPassRate(t *testing.T) {
 	llm.mu.Lock()
 	defer llm.mu.Unlock()
 	require.Len(t, llm.calls, 1)
-	assert.Equal(t, "claude-sonnet-4-6", llm.calls[0].Model)
+	assert.Equal(t, "iguana/gemma4-26b", llm.calls[0].Model)
 }
 
-func TestRouterFailsOpenLocalErrorToClaude(t *testing.T) {
-	llm := &fakeLLM{resp: "ok-after-fallback", err: errors.New("local boom"), errOn: "qwen35"}
-	r, _, _ := newRouter(t, llm, 0.95) // would route local
+func TestRouterFailsOpenFastErrorToThinking(t *testing.T) {
+	llm := &fakeLLM{resp: "ok-after-fallback", err: errors.New("fast boom"), errOn: "koala/qwen35-9b-fast"}
+	r, _, _ := newRouter(t, llm, 0.95) // would route fast
 
 	out, _, err := r.Run(context.Background(), routing.RunInput{
 		Skill: "review", System: "sys", User: "user", SessionID: "s3",
@@ -103,12 +103,12 @@ func TestRouterFailsOpenLocalErrorToClaude(t *testing.T) {
 	llm.mu.Lock()
 	defer llm.mu.Unlock()
 	require.Len(t, llm.calls, 2)
-	assert.Equal(t, "qwen35", llm.calls[0].Model)
-	assert.Equal(t, "claude-sonnet-4-6", llm.calls[1].Model)
+	assert.Equal(t, "koala/qwen35-9b-fast", llm.calls[0].Model)
+	assert.Equal(t, "iguana/gemma4-26b", llm.calls[1].Model)
 }
 
-func TestRouterDefaultsToLocalWhenBrainUnreachable(t *testing.T) {
-	// Brain returns 500 → fetcher errors → router treats pass rate as nil → local.
+func TestRouterDefaultsToFastWhenBrainUnreachable(t *testing.T) {
+	// Brain returns 500 → fetcher errors → router treats pass rate as nil → fast.
 	brain := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
 		http.Error(w, "down", http.StatusInternalServerError)
 	}))
@@ -119,8 +119,8 @@ func TestRouterDefaultsToLocalWhenBrainUnreachable(t *testing.T) {
 		Fetcher:       routing.NewFetcher(brain.URL, "7d", time.Minute),
 		Logger:        routing.NewLogger(brain.URL),
 		Policy:        routing.Policy{Floor: 0.9, Ceil: 0.7},
-		LocalModel:  "qwen35",
-		ClaudeModel: "claude-sonnet-4-6",
+		FastModel:     "koala/qwen35-9b-fast",
+		ThinkingModel: "iguana/gemma4-26b",
 		Complete:      llm.Complete,
 	}
 
@@ -132,5 +132,5 @@ func TestRouterDefaultsToLocalWhenBrainUnreachable(t *testing.T) {
 	llm.mu.Lock()
 	defer llm.mu.Unlock()
 	require.Len(t, llm.calls, 1)
-	assert.Equal(t, "qwen35", llm.calls[0].Model)
+	assert.Equal(t, "koala/qwen35-9b-fast", llm.calls[0].Model)
 }

internal/skills/project/handlers.go

@@ -0,0 +1,297 @@
+package project
+
+import (
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"strings"
+	"time"
+
+	"github.com/mathiasbq/supervisor/internal/githubclient"
+	"github.com/mathiasbq/supervisor/internal/mcpclient"
+)
+
+type createArgs struct {
+	Name           string `json:"name"`
+	Description    string `json:"description"`
+	Hypothesis     string `json:"hypothesis"`
+	Folder         string `json:"folder"`
+	Stack          string `json:"stack"`
+	Private        bool   `json:"private"`
+	MirrorToGitHub bool   `json:"mirror_to_github,omitempty"`
+}
+
+type createResult struct {
+	GiteaURL  string `json:"gitea_url"`
+	GitHubURL string `json:"github_url"`
+	IssueURL  string `json:"issue_url"`
+	NextSteps string `json:"next_steps"`
+
+	// Reached records the steps that completed. Populated on partial failure
+	// so callers can resume manually instead of guessing what already ran.
+	Reached []string `json:"reached,omitempty"`
+
+	// FailedStep is non-empty when a downstream gitea-mcp call returned an
+	// error; the error itself is surfaced via the JSON-RPC error response,
+	// this field tells the operator which step it happened in.
+	FailedStep string `json:"failed_step,omitempty"`
+}
+
+func errUnknownTool(name string) error { return fmt.Errorf("unknown tool: %s", name) }
+
+// step names — must match what we surface in failed_step / reached.
+const (
+	stepCreateRepo   = "create_repo"
+	stepCreateGitHub = "create_github_repo"
+	stepMirror       = "mirror"
+	stepInfraCommit  = "infra_commit"
+	stepIssue        = "issue"
+)
+
+func (s *Skill) handleCreate(ctx context.Context, raw json.RawMessage) (json.RawMessage, error) {
+	var args createArgs
+	if err := json.Unmarshal(raw, &args); err != nil {
+		return nil, fmt.Errorf("parse args: %w", err)
+	}
+	if err := validate(args); err != nil {
+		return nil, err
+	}
+
+	tmpl := templateFor(args.Stack)
+	giteaURL := fmt.Sprintf("http://gitea.d-ma.be/%s/%s", s.cfg.GiteaOwner, args.Name)
+
+	res := createResult{
+		GiteaURL: giteaURL,
+	}
+	if args.MirrorToGitHub {
+		res.GitHubURL = fmt.Sprintf("https://github.com/%s/%s", s.cfg.GitHubOwner, args.Name)
+	}
+
+	// Step 1: create_project_from_template. If the repo already exists,
+	// gitea-mcp returns -32003 Conflict; we treat that as idempotent success
+	// and continue to the next steps so re-running self-heals partial runs.
+	existed, err := s.callCreateRepo(ctx, args, tmpl)
+	if err != nil {
+		return marshalPartial(res, stepCreateRepo, err)
+	}
+	res.Reached = append(res.Reached, stepCreateRepo)
+
+	// Steps 2+3 are skipped when MirrorToGitHub is false. Default per
+	// infra ADR (Gitea as true master, GitHub as optional opt-in): keep
+	// client / business-logic / personal repos Gitea-only. Set
+	// `mirror_to_github: true` for open-source projects that want a
+	// public GitHub mirror (hyperguild, gitea-mcp, template-*).
+	if args.MirrorToGitHub {
+		// Step 2: create empty GitHub repo. Gitea's push-mirror cannot push
+		// to a non-existent remote, so the destination must exist before
+		// step 3 configures the mirror. Skipped when GitHub client is unset
+		// (degraded mode — see Config.GitHub doc).
+		if s.cfg.GitHub != nil {
+			if err := s.callCreateGitHubRepo(ctx, args); err != nil && !errors.Is(err, githubclient.ErrAlreadyExists) {
+				return marshalPartial(res, stepCreateGitHub, err)
+			}
+			res.Reached = append(res.Reached, stepCreateGitHub)
+		}
+
+		// Step 3: configure push mirror to GitHub. Idempotent: if a mirror with
+		// the same remote already exists, gitea-mcp returns Conflict; we swallow it.
+		if err := s.callMirror(ctx, args.Name); err != nil {
+			if !isConflict(err) {
+				return marshalPartial(res, stepMirror, err)
+			}
+		}
+		res.Reached = append(res.Reached, stepMirror)
+	}
+
+	// Step 3: commit staging namespace manifest to infra repo. Done before
+	// the issue so the staging env is reconciling by the time the issue lands.
+	if err := s.callInfraCommit(ctx, args.Name); err != nil {
+		if !isConflict(err) {
+			return marshalPartial(res, stepInfraCommit, err)
+		}
+	}
+	res.Reached = append(res.Reached, stepInfraCommit)
+
+	// Step 4: open the experiment-brief issue on the new repo.
+	issueURL, err := s.callIssue(ctx, args, existed)
+	if err != nil {
+		return marshalPartial(res, stepIssue, err)
+	}
+	res.IssueURL = issueURL
+	res.Reached = append(res.Reached, stepIssue)
+
+	folder := args.Folder
+	if folder == "" {
+		folder = "."
+	}
+	res.NextSteps = fmt.Sprintf(
+		"cd ~/dev/%s/%s && task new-project -- %s personal %s %s && git remote add origin http://gitea.d-ma.be/%s/%s.git && git push -u origin main",
+		folder, args.Name, args.Name, folder, args.Stack, s.cfg.GiteaOwner, args.Name,
+	)
+
+	return marshalResult(res)
+}
+
+// callCreateRepo invokes create_project_from_template. Returns (existed, err)
+// where existed=true means the destination was already present and we should
+// treat it as a no-op success (idempotency).
+func (s *Skill) callCreateRepo(ctx context.Context, args createArgs, template string) (bool, error) {
+	var out struct {
+		HTMLURL string `json:"html_url"`
+	}
+	err := s.cfg.Client.CallTool(ctx, "create_project_from_template", map[string]any{
+		"owner":         s.cfg.GiteaOwner,
+		"name":          args.Name,
+		"description":   args.Description,
+		"private":       args.Private,
+		"template_name": template,
+	}, &out)
+	if err == nil {
+		return false, nil
+	}
+	if isConflict(err) {
+		return true, nil
+	}
+	return false, err
+}
+
+// callCreateGitHubRepo creates the empty destination repo on GitHub.
+// auto_init=false in githubclient so first push from gitea doesn't conflict
+// with an auto-generated README.
+func (s *Skill) callCreateGitHubRepo(ctx context.Context, args createArgs) error {
+	_, err := s.cfg.GitHub.CreateRepo(ctx, args.Name, args.Description, args.Private)
+	return err
+}
+
+// callMirror configures the push mirror to GitHub.
+func (s *Skill) callMirror(ctx context.Context, name string) error {
+	remote := fmt.Sprintf("https://github.com/%s/%s.git", s.cfg.GitHubOwner, name)
+	return s.cfg.Client.CallTool(ctx, "repo_mirror_push", map[string]any{
+		"owner":           s.cfg.GiteaOwner,
+		"name":            name,
+		"action":          "add",
+		"remote_address":  remote,
+		"remote_username": s.cfg.GitHubOwner,
+		"remote_password": s.cfg.GitHubPAT,
+		"interval":        "8h0m0s",
+		"sync_on_commit":  true,
+	}, nil)
+}
+
+// callInfraCommit writes the staging namespace manifest directly to infra
+// main. Flux reconciles within ~60s. See DECISIONS.md 2026-05-18.
+func (s *Skill) callInfraCommit(ctx context.Context, name string) error {
+	manifest := stagingNamespaceManifest(name, time.Now().UTC().Format(time.RFC3339))
+	return s.cfg.Client.CallTool(ctx, "file_write_branch", map[string]any{
+		"owner":   s.cfg.GiteaOwner,
+		"name":    s.cfg.InfraRepo,
+		"path":    fmt.Sprintf("k3s/staging/%s/namespace.yaml", name),
+		"content": manifest,
+		"branch":  "main",
+		"message": fmt.Sprintf("feat(staging): add namespace for %s\n\nGenerated by hyperguild project_create.", name),
+	}, nil)
+}
+
+// callIssue opens the experiment-brief issue on the newly-created repo.
+// existed=true (repo pre-existed) still posts a new brief — repeated runs
+// can intentionally restate intent without colliding.
+func (s *Skill) callIssue(ctx context.Context, args createArgs, existed bool) (string, error) {
+	body := experimentBrief(args, existed)
+	var out struct {
+		HTMLURL string `json:"html_url"`
+	}
+	err := s.cfg.Client.CallTool(ctx, "issue_create", map[string]any{
+		"owner": s.cfg.GiteaOwner,
+		"name":  args.Name,
+		"title": "experiment brief: " + args.Description,
+		"body":  body,
+	}, &out)
+	if err != nil {
+		return "", err
+	}
+	return out.HTMLURL, nil
+}
+
+func stagingNamespaceManifest(name, createdAt string) string {
+	return fmt.Sprintf(`apiVersion: v1
+kind: Namespace
+metadata:
+  name: staging-%s
+  labels:
+    managed-by: hyperguild
+    project: %s
+    created-at: "%s"
+`, name, name, createdAt)
+}
+
+func experimentBrief(args createArgs, existed bool) string {
+	var b strings.Builder
+	b.WriteString("## Hypothesis\n\n")
+	b.WriteString(args.Hypothesis)
+	b.WriteString("\n\n## Description\n\n")
+	b.WriteString(args.Description)
+	b.WriteString("\n\n## Stack\n\n`")
+	b.WriteString(args.Stack)
+	b.WriteString("`\n\n## Provisioning\n\n")
+	b.WriteString("- Repo created from `template-")
+	b.WriteString(args.Stack)
+	b.WriteString("` on Gitea.\n")
+	if args.MirrorToGitHub {
+		b.WriteString("- Push-mirror configured to GitHub.\n")
+	} else {
+		b.WriteString("- Gitea-only (no GitHub mirror — set `mirror_to_github: true` to opt in).\n")
+	}
+	b.WriteString("- Staging namespace manifest committed to infra repo.\n\n")
+	if existed {
+		b.WriteString("> Note: this repo already existed when `project_create` ran — provisioning steps were re-applied idempotently.\n")
+	}
+	return b.String()
+}
+
+func validate(args createArgs) error {
+	if args.Name == "" {
+		return errors.New("name is required")
+	}
+	if args.Description == "" {
+		return errors.New("description is required")
+	}
+	if args.Hypothesis == "" {
+		return errors.New("hypothesis is required")
+	}
+	if args.Stack != "go-agent" && args.Stack != "go-web" {
+		return fmt.Errorf("stack must be go-agent or go-web, got %q", args.Stack)
+	}
+	return nil
+}
+
+func templateFor(stack string) string {
+	switch stack {
+	case "go-agent":
+		return "template-go-agent"
+	default:
+		return "template-go-web"
+	}
+}
+
+func isConflict(err error) bool {
+	var me *mcpclient.Error
+	if errors.As(err, &me) && me.Code == -32003 {
+		return true
+	}
+	return false
+}
+
+func marshalResult(r createResult) (json.RawMessage, error) {
+	b, err := json.Marshal(r)
+	if err != nil {
+		return nil, fmt.Errorf("marshal result: %w", err)
+	}
+	return b, nil
+}
+
+func marshalPartial(r createResult, step string, inner error) (json.RawMessage, error) {
+	r.FailedStep = step
+	b, _ := json.Marshal(r)
+	return b, fmt.Errorf("project_create step %q failed: %w", step, inner)
+}

internal/skills/project/handlers_test.go

@@ -0,0 +1,419 @@
+package project_test
+
+import (
+	"context"
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"strings"
+	"sync"
+	"testing"
+
+	"github.com/mathiasbq/supervisor/internal/githubclient"
+	"github.com/mathiasbq/supervisor/internal/mcpclient"
+	"github.com/mathiasbq/supervisor/internal/skills/project"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+// fakeGitHub captures POST /user/repos calls.
+type fakeGitHub struct {
+	mu          sync.Mutex
+	Calls       []map[string]any
+	ReturnError int // 0 = 201 Created, 422 = already exists, etc.
+}
+
+func (g *fakeGitHub) handler() http.Handler {
+	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		var args map[string]any
+		_ = json.NewDecoder(r.Body).Decode(&args)
+		g.mu.Lock()
+		g.Calls = append(g.Calls, args)
+		code := g.ReturnError
+		g.mu.Unlock()
+		switch code {
+		case 0:
+			w.WriteHeader(http.StatusCreated)
+			_, _ = w.Write([]byte(`{"full_name":"mathiasb/x","html_url":"https://github.com/mathiasb/x","clone_url":"https://github.com/mathiasb/x.git"}`))
+		case 422:
+			w.WriteHeader(http.StatusUnprocessableEntity)
+			_, _ = w.Write([]byte(`{"errors":[{"message":"name already exists on this account"}]}`))
+		default:
+			w.WriteHeader(code)
+			_, _ = w.Write([]byte(`{"message":"boom"}`))
+		}
+	})
+}
+
+// fakeGiteaMCP implements just enough of the JSON-RPC tools/call surface
+// to drive project_create end-to-end without an actual gitea-mcp server.
+type fakeGiteaMCP struct {
+	mu sync.Mutex
+	// Recorded calls in order.
+	Calls []recordedCall
+	// Per-tool response. Default is a generic success object.
+	Responses map[string]any
+	// Per-tool error response, takes precedence over Responses.
+	Errors map[string]rpcErr
+}
+
+type rpcErr struct {
+	Code    int
+	Message string
+}
+
+type recordedCall struct {
+	Tool string
+	Args map[string]any
+}
+
+func (f *fakeGiteaMCP) handler() http.Handler {
+	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		var req struct {
+			ID     int             `json:"id"`
+			Params json.RawMessage `json:"params"`
+		}
+		_ = json.NewDecoder(r.Body).Decode(&req)
+		var p struct {
+			Name      string          `json:"name"`
+			Arguments json.RawMessage `json:"arguments"`
+		}
+		_ = json.Unmarshal(req.Params, &p)
+		var args map[string]any
+		_ = json.Unmarshal(p.Arguments, &args)
+
+		f.mu.Lock()
+		f.Calls = append(f.Calls, recordedCall{Tool: p.Name, Args: args})
+		errResp, hasErr := f.Errors[p.Name]
+		var resp any
+		if r, ok := f.Responses[p.Name]; ok {
+			resp = r
+		} else {
+			resp = map[string]any{"html_url": "http://gitea.example/" + p.Name}
+		}
+		f.mu.Unlock()
+
+		w.Header().Set("Content-Type", "application/json")
+		if hasErr {
+			body, _ := json.Marshal(map[string]any{
+				"jsonrpc": "2.0",
+				"id":      req.ID,
+				"error":   map[string]any{"code": errResp.Code, "message": errResp.Message},
+			})
+			_, _ = w.Write(body)
+			return
+		}
+		respText, _ := json.Marshal(resp)
+		body, _ := json.Marshal(map[string]any{
+			"jsonrpc": "2.0",
+			"id":      req.ID,
+			"result": map[string]any{
+				"content": []map[string]any{{"type": "text", "text": string(respText)}},
+			},
+		})
+		_, _ = w.Write(body)
+	})
+}
+
+func newSkill(t *testing.T, f *fakeGiteaMCP) (*project.Skill, *fakeGitHub) {
+	t.Helper()
+	srv := httptest.NewServer(f.handler())
+	t.Cleanup(srv.Close)
+
+	gh := &fakeGitHub{}
+	ghSrv := httptest.NewServer(gh.handler())
+	t.Cleanup(ghSrv.Close)
+
+	return project.New(project.Config{
+		Client:      mustClient(t, srv.URL),
+		GitHub:      githubclient.New("ghp_test").WithBaseURL(ghSrv.URL),
+		GiteaOwner:  "mathias",
+		GitHubOwner: "mathiasb",
+		GitHubPAT:   "ghp_test",
+		InfraRepo:   "infra",
+	}), gh
+}
+
+// newSkillNoGitHub builds a skill with the GitHub client unset — degraded
+// mode where the github-repo-creation step is skipped.
+func newSkillNoGitHub(t *testing.T, f *fakeGiteaMCP) *project.Skill {
+	t.Helper()
+	srv := httptest.NewServer(f.handler())
+	t.Cleanup(srv.Close)
+	return project.New(project.Config{
+		Client:      mustClient(t, srv.URL),
+		GiteaOwner:  "mathias",
+		GitHubOwner: "mathiasb",
+		InfraRepo:   "infra",
+	})
+}
+
+// mustClient builds an mcpclient against an httptest server. Uses a
+// non-empty dummy token because httptest servers don't enforce bearer
+// auth, but mcpclient.New now requires non-empty token (see #13).
+func mustClient(t *testing.T, url string) *mcpclient.Client {
+	t.Helper()
+	c, err := mcpclient.New(url, "test-token")
+	require.NoError(t, err)
+	return c
+}
+
+// happyArgs returns the minimal valid request. With the Gitea-as-true-master
+// ADR shipped, this defaults to Gitea-only (mirror_to_github omitted = false).
+// Tests that need the full Gitea + GitHub mirror flow use mirroredArgs().
+func happyArgs() json.RawMessage {
+	return json.RawMessage(`{
+		"name":"my-experiment",
+		"description":"One-line desc",
+		"hypothesis":"We believe X produces Y",
+		"folder":"AGENTS",
+		"stack":"go-agent",
+		"private":true
+	}`)
+}
+
+// mirroredArgs is happyArgs + mirror_to_github=true — the explicit opt-in
+// path. Equivalent to the pre-ADR default.
+func mirroredArgs() json.RawMessage {
+	return json.RawMessage(`{
+		"name":"my-experiment",
+		"description":"One-line desc",
+		"hypothesis":"We believe X produces Y",
+		"folder":"AGENTS",
+		"stack":"go-agent",
+		"private":true,
+		"mirror_to_github":true
+	}`)
+}
+
+func TestProjectCreate_HappyPath(t *testing.T) {
+	f := &fakeGiteaMCP{
+		Responses: map[string]any{
+			"issue_create": map[string]any{"html_url": "http://gitea.d-ma.be/mathias/my-experiment/issues/1"},
+		},
+	}
+	skill, gh := newSkill(t, f)
+
+	out, err := skill.Handle(context.Background(), "project_create", mirroredArgs())
+	require.NoError(t, err)
+
+	var res map[string]any
+	require.NoError(t, json.Unmarshal(out, &res))
+	assert.Equal(t, "http://gitea.d-ma.be/mathias/my-experiment", res["gitea_url"])
+	assert.Equal(t, "https://github.com/mathiasb/my-experiment", res["github_url"])
+	assert.Equal(t, "http://gitea.d-ma.be/mathias/my-experiment/issues/1", res["issue_url"])
+	assert.Contains(t, res["next_steps"], "cd ~/dev/AGENTS/my-experiment")
+	assert.Contains(t, res["next_steps"], "git remote add origin")
+
+	// All 4 gitea-mcp calls in order.
+	require.Len(t, f.Calls, 4)
+	assert.Equal(t, "create_project_from_template", f.Calls[0].Tool)
+	assert.Equal(t, "repo_mirror_push", f.Calls[1].Tool)
+	assert.Equal(t, "file_write_branch", f.Calls[2].Tool)
+	assert.Equal(t, "issue_create", f.Calls[3].Tool)
+
+	// GitHub repo created between create_project_from_template and mirror.
+	require.Len(t, gh.Calls, 1)
+	assert.Equal(t, "my-experiment", gh.Calls[0]["name"])
+	assert.Equal(t, true, gh.Calls[0]["private"])
+	assert.Equal(t, false, gh.Calls[0]["auto_init"])
+
+	// template selection wired from stack
+	assert.Equal(t, "template-go-agent", f.Calls[0].Args["template_name"])
+	// mirror config
+	assert.Equal(t, "add", f.Calls[1].Args["action"])
+	assert.Equal(t, "https://github.com/mathiasb/my-experiment.git", f.Calls[1].Args["remote_address"])
+	assert.Equal(t, "ghp_test", f.Calls[1].Args["remote_password"])
+	// infra commit path
+	assert.Equal(t, "k3s/staging/my-experiment/namespace.yaml", f.Calls[2].Args["path"])
+	assert.Contains(t, f.Calls[2].Args["content"], "name: staging-my-experiment")
+	assert.Contains(t, f.Calls[2].Args["content"], "managed-by: hyperguild")
+	// PAT must NOT appear in the response
+	assert.NotContains(t, string(out), "ghp_test")
+
+	// reached records the github step too.
+	reached := res["reached"].([]any)
+	assert.Equal(t, []any{"create_repo", "create_github_repo", "mirror", "infra_commit", "issue"}, reached)
+}
+
+func TestProjectCreate_GitHubExists_Idempotent(t *testing.T) {
+	f := &fakeGiteaMCP{
+		Responses: map[string]any{
+			"issue_create": map[string]any{"html_url": "http://gitea.d-ma.be/mathias/my-experiment/issues/1"},
+		},
+	}
+	skill, gh := newSkill(t, f)
+	gh.ReturnError = 422 // already exists
+
+	_, err := skill.Handle(context.Background(), "project_create", mirroredArgs())
+	require.NoError(t, err, "422 already-exists should be idempotent")
+	require.Len(t, f.Calls, 4, "all gitea steps still run despite github 422")
+}
+
+func TestProjectCreate_GitHubFails(t *testing.T) {
+	f := &fakeGiteaMCP{}
+	skill, gh := newSkill(t, f)
+	gh.ReturnError = 401 // bad PAT
+
+	out, err := skill.Handle(context.Background(), "project_create", mirroredArgs())
+	require.Error(t, err)
+	var res map[string]any
+	require.NoError(t, json.Unmarshal(out, &res))
+	assert.Equal(t, "create_github_repo", res["failed_step"])
+	assert.Equal(t, []any{"create_repo"}, res["reached"])
+	require.Len(t, f.Calls, 1, "mirror + later steps must not run when github creation fails")
+}
+
+func TestProjectCreate_NoGitHubClient_DegradedMode(t *testing.T) {
+	f := &fakeGiteaMCP{
+		Responses: map[string]any{
+			"issue_create": map[string]any{"html_url": "http://gitea.d-ma.be/mathias/my-experiment/issues/1"},
+		},
+	}
+	skill := newSkillNoGitHub(t, f)
+
+	// Use mirroredArgs so we exercise the GitHub-mirror path. With the
+	// GitHub client nil, the create_github_repo step is skipped but the
+	// mirror step still attempts to configure the push-mirror remote
+	// (degraded mode preserves the prior contract for opted-in projects).
+	out, err := skill.Handle(context.Background(), "project_create", mirroredArgs())
+	require.NoError(t, err)
+	var res map[string]any
+	require.NoError(t, json.Unmarshal(out, &res))
+	// reached does NOT include create_github_repo when client is nil.
+	reached := res["reached"].([]any)
+	assert.Equal(t, []any{"create_repo", "mirror", "infra_commit", "issue"}, reached)
+}
+
+func TestProjectCreate_Idempotent_RepoExists(t *testing.T) {
+	f := &fakeGiteaMCP{
+		Errors: map[string]rpcErr{
+			"create_project_from_template": {Code: -32003, Message: "already exists"},
+		},
+		Responses: map[string]any{
+			"issue_create": map[string]any{"html_url": "http://gitea.d-ma.be/mathias/my-experiment/issues/1"},
+		},
+	}
+	skill, _ := newSkill(t, f)
+
+	out, err := skill.Handle(context.Background(), "project_create", mirroredArgs())
+	require.NoError(t, err)
+
+	var res map[string]any
+	require.NoError(t, json.Unmarshal(out, &res))
+	assert.Equal(t, "http://gitea.d-ma.be/mathias/my-experiment", res["gitea_url"])
+	assert.Equal(t, "http://gitea.d-ma.be/mathias/my-experiment/issues/1", res["issue_url"])
+
+	// Still ran all 4 gitea-mcp steps; idempotent flow falls through.
+	require.Len(t, f.Calls, 4)
+}
+
+func TestProjectCreate_MirrorFails(t *testing.T) {
+	f := &fakeGiteaMCP{
+		Errors: map[string]rpcErr{
+			"repo_mirror_push": {Code: -32000, Message: "github unreachable"},
+		},
+	}
+	skill, _ := newSkill(t, f)
+
+	out, err := skill.Handle(context.Background(), "project_create", mirroredArgs())
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), `"mirror" failed`)
+
+	var res map[string]any
+	require.NoError(t, json.Unmarshal(out, &res))
+	assert.Equal(t, "mirror", res["failed_step"])
+	reached := res["reached"].([]any)
+	assert.Equal(t, []any{"create_repo", "create_github_repo"}, reached)
+
+	// Steps 1 (create) + 2 (mirror attempt) reached gitea; github made 1 call.
+	require.Len(t, f.Calls, 2)
+}
+
+func TestProjectCreate_InfraCommitFails(t *testing.T) {
+	f := &fakeGiteaMCP{
+		Errors: map[string]rpcErr{
+			"file_write_branch": {Code: -32000, Message: "write rejected"},
+		},
+	}
+	skill, _ := newSkill(t, f)
+
+	out, err := skill.Handle(context.Background(), "project_create", mirroredArgs())
+	require.Error(t, err)
+
+	var res map[string]any
+	require.NoError(t, json.Unmarshal(out, &res))
+	assert.Equal(t, "infra_commit", res["failed_step"])
+	reached := res["reached"].([]any)
+	assert.Equal(t, []any{"create_repo", "create_github_repo", "mirror"}, reached)
+	require.Len(t, f.Calls, 3)
+}
+
+func TestProjectCreate_ValidationErrors(t *testing.T) {
+	f := &fakeGiteaMCP{}
+	skill, _ := newSkill(t, f)
+	cases := []struct {
+		name string
+		body string
+		want string
+	}{
+		{"missing name", `{"description":"d","hypothesis":"h","stack":"go-agent"}`, "name"},
+		{"missing description", `{"name":"x","hypothesis":"h","stack":"go-agent"}`, "description"},
+		{"missing hypothesis", `{"name":"x","description":"d","stack":"go-agent"}`, "hypothesis"},
+		{"bad stack", `{"name":"x","description":"d","hypothesis":"h","stack":"python"}`, "stack"},
+	}
+	for _, tc := range cases {
+		t.Run(tc.name, func(t *testing.T) {
+			_, err := skill.Handle(context.Background(), "project_create", json.RawMessage(tc.body))
+			require.Error(t, err)
+			assert.True(t, strings.Contains(err.Error(), tc.want), "want %q in %v", tc.want, err)
+		})
+	}
+	assert.Empty(t, f.Calls, "no upstream calls should occur on validation failure")
+}
+
+func TestProjectCreate_DefaultSkipsGitHubMirror(t *testing.T) {
+	// Default (mirror_to_github omitted) skips create_github_repo + mirror
+	// per the Gitea-as-true-master ADR. Gitea repo + staging namespace
+	// + issue still run; github_url is empty in the response.
+	f := &fakeGiteaMCP{
+		Responses: map[string]any{
+			"issue_create": map[string]any{"html_url": "http://gitea.d-ma.be/mathias/my-experiment/issues/1"},
+		},
+	}
+	skill, gh := newSkill(t, f)
+
+	out, err := skill.Handle(context.Background(), "project_create", happyArgs())
+	require.NoError(t, err)
+
+	var res map[string]any
+	require.NoError(t, json.Unmarshal(out, &res))
+
+	assert.Equal(t, "http://gitea.d-ma.be/mathias/my-experiment", res["gitea_url"])
+	assert.Equal(t, "", res["github_url"], "github_url must be empty when mirror not opted in")
+	assert.Equal(t, "http://gitea.d-ma.be/mathias/my-experiment/issues/1", res["issue_url"])
+
+	// 3 gitea-mcp calls: template create, staging file write, issue. NO mirror call.
+	require.Len(t, f.Calls, 3)
+	assert.Equal(t, "create_project_from_template", f.Calls[0].Tool)
+	assert.Equal(t, "file_write_branch", f.Calls[1].Tool)
+	assert.Equal(t, "issue_create", f.Calls[2].Tool)
+
+	// Zero GitHub API calls.
+	assert.Empty(t, gh.Calls, "no GitHub repo created when mirror_to_github is false")
+
+	// reached lists the Gitea-only path.
+	reached := res["reached"].([]any)
+	assert.Equal(t, []any{"create_repo", "infra_commit", "issue"}, reached)
+
+	// experiment-brief body reflects Gitea-only provisioning.
+	require.Contains(t, f.Calls[2].Args["body"], "Gitea-only")
+	require.NotContains(t, f.Calls[2].Args["body"], "Push-mirror configured")
+}
+
+func TestProjectCreate_UnknownTool(t *testing.T) {
+	f := &fakeGiteaMCP{}
+	skill, _ := newSkill(t, f)
+	_, err := skill.Handle(context.Background(), "nope", happyArgs())
+	require.Error(t, err)
+}

internal/skills/project/skill.go

@@ -0,0 +1,109 @@
+// Package project implements the `project_create` MCP tool: a single-call
+// pipeline that creates a Gitea repo from a template, configures push-mirror
+// to GitHub, commits a staging namespace manifest to the infra repo, and
+// opens an experiment-brief issue on the new repo. See hyperguild gitea
+// issue #10 for the design.
+package project
+
+import (
+	"context"
+	"encoding/json"
+
+	"github.com/mathiasbq/supervisor/internal/githubclient"
+	"github.com/mathiasbq/supervisor/internal/mcpclient"
+	"github.com/mathiasbq/supervisor/internal/registry"
+)
+
+// Config holds the orchestration dependencies for the project skill.
+type Config struct {
+	// Client talks to the gitea-mcp server. project_create makes
+	// sequential calls (create_project_from_template, repo_mirror_push,
+	// file_write_branch, issue_create) through this client.
+	Client *mcpclient.Client
+
+	// GitHub is the client used to create the empty destination repo on
+	// GitHub before the push-mirror is configured. Gitea's push-mirror
+	// cannot push to a non-existent remote, so this step is mandatory
+	// when GitHubPAT is set. Pass nil to skip github repo creation
+	// entirely (degraded mode — mirror config will land but the actual
+	// sync to github will fail until the repo exists).
+	GitHub *githubclient.Client
+
+	// GiteaOwner is the org/user that owns the new repo and the infra repo
+	// the namespace manifest is committed to (typically "mathias").
+	GiteaOwner string
+
+	// GitHubOwner is the GitHub org/user the push-mirror targets
+	// (typically "mathiasb").
+	GitHubOwner string
+
+	// GitHubPAT is the personal access token used as the push-mirror
+	// password and to create the destination repo on GitHub. Must have
+	// `repo` scope. Never logged.
+	GitHubPAT string
+
+	// InfraRepo is the name of the infra repo on Gitea where the
+	// k3s/staging/<name>/namespace.yaml manifest gets committed
+	// (typically "infra").
+	InfraRepo string
+}
+
+// Skill exposes project_create as an MCP tool.
+type Skill struct{ cfg Config }
+
+// New constructs the project Skill.
+func New(cfg Config) *Skill { return &Skill{cfg: cfg} }
+
+// Name returns the skill identifier.
+func (s *Skill) Name() string { return "project" }
+
+// Tools returns the MCP tool definitions for this skill.
+func (s *Skill) Tools() []registry.ToolDef {
+	schema, _ := json.Marshal(map[string]any{
+		"type": "object",
+		"properties": map[string]any{
+			"name": map[string]any{
+				"type":        "string",
+				"pattern":     `^[a-z][a-z0-9-]{1,38}[a-z0-9]$`,
+				"description": "Lowercase repo name. 3-40 chars, must start with a letter.",
+			},
+			"description": map[string]any{"type": "string"},
+			"hypothesis":  map[string]any{"type": "string"},
+			"folder": map[string]any{
+				"type":        "string",
+				"description": "Informational only — appears in next_steps. Example: AGENTS, AI, QKX.",
+			},
+			"stack": map[string]any{
+				"type":        "string",
+				"enum":        []string{"go-agent", "go-web"},
+				"description": "Selects template-go-agent or template-go-web.",
+			},
+			"private": map[string]any{"type": "boolean"},
+			"mirror_to_github": map[string]any{
+				"type": "boolean",
+				"description": "Default false. When true, also create an empty GitHub repo " +
+					"and configure a push-mirror from Gitea. Opt-in per the Gitea-as-true-master " +
+					"ADR — only set true for open-source projects (hyperguild, gitea-mcp, template-*). " +
+					"Never set true for client projects, business logic, or personal experiments.",
+			},
+		},
+		"required": []string{"name", "description", "hypothesis", "stack"},
+	})
+	return []registry.ToolDef{
+		{
+			Name: "project_create",
+			Description: "Bootstrap a new project: Gitea repo from template, staging namespace manifest, " +
+				"experiment-brief issue. Optionally mirrors to GitHub when `mirror_to_github: true` " +
+				"(default false). Idempotent — re-running with an existing repo returns the existing URLs.",
+			InputSchema: schema,
+		},
+	}
+}
+
+// Handle dispatches the tool call.
+func (s *Skill) Handle(ctx context.Context, tool string, args json.RawMessage) (json.RawMessage, error) {
+	if tool != "project_create" {
+		return nil, errUnknownTool(tool)
+	}
+	return s.handleCreate(ctx, args)
+}

internal/skills/spec/handlers.go

@@ -1,87 +0,0 @@
-// internal/skills/spec/handlers.go
-package spec
-
-import (
-	"context"
-	"encoding/json"
-	"fmt"
-	"time"
-
-	"github.com/mathiasbq/supervisor/internal/brain"
-	"github.com/mathiasbq/supervisor/internal/session"
-)
-
-type specArgs struct {
-	ProjectRoot  string `json:"project_root"`
-	Requirements string `json:"requirements"`
-	OutputPath   string `json:"output_path"`
-	Context      string `json:"context"`
-	Model        string `json:"model"`
-	SessionID    string `json:"session_id"`
-}
-
-// Handle dispatches the MCP tool call to the appropriate handler.
-func (s *Skill) Handle(ctx context.Context, tool string, args json.RawMessage) (json.RawMessage, error) {
-	if tool != "spec" {
-		return nil, fmt.Errorf("unknown tool: %s", tool)
-	}
-	var a specArgs
-	if err := json.Unmarshal(args, &a); err != nil {
-		return nil, fmt.Errorf("parse args: %w", err)
-	}
-	if a.ProjectRoot == "" {
-		return nil, fmt.Errorf("project_root is required")
-	}
-	if a.Requirements == "" {
-		return nil, fmt.Errorf("requirements is required")
-	}
-	outputPath := a.OutputPath
-	if outputPath == "" {
-		outputPath = "docs/spec.md"
-	}
-
-	model := a.Model
-	if model == "" {
-		model = s.cfg.DefaultModel
-	}
-
-	brainCtx, _ := brain.Query(ctx, s.cfg.IngestBaseURL, a.Requirements+" "+a.Context, 3)
-
-	task := fmt.Sprintf(
-		"phase: spec\nproject_root: %s\nrequirements: %s\noutput_path: %s\ncontext: %s\nmodel: %s",
-		a.ProjectRoot, a.Requirements, outputPath, a.Context, model,
-	)
-	task = session.PrependHistory(s.cfg.SessionsDir, a.SessionID, "spec", task)
-	if brainCtx != "" {
-		task = brainCtx + "\n---\n\n" + task
-	}
-
-	if s.cfg.CompleteFunc == nil {
-		return nil, fmt.Errorf("no executor configured")
-	}
-	t0 := time.Now()
-	text, dur, err := s.cfg.CompleteFunc(ctx, model, s.cfg.SkillPrompt, task)
-	if err != nil {
-		return nil, err
-	}
-
-	if a.SessionID != "" && s.cfg.SessionsDir != "" {
-		msg := text
-		if len(msg) > 200 {
-			msg = msg[:200]
-		}
-		_ = session.Append(s.cfg.SessionsDir, a.SessionID, session.Entry{
-			SessionID:   a.SessionID,
-			Timestamp:   time.Now(),
-			Skill:       "spec",
-			Phase:       "spec",
-			ProjectRoot: a.ProjectRoot,
-			FinalStatus: "ok",
-			ModelUsed:   model,
-			DurationMs:  time.Since(t0).Milliseconds(),
-			Message:     msg,
-		})
-	}
-
-	return json.Marshal(map[string]any{"text": text, "model": model, "duration_ms": dur})
-}

internal/skills/spec/handlers_test.go

@@ -1,53 +0,0 @@
-// internal/skills/spec/handlers_test.go
-package spec_test
-
-import (
-	"context"
-	"encoding/json"
-	"testing"
-
-	"github.com/mathiasbq/supervisor/internal/skills/spec"
-	"github.com/stretchr/testify/assert"
-	"github.com/stretchr/testify/require"
-)
-
-func TestSpecToolRegistered(t *testing.T) {
-	sk := spec.New(spec.Config{SkillPrompt: "spec rules"})
-	names := make([]string, 0)
-	for _, tool := range sk.Tools() {
-		names = append(names, tool.Name)
-	}
-	assert.Contains(t, names, "spec")
-}
-
-func TestSpecRequiresProjectRoot(t *testing.T) {
-	sk := spec.New(spec.Config{SkillPrompt: "s"})
-	_, err := sk.Handle(context.Background(), "spec", json.RawMessage(`{"requirements":"add login"}`))
-	assert.ErrorContains(t, err, "project_root")
-}
-
-func TestSpecRequiresRequirements(t *testing.T) {
-	sk := spec.New(spec.Config{SkillPrompt: "s"})
-	_, err := sk.Handle(context.Background(), "spec", json.RawMessage(`{"project_root":"/tmp"}`))
-	assert.ErrorContains(t, err, "requirements")
-}
-
-func TestSpecCallsCompleteFunc(t *testing.T) {
-	var capturedTask string
-	fakeFn := func(_ context.Context, _, _, user string) (string, int64, error) {
-		capturedTask = user
-		return "# OAuth2 Login Spec\n\n## Overview\nImplement OAuth2 login flow.", 110, nil
-	}
-
-	sk := spec.New(spec.Config{SkillPrompt: "spec rules", CompleteFunc: fakeFn, SessionsDir: t.TempDir()})
-	out, err := sk.Handle(context.Background(), "spec", json.RawMessage(
-		`{"project_root":"/tmp/proj","requirements":"add OAuth2 login","output_path":"docs/login-spec.md"}`,
-	))
-	require.NoError(t, err)
-	assert.Contains(t, capturedTask, "OAuth2 login")
-	assert.Contains(t, capturedTask, "docs/login-spec.md")
-
-	var result map[string]any
-	require.NoError(t, json.Unmarshal(out, &result))
-	assert.Contains(t, result["text"], "OAuth2 Login Spec")
-}

internal/skills/spec/skill.go

@@ -1,56 +0,0 @@
-// internal/skills/spec/skill.go
-package spec
-
-import (
-	"context"
-	"encoding/json"
-
-	"github.com/mathiasbq/supervisor/internal/registry"
-)
-
-// CompleteFunc is the function used to call a local model.
-type CompleteFunc func(ctx context.Context, model, system, user string) (string, int64, error)
-
-// Config holds dependencies for the spec skill.
-type Config struct {
-	SkillPrompt   string
-	DefaultModel  string
-	CompleteFunc  CompleteFunc
-	SessionsDir   string
-	IngestBaseURL string
-}
-
-// Skill implements the spec MCP tool.
-type Skill struct{ cfg Config }
-
-// New creates a new spec Skill.
-func New(cfg Config) *Skill { return &Skill{cfg: cfg} }
-
-// Name returns the skill identifier.
-func (s *Skill) Name() string { return "spec" }
-
-// Tools returns the MCP tool definitions for this skill.
-func (s *Skill) Tools() []registry.ToolDef {
-	schema := func(required []string, props map[string]any) json.RawMessage {
-		b, _ := json.Marshal(map[string]any{"type": "object", "required": required, "properties": props})
-		return b
-	}
-	str := map[string]any{"type": "string"}
-	return []registry.ToolDef{
-		{
-			Name:        "spec",
-			Description: "Consult a local model to draft a structured implementation spec from requirements. Returns the spec text.",
-			InputSchema: schema(
-				[]string{"project_root", "requirements"},
-				map[string]any{
-					"project_root": str,
-					"requirements": str,
-					"output_path":  str,
-					"context":      str,
-					"model":        str,
-					"session_id":   str,
-				},
-			),
-		},
-	}
-}

internal/skills/tdd/handlers.go

@@ -1,173 +0,0 @@
-package tdd
-
-import (
-	"context"
-	"encoding/json"
-	"fmt"
-	"time"
-
-	"github.com/mathiasbq/supervisor/internal/brain"
-	"github.com/mathiasbq/supervisor/internal/session"
-)
-
-func (s *Skill) Handle(ctx context.Context, tool string, args json.RawMessage) (json.RawMessage, error) {
-	switch tool {
-	case "tdd_red":
-		return s.handleRed(ctx, args)
-	case "tdd_green":
-		return s.handleGreen(ctx, args)
-	case "tdd_refactor":
-		return s.handleRefactor(ctx, args)
-	default:
-		return nil, fmt.Errorf("unknown tool: %s", tool)
-	}
-}
-
-type redArgs struct {
-	ProjectRoot string `json:"project_root"`
-	Spec        string `json:"spec"`
-	Model       string `json:"model"`
-	TestCmd     string `json:"test_cmd"`
-}
-
-func (s *Skill) handleRed(ctx context.Context, raw json.RawMessage) (json.RawMessage, error) {
-	var args redArgs
-	if err := json.Unmarshal(raw, &args); err != nil {
-		return nil, fmt.Errorf("parse args: %w", err)
-	}
-	if args.ProjectRoot == "" {
-		return nil, fmt.Errorf("project_root is required")
-	}
-	if args.Spec == "" {
-		return nil, fmt.Errorf("spec is required")
-	}
-	brainCtx, _ := brain.Query(ctx, s.cfg.IngestBaseURL, args.Spec, 3)
-
-	task := fmt.Sprintf(
-		"phase: red\nproject_root: %s\nspec: %s\nmodel: %s\ntest_cmd: %s",
-		args.ProjectRoot, args.Spec, s.resolveModel(args.Model), args.TestCmd,
-	)
-	if brainCtx != "" {
-		task = brainCtx + "\n---\n\n" + task
-	}
-	return s.complete(ctx, s.resolveModel(args.Model), task)
-}
-
-type greenArgs struct {
-	ProjectRoot string `json:"project_root"`
-	TestPath    string `json:"test_path"`
-	Model       string `json:"model"`
-	TestCmd     string `json:"test_cmd"`
-	SessionID   string `json:"session_id"`
-}
-
-func (s *Skill) handleGreen(ctx context.Context, raw json.RawMessage) (json.RawMessage, error) {
-	var args greenArgs
-	if err := json.Unmarshal(raw, &args); err != nil {
-		return nil, fmt.Errorf("parse args: %w", err)
-	}
-	if args.ProjectRoot == "" {
-		return nil, fmt.Errorf("project_root is required")
-	}
-	if args.TestPath == "" {
-		return nil, fmt.Errorf("test_path is required")
-	}
-	task := fmt.Sprintf(
-		"phase: green\nproject_root: %s\ntest_path: %s\nmodel: %s\ntest_cmd: %s",
-		args.ProjectRoot, args.TestPath, s.resolveModel(args.Model), args.TestCmd,
-	)
-	task = session.PrependHistory(s.cfg.SessionsDir, args.SessionID, "green", task)
-
-	t0 := time.Now()
-	result, err := s.complete(ctx, s.resolveModel(args.Model), task)
-	if err != nil {
-		return nil, err
-	}
-	s.logEntry(args.SessionID, args.ProjectRoot, "tdd", "green", s.resolveModel(args.Model), t0, result)
-	return result, nil
-}
-
-type refactorArgs struct {
-	ProjectRoot string `json:"project_root"`
-	TestPath    string `json:"test_path"`
-	ImplPath    string `json:"impl_path"`
-	Model       string `json:"model"`
-	TestCmd     string `json:"test_cmd"`
-	SessionID   string `json:"session_id"`
-}
-
-func (s *Skill) handleRefactor(ctx context.Context, raw json.RawMessage) (json.RawMessage, error) {
-	var args refactorArgs
-	if err := json.Unmarshal(raw, &args); err != nil {
-		return nil, fmt.Errorf("parse args: %w", err)
-	}
-	if args.ProjectRoot == "" {
-		return nil, fmt.Errorf("project_root is required")
-	}
-	if args.TestPath == "" {
-		return nil, fmt.Errorf("test_path is required")
-	}
-	if args.ImplPath == "" {
-		return nil, fmt.Errorf("impl_path is required")
-	}
-	task := fmt.Sprintf(
-		"phase: refactor\nproject_root: %s\ntest_path: %s\nimpl_path: %s\nmodel: %s\ntest_cmd: %s",
-		args.ProjectRoot, args.TestPath, args.ImplPath, s.resolveModel(args.Model), args.TestCmd,
-	)
-	task = session.PrependHistory(s.cfg.SessionsDir, args.SessionID, "refactor", task)
-
-	t0 := time.Now()
-	result, err := s.complete(ctx, s.resolveModel(args.Model), task)
-	if err != nil {
-		return nil, err
-	}
-	s.logEntry(args.SessionID, args.ProjectRoot, "tdd", "refactor", s.resolveModel(args.Model), t0, result)
-	return result, nil
-}
-
-func (s *Skill) resolveModel(override string) string {
-	if override != "" {
-		return override
-	}
-	return s.cfg.DefaultModel
-}
-
-// complete calls CompleteFunc and returns the text as JSON.
-func (s *Skill) complete(ctx context.Context, model, task string) (json.RawMessage, error) {
-	if s.cfg.CompleteFunc == nil {
-		return nil, fmt.Errorf("no executor configured")
-	}
-	text, dur, err := s.cfg.CompleteFunc(ctx, model, s.cfg.SkillPrompt, task)
-	if err != nil {
-		return nil, err
-	}
-	return json.Marshal(map[string]any{"text": text, "model": model, "duration_ms": dur})
-}
-
-// logEntry writes a session.Entry for a completed phase if session_id is set.
-func (s *Skill) logEntry(sessionID, projectRoot, skill, phase, model string, t0 time.Time, raw json.RawMessage) {
-	if sessionID == "" || s.cfg.SessionsDir == "" {
-		return
-	}
-	var msg string
-	var result struct {
-		Text string `json:"text"`
-	}
-	if err := json.Unmarshal(raw, &result); err == nil && len(result.Text) > 0 {
-		msg = result.Text
-		if len(msg) > 200 {
-			msg = msg[:200]
-		}
-	}
-	_ = session.Append(s.cfg.SessionsDir, sessionID, session.Entry{
-		SessionID:   sessionID,
-		Timestamp:   time.Now(),
-		Skill:       skill,
-		Phase:       phase,
-		ProjectRoot: projectRoot,
-		FinalStatus: "ok",
-		ModelUsed:   model,
-		DurationMs:  time.Since(t0).Milliseconds(),
-		Message:     msg,
-	})
-}

internal/skills/tdd/handlers_test.go

@@ -1,97 +0,0 @@
-package tdd_test
-
-import (
-	"context"
-	"encoding/json"
-	"testing"
-
-	"github.com/mathiasbq/supervisor/internal/session"
-	"github.com/mathiasbq/supervisor/internal/skills/tdd"
-	"github.com/stretchr/testify/assert"
-	"github.com/stretchr/testify/require"
-)
-
-func TestTDDSkillTools(t *testing.T) {
-	skill := tdd.New(tdd.Config{
-		SkillPrompt: "tdd rules",
-	})
-	tools := skill.Tools()
-	names := make([]string, len(tools))
-	for i, tool := range tools {
-		names[i] = tool.Name
-	}
-	assert.ElementsMatch(t, []string{"tdd_red", "tdd_green", "tdd_refactor"}, names)
-}
-
-func TestTDDSkillHandleUnknown(t *testing.T) {
-	skill := tdd.New(tdd.Config{SkillPrompt: "t"})
-	_, err := skill.Handle(context.Background(), "tdd_unknown", json.RawMessage(`{}`))
-	assert.ErrorContains(t, err, "unknown tool")
-}
-
-func TestTDDRedRequiresProjectRoot(t *testing.T) {
-	skill := tdd.New(tdd.Config{SkillPrompt: "t"})
-	_, err := skill.Handle(context.Background(), "tdd_red", json.RawMessage(`{"spec":"add two numbers"}`))
-	assert.ErrorContains(t, err, "project_root")
-}
-
-func TestTDDRedRequiresSpec(t *testing.T) {
-	skill := tdd.New(tdd.Config{SkillPrompt: "t"})
-	_, err := skill.Handle(context.Background(), "tdd_red", json.RawMessage(`{"project_root":"/tmp/proj"}`))
-	assert.ErrorContains(t, err, "spec")
-}
-
-func TestTDDGreenInjectsSessionHistory(t *testing.T) {
-	sessDir := t.TempDir()
-	require.NoError(t, session.Append(sessDir, "sess-1", session.Entry{
-		SessionID: "sess-1", Skill: "tdd", Phase: "red", FinalStatus: "pass",
-		FilePath: "internal/foo/foo_test.go",
-		Message:  "wrote failing test for Foo",
-	}))
-
-	var capturedTask string
-	fakeFn := func(_ context.Context, _, _, user string) (string, int64, error) {
-		capturedTask = user
-		return "here is my suggestion", 100, nil
-	}
-
-	sk := tdd.New(tdd.Config{SkillPrompt: "tdd", CompleteFunc: fakeFn, SessionsDir: sessDir})
-	_, err := sk.Handle(context.Background(), "tdd_green", json.RawMessage(
-		`{"project_root":"/tmp","test_path":"internal/foo/foo_test.go","test_cmd":"go test ./...","session_id":"sess-1"}`,
-	))
-	require.NoError(t, err)
-	assert.Contains(t, capturedTask, "## Session history")
-	assert.Contains(t, capturedTask, "wrote failing test for Foo")
-}
-
-func TestTDDGreenNoHistoryWhenSessionIDEmpty(t *testing.T) {
-	var capturedTask string
-	fakeFn := func(_ context.Context, _, _, user string) (string, int64, error) {
-		capturedTask = user
-		return "suggestion", 50, nil
-	}
-
-	sk := tdd.New(tdd.Config{SkillPrompt: "tdd", CompleteFunc: fakeFn, SessionsDir: t.TempDir()})
-	_, err := sk.Handle(context.Background(), "tdd_green", json.RawMessage(
-		`{"project_root":"/tmp","test_path":"internal/foo/foo_test.go"}`,
-	))
-	require.NoError(t, err)
-	assert.NotContains(t, capturedTask, "## Session history")
-}
-
-func TestTDDGreenReturnsTextJSON(t *testing.T) {
-	fakeFn := func(_ context.Context, _, _, _ string) (string, int64, error) {
-		return "write a func that adds two ints", 42, nil
-	}
-
-	sk := tdd.New(tdd.Config{SkillPrompt: "tdd", CompleteFunc: fakeFn})
-	raw, err := sk.Handle(context.Background(), "tdd_green", json.RawMessage(
-		`{"project_root":"/tmp","test_path":"foo_test.go"}`,
-	))
-	require.NoError(t, err)
-
-	var result map[string]any
-	require.NoError(t, json.Unmarshal(raw, &result))
-	assert.Equal(t, "write a func that adds two ints", result["text"])
-	assert.Equal(t, float64(42), result["duration_ms"])
-}

internal/skills/tdd/skill.go

@@ -1,86 +0,0 @@
-package tdd
-
-import (
-	"context"
-	"encoding/json"
-
-	"github.com/mathiasbq/supervisor/internal/registry"
-)
-
-// CompleteFunc is the function used to call a local model.
-type CompleteFunc func(ctx context.Context, model, system, user string) (string, int64, error)
-
-type Config struct {
-	SkillPrompt   string
-	CompleteFunc  CompleteFunc // nil = no executor (tests that don't reach execute())
-	DefaultModel  string
-	SessionsDir   string // optional: path to brain/sessions/ for history injection
-	IngestBaseURL string // optional: base URL of ingestion server for brain context
-}
-
-type Skill struct {
-	cfg Config
-}
-
-func New(cfg Config) *Skill {
-	return &Skill{cfg: cfg}
-}
-
-func (s *Skill) Name() string { return "tdd" }
-
-func (s *Skill) Tools() []registry.ToolDef {
-	schema := func(required []string, props map[string]any) json.RawMessage {
-		b, _ := json.Marshal(map[string]any{
-			"type":       "object",
-			"required":   required,
-			"properties": props,
-		})
-		return b
-	}
-	strProp := map[string]any{"type": "string"}
-
-	return []registry.ToolDef{
-		{
-			Name:        "tdd_red",
-			Description: "Consult a local model for help writing a failing test for the described behavior.",
-			InputSchema: schema(
-				[]string{"project_root", "spec"},
-				map[string]any{
-					"project_root": strProp,
-					"spec":         strProp,
-					"model":        strProp,
-					"test_cmd":     strProp,
-				},
-			),
-		},
-		{
-			Name:        "tdd_green",
-			Description: "Consult a local model for implementation ideas to make the test at test_path pass.",
-			InputSchema: schema(
-				[]string{"project_root", "test_path"},
-				map[string]any{
-					"project_root": strProp,
-					"test_path":    strProp,
-					"model":        strProp,
-					"test_cmd":     strProp,
-					"session_id":   strProp,
-				},
-			),
-		},
-		{
-			Name:        "tdd_refactor",
-			Description: "Consult a local model for refactoring suggestions for impl_path while keeping tests green.",
-			InputSchema: schema(
-				[]string{"project_root", "test_path", "impl_path"},
-				map[string]any{
-					"project_root": strProp,
-					"test_path":    strProp,
-					"impl_path":    strProp,
-					"model":        strProp,
-					"test_cmd":     strProp,
-					"session_id":   strProp,
-				},
-			),
-		},
-	}
-}

scripts/brain-embeddings-init.sql

@@ -0,0 +1,46 @@
+-- One-time DBA setup for the brain vector store on postgres18.
+--
+-- Creates the `brain` database, the `brain_app` role, and the pgvector
+-- extension. The ingestion service connects as brain_app and creates
+-- the table + HNSW index idempotently at startup (see
+-- internal/vectorstore.PGStore.Init).
+--
+-- Run from koala as the postgres superuser:
+--
+--   kubectl exec -n databases postgres18-0 -- \
+--     psql -U postgres -f /tmp/brain-embeddings-init.sql
+--
+-- Or apply with:
+--
+--   PASSWORD='<sops-generated>' \
+--   kubectl exec -i -n databases postgres18-0 -- \
+--     psql -U postgres -v password="'$PASSWORD'" \
+--     < scripts/brain-embeddings-init.sql
+--
+-- Idempotent: rerunning is safe.
+
+\set ON_ERROR_STOP on
+
+-- CREATE DATABASE cannot run inside a DO block (transactional limitation).
+-- Use \gexec to emit the statement conditionally instead.
+SELECT 'CREATE DATABASE brain'
+WHERE NOT EXISTS (SELECT FROM pg_database WHERE datname = 'brain')
+\gexec
+
+-- DO blocks can't see psql `:'password'` substitutions (those resolve
+-- client-side). Use \if to branch at psql level instead.
+SELECT EXISTS (SELECT FROM pg_roles WHERE rolname = 'brain_app') AS role_exists \gset
+\if :role_exists
+    ALTER ROLE brain_app WITH PASSWORD :'password';
+\else
+    CREATE ROLE brain_app LOGIN PASSWORD :'password';
+\endif
+
+GRANT ALL PRIVILEGES ON DATABASE brain TO brain_app;
+
+\c brain
+
+CREATE EXTENSION IF NOT EXISTS vector;
+GRANT ALL ON SCHEMA public TO brain_app;
+ALTER DEFAULT PRIVILEGES IN SCHEMA public GRANT ALL ON TABLES TO brain_app;
+ALTER DEFAULT PRIVILEGES IN SCHEMA public GRANT ALL ON SEQUENCES TO brain_app;

scripts/migrate-brain-halls.sh

@@ -0,0 +1,135 @@
+#!/usr/bin/env bash
+# migrate-brain-halls.sh — move flat brain/wiki/{concepts,entities}/ notes
+# into the structured brain/wiki/<wing>/<hall>/ layout introduced by
+# hyperguild#1.
+#
+# Reads each note's YAML frontmatter:
+#   type:   maps to hall (decision, hypothesis, failure, source → eponymous;
+#           concept, entity, anything else → facts)
+#   domain: maps to wing (sanitised: lowercase, alphanumerics + hyphens);
+#           empty → "general"
+#
+# Dry-run by default. Pass --commit to actually move files. Idempotent:
+# already-migrated notes (already under a Wing dir) are left alone.
+#
+# Usage:
+#   scripts/migrate-brain-halls.sh /path/to/brain            # dry-run
+#   scripts/migrate-brain-halls.sh --commit /path/to/brain   # apply
+
+set -euo pipefail
+
+COMMIT=0
+BRAIN=""
+for arg in "$@"; do
+  case "$arg" in
+    --commit) COMMIT=1 ;;
+    -h|--help)
+      sed -n '2,18p' "$0"
+      exit 0
+      ;;
+    *) BRAIN="$arg" ;;
+  esac
+done
+
+if [[ -z "$BRAIN" ]]; then
+  echo "error: brain directory required" >&2
+  echo "usage: $0 [--commit] <brain-dir>" >&2
+  exit 2
+fi
+
+if [[ ! -d "$BRAIN" ]]; then
+  echo "error: $BRAIN is not a directory" >&2
+  exit 2
+fi
+
+WIKI="$BRAIN/wiki"
+if [[ ! -d "$WIKI" ]]; then
+  echo "no $WIKI/ — nothing to migrate"
+  exit 0
+fi
+
+sanitise() {
+  # lowercase, replace non-alnum with hyphen, collapse hyphens, trim
+  local s
+  s=$(printf '%s' "$1" | tr '[:upper:]' '[:lower:]' \
+        | sed -E 's/[^a-z0-9]+/-/g; s/^-+//; s/-+$//; s/-+/-/g')
+  printf '%s' "$s"
+}
+
+# extract_frontmatter_value <file> <key>
+# Echoes the value (trimmed, unquoted) of `key:` from a leading YAML
+# frontmatter block. Empty if absent or no frontmatter.
+extract_frontmatter_value() {
+  awk -v key="$2" '
+    BEGIN { in_fm = 0; first = 1 }
+    /^---[[:space:]]*$/ {
+      if (first) { in_fm = 1; first = 0; next }
+      if (in_fm) { exit }
+    }
+    in_fm {
+      idx = index($0, ":")
+      if (idx == 0) next
+      k = substr($0, 1, idx-1)
+      v = substr($0, idx+1)
+      gsub(/^[[:space:]]+|[[:space:]]+$/, "", k)
+      gsub(/^[[:space:]]+|[[:space:]]+$/, "", v)
+      gsub(/^["'\'']|["'\'']$/, "", v)
+      if (k == key) { print v; exit }
+    }
+  ' "$1"
+}
+
+hall_for_type() {
+  case "$1" in
+    decision|decisions)   echo "decisions" ;;
+    hypothesis|hypotheses) echo "hypotheses" ;;
+    failure|failures)     echo "failures" ;;
+    source|sources)       echo "sources" ;;
+    *)                    echo "facts" ;;
+  esac
+}
+
+declare -i moved=0 skipped=0
+
+migrate_source_dir() {
+  local src="$1"
+  [[ -d "$src" ]] || return 0
+  while IFS= read -r -d '' f; do
+    local typ domain wing hall slug dest
+    typ=$(extract_frontmatter_value "$f" type)
+    domain=$(extract_frontmatter_value "$f" domain)
+    hall=$(hall_for_type "$typ")
+    wing=$(sanitise "${domain:-general}")
+    [[ -z "$wing" ]] && wing="general"
+    slug=$(basename "$f" .md)
+    dest="$WIKI/$wing/$hall/$slug.md"
+
+    if [[ "$f" == "$dest" ]]; then
+      skipped=$((skipped + 1))
+      continue
+    fi
+
+    if [[ -e "$dest" ]]; then
+      echo "skip (target exists): $f → $dest"
+      skipped=$((skipped + 1))
+      continue
+    fi
+
+    if [[ "$COMMIT" -eq 1 ]]; then
+      mkdir -p "$(dirname "$dest")"
+      git -C "$BRAIN" mv "$f" "$dest" 2>/dev/null || mv "$f" "$dest"
+    fi
+    echo "move: $f → $dest"
+    moved=$((moved + 1))
+  done < <(find "$src" -maxdepth 1 -type f -name '*.md' -print0)
+}
+
+migrate_source_dir "$WIKI/concepts"
+migrate_source_dir "$WIKI/entities"
+
+echo
+if [[ "$COMMIT" -eq 1 ]]; then
+  echo "moved=$moved skipped=$skipped (committed)"
+else
+  echo "moved=$moved skipped=$skipped (dry-run — pass --commit to apply)"
+fi