# Pass-rate Logging Implementation Plan > **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking. **Goal:** Instrument skill invocations with `session_log` calls, expose pass-rate aggregates via a new `/pass-rate` HTTP endpoint on the brain pod, and add an optional `hyperguild brain pass-rate` CLI subcommand. Provides Plan 6 (Mode 2 routing pod) with the per-skill signal it needs to make routing decisions. **Architecture:** SKILL.md is the source of truth for the logging contract — each instrumented skill's "Brain MCP Integration" section gets a literal copy-paste-friendly `session_log` call template. A new `GET /pass-rate?skill=X&window=Y` handler in the ingestion pod walks `brain/sessions/*.jsonl` on demand, normalizes legacy vocabulary (`pass`≡`ok`, `fail`≡`error`, `skip`≡`skipped`), and returns aggregate counts + pass rate. The hyperguild CLI gains a `brain pass-rate` subcommand that calls the endpoint. **Tech Stack:** Go 1.26.1 stdlib (`net/http`, `encoding/json`, `time`); existing testify; markdown for SKILL.md updates. Two repos touched: `local-dev` (skill content) and `hyperguild` (endpoint + CLI). --- ## Plan 5 of 7 — Hyperguild Skill Migration Plans 1-4 done. Plan 5 instruments skills and exposes pass-rate, unblocking Plan 6 (routing pod) which then unblocks Plan 7 (supervisor retirement). **Spec:** `docs/superpowers/specs/2026-05-03-pass-rate-logging-design.md` (committed `af52f50`). **Two repos, two worktrees:** - **Phase 1 worktree (`local-dev`):** `~/Documents/local-dev-worktrees/pass-rate-instrumentation/` on branch `feat/pass-rate-instrumentation`. - **Phase 2 worktree (`hyperguild`):** `~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint/` on branch `feat/pass-rate-endpoint`. Each task's "Files" header names the worktree. Implementer subagents must `cd` into the named worktree before any read/edit/git operation. Internal absolute paths in code (e.g. `${HOME}/dev/.skills`) remain unchanged — they're correct for runtime. **Lint convention:** project's golangci-lint has `errcheck` enabled. Append `//nolint:errcheck` to any `fmt.Fprint*` call that ignores its return value when writing to stdout/stderr. The plan's heredocs include these markers. (Same as Plans 3 and 4.) **Verb decision (GET vs POST for `/pass-rate`):** the existing brain HTTP REST API uses POST for all endpoints (`/query`, `/write`, `/ingest`, etc.) — historically because those endpoints all take JSON bodies. `/pass-rate` is a pure read with query-string parameters. We use **GET** here to follow REST semantics for pure reads; the inconsistency with `/query` is acknowledged. Future read endpoints SHOULD follow GET. ## File Structure ### Phase 1 (`local-dev` worktree) | Path | Action | Responsibility | |---|---|---| | `.skills/tdd/SKILL.md` | modify | Pilot — add the `session_log` contract under existing "Brain MCP Integration" | | `.skills/code-review/SKILL.md` | modify | Rollout — same contract, code-review's phase set | | `.skills/debug/SKILL.md` | modify | Rollout | | `.skills/feature-spec/SKILL.md` | modify | Rollout | | `.skills/session-retrospective/SKILL.md` | modify | Rollout | | `.skills/trainer/SKILL.md` | modify | Rollout | | `.skills/spec-driven-dev/SKILL.md` | modify | Rollout | ### Phase 2 (`hyperguild` worktree) | Path | Action | Responsibility | |---|---|---| | `ingestion/internal/api/passrate.go` | create | Aggregator + handler for `/pass-rate` | | `ingestion/internal/api/passrate_test.go` | create | Unit tests for the aggregator + handler | | `ingestion/cmd/server/main.go` | modify | Register `GET /pass-rate` route | | `ingestion/internal/api/handler_test.go` | modify (or create alongside) | Integration test that the route serves expected JSON | | `cmd/hyperguild/brain.go` | modify | Add `runBrainPassRate` and dispatch case | | `cmd/hyperguild/brain_test.go` | modify | Tests for `runBrainPassRate` | | `cmd/hyperguild/http.go` | modify | Add `brainClient.PassRate` method | | `cmd/hyperguild/http_test.go` | modify | Tests for `PassRate` method | | `cmd/hyperguild/README.md` | modify | Document the new subcommand and env vars | | `CLAUDE.md` (or `.context/PROJECT.md`) | modify | Document `/pass-rate` endpoint alongside other brain HTTP REST endpoints | --- ## Task 1: Pilot — instrument `tdd/SKILL.md` **Worktree:** `~/Documents/local-dev-worktrees/pass-rate-instrumentation/` (`local-dev` repo) Add a "Logging" subsection under the existing "Brain MCP Integration" in `tdd/SKILL.md`. The subsection states the literal `session_log` call shape with explicit field names for the three TDD phases (red, green, refactor). **Files:** - Modify: `.skills/tdd/SKILL.md` - [ ] **Step 1: Read the existing SKILL.md to find the insertion point** ```bash cd ~/Documents/local-dev-worktrees/pass-rate-instrumentation grep -n "## Brain MCP Integration\|## Mode 2 Routing Note\|## Cross-References" .skills/tdd/SKILL.md # Locate the "Brain MCP Integration" section and the next section after it. # The new "Logging" subsection inserts at the END of "Brain MCP Integration", # immediately before whatever section comes next (typically "Mode 2 Routing Note"). ``` - [ ] **Step 2: Insert the Logging subsection** Inside `.skills/tdd/SKILL.md`, find the "## Brain MCP Integration" section and append (before the next section starts) this exact subsection: ```markdown ### Logging Call `session_log` once at the end of every phase to record the outcome. Pass-rate is computed downstream by the `/pass-rate` HTTP endpoint, which treats `pass` as success, `fail` as failure, `skip` as neither. **At end of `red` phase:** - `session_log` with `{skill: "tdd", phase: "red", final_status: "pass" | "fail" | "skip", message: "", duration_ms: , project_root: ""}` **At end of `green` phase:** - `session_log` with `{skill: "tdd", phase: "green", final_status: "pass" | "fail" | "skip", message: "", duration_ms: , project_root: ""}` **At end of `refactor` phase:** - `session_log` with `{skill: "tdd", phase: "refactor", final_status: "pass" | "fail" | "skip", message: "", duration_ms: , project_root: ""}` **Status semantics:** - `pass` — the phase's intended outcome was reached (red: test fails as expected; green: test passes; refactor: tests still pass after refactor). - `fail` — the phase's intended outcome was NOT reached (test compiled when it shouldn't, test still fails after green attempt, refactor broke tests). - `skip` — phase was skipped intentionally (e.g. refactor not warranted). **Why this matters:** the routing pod (Plan 6) reads pass-rate to decide whether to route a future `tdd` call to a local model. If your skill never logs, the routing pod sees no data and may default-route or default-not-route in a way that doesn't reflect real performance. ``` - [ ] **Step 3: Sanity-check the edit** ```bash grep -A2 "### Logging" .skills/tdd/SKILL.md | head -5 # Should show the subsection header grep -c "session_log" .skills/tdd/SKILL.md # Should show ≥ 4 (3 phase calls + 1 reference in the subsection intro, # plus any existing references) # Confirm the subsection sits inside Brain MCP Integration: awk '/^## Brain MCP Integration$/,/^## /' .skills/tdd/SKILL.md | tail -20 ``` - [ ] **Step 4: Commit** ```bash cd ~/Documents/local-dev-worktrees/pass-rate-instrumentation git add .skills/tdd/SKILL.md git commit -m "feat(skills): instrument tdd with session_log contract — Plan 5 pilot Adds a Logging subsection under Brain MCP Integration that names the session_log fields and per-phase semantics (pass/fail/skip). Pilot for Plan 5 of the hyperguild migration. Six other binary-outcome skills will follow once this pilot validates end-to-end via the endpoint work in Phase 2." ``` --- ## Task 2: Endpoint — `/pass-rate` aggregator + handler + unit tests **Worktree:** `~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint/` (`hyperguild` repo) Add a new aggregator and handler in `ingestion/internal/api/passrate.go`. Walks the pod's `brain/sessions/*.jsonl` files, filters by skill + window, normalizes status vocabulary, returns aggregates. **Note on dogfooding:** This task is itself a TDD cycle. The implementing subagent should follow the now-instrumented `tdd/SKILL.md` (Task 1) and call `session_log` at the end of red, green, refactor. This validates Phase 1's pilot end-to-end. If the implementer doesn't have access to the brain MCP, they may skip the logging calls and report DONE_WITH_CONCERNS — the controller will validate manually. **Files:** - Create: `ingestion/internal/api/passrate.go` - Create: `ingestion/internal/api/passrate_test.go` - [ ] **Step 1: Write the failing test** Create `ingestion/internal/api/passrate_test.go`: ```go package api import ( "encoding/json" "net/http" "net/http/httptest" "os" "path/filepath" "testing" "time" "github.com/stretchr/testify/assert" "github.com/stretchr/testify/require" ) // writeSession writes one or more JSONL entries to /.jsonl. func writeSession(t *testing.T, dir, sessionID string, entries ...string) { t.Helper() path := filepath.Join(dir, sessionID+".jsonl") body := "" for _, e := range entries { body += e + "\n" } require.NoError(t, os.WriteFile(path, []byte(body), 0o644)) } func TestPassRate_HappyPath(t *testing.T) { dir := t.TempDir() now := time.Now().UTC() recent := now.Add(-1 * time.Hour).Format(time.RFC3339) writeSession(t, dir, "s1", `{"timestamp":"`+recent+`","skill":"tdd","phase":"red","final_status":"pass"}`, `{"timestamp":"`+recent+`","skill":"tdd","phase":"green","final_status":"pass"}`, `{"timestamp":"`+recent+`","skill":"tdd","phase":"refactor","final_status":"fail"}`, ) writeSession(t, dir, "s2", `{"timestamp":"`+recent+`","skill":"code-review","phase":"review","final_status":"pass"}`, ) h := &Handler{brainDir: dir} req := httptest.NewRequest(http.MethodGet, "/pass-rate?skill=tdd&window=24h", nil) w := httptest.NewRecorder() h.PassRate(w, req) resp := w.Result() require.Equal(t, http.StatusOK, resp.StatusCode) var got passRateResponse require.NoError(t, json.NewDecoder(resp.Body).Decode(&got)) assert.Equal(t, "tdd", got.Skill) assert.Equal(t, "24h", got.Window) assert.Equal(t, 2, got.Pass) assert.Equal(t, 1, got.Fail) assert.Equal(t, 0, got.Skip) assert.Equal(t, 3, got.Total) require.NotNil(t, got.PassRate) assert.InDelta(t, 0.6667, *got.PassRate, 0.001) } func TestPassRate_LegacyVocabulary(t *testing.T) { dir := t.TempDir() now := time.Now().UTC().Format(time.RFC3339) writeSession(t, dir, "s1", `{"timestamp":"`+now+`","skill":"tdd","final_status":"ok"}`, `{"timestamp":"`+now+`","skill":"tdd","final_status":"error"}`, `{"timestamp":"`+now+`","skill":"tdd","final_status":"skipped"}`, ) h := &Handler{brainDir: dir} req := httptest.NewRequest(http.MethodGet, "/pass-rate?skill=tdd&window=24h", nil) w := httptest.NewRecorder() h.PassRate(w, req) var got passRateResponse require.NoError(t, json.NewDecoder(w.Result().Body).Decode(&got)) assert.Equal(t, 1, got.Pass, "ok→pass") assert.Equal(t, 1, got.Fail, "error→fail") assert.Equal(t, 1, got.Skip, "skipped→skip") } func TestPassRate_OutsideWindow_Excluded(t *testing.T) { dir := t.TempDir() old := time.Now().UTC().Add(-30 * 24 * time.Hour).Format(time.RFC3339) recent := time.Now().UTC().Add(-1 * time.Hour).Format(time.RFC3339) writeSession(t, dir, "s1", `{"timestamp":"`+old+`","skill":"tdd","final_status":"pass"}`, `{"timestamp":"`+recent+`","skill":"tdd","final_status":"pass"}`, ) h := &Handler{brainDir: dir} req := httptest.NewRequest(http.MethodGet, "/pass-rate?skill=tdd&window=24h", nil) w := httptest.NewRecorder() h.PassRate(w, req) var got passRateResponse require.NoError(t, json.NewDecoder(w.Result().Body).Decode(&got)) assert.Equal(t, 1, got.Pass) assert.Equal(t, 1, got.Total) } func TestPassRate_NoData_ReturnsZerosAndNullRate(t *testing.T) { dir := t.TempDir() h := &Handler{brainDir: dir} req := httptest.NewRequest(http.MethodGet, "/pass-rate?skill=tdd&window=24h", nil) w := httptest.NewRecorder() h.PassRate(w, req) var got passRateResponse require.NoError(t, json.NewDecoder(w.Result().Body).Decode(&got)) assert.Equal(t, 0, got.Pass) assert.Equal(t, 0, got.Fail) assert.Equal(t, 0, got.Skip) assert.Equal(t, 0, got.Total) assert.Nil(t, got.PassRate, "pass_rate must be null when pass+fail == 0") } func TestPassRate_DefaultsTo7d(t *testing.T) { dir := t.TempDir() now := time.Now().UTC().Format(time.RFC3339) writeSession(t, dir, "s1", `{"timestamp":"`+now+`","skill":"tdd","final_status":"pass"}`) h := &Handler{brainDir: dir} req := httptest.NewRequest(http.MethodGet, "/pass-rate?skill=tdd", nil) // no window w := httptest.NewRecorder() h.PassRate(w, req) var got passRateResponse require.NoError(t, json.NewDecoder(w.Result().Body).Decode(&got)) assert.Equal(t, "7d", got.Window) assert.Equal(t, 1, got.Pass) } func TestPassRate_MissingSkill_ReturnsBadRequest(t *testing.T) { dir := t.TempDir() h := &Handler{brainDir: dir} req := httptest.NewRequest(http.MethodGet, "/pass-rate", nil) w := httptest.NewRecorder() h.PassRate(w, req) assert.Equal(t, http.StatusBadRequest, w.Result().StatusCode) } func TestPassRate_BadWindow_ReturnsBadRequest(t *testing.T) { dir := t.TempDir() h := &Handler{brainDir: dir} req := httptest.NewRequest(http.MethodGet, "/pass-rate?skill=tdd&window=foo", nil) w := httptest.NewRecorder() h.PassRate(w, req) assert.Equal(t, http.StatusBadRequest, w.Result().StatusCode) } func TestPassRate_MalformedLine_Skipped(t *testing.T) { dir := t.TempDir() now := time.Now().UTC().Format(time.RFC3339) writeSession(t, dir, "s1", `{"timestamp":"`+now+`","skill":"tdd","final_status":"pass"}`, `not valid json`, `{"timestamp":"`+now+`","skill":"tdd","final_status":"pass"}`, ) h := &Handler{brainDir: dir} req := httptest.NewRequest(http.MethodGet, "/pass-rate?skill=tdd&window=24h", nil) w := httptest.NewRecorder() h.PassRate(w, req) var got passRateResponse require.NoError(t, json.NewDecoder(w.Result().Body).Decode(&got)) assert.Equal(t, 2, got.Pass, "the malformed line is silently skipped") } ``` - [ ] **Step 2: Run test to confirm build failure** ```bash cd ~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint cd ingestion && go test ./internal/api/... -run TestPassRate 2>&1 | tail -10 # Expected: build failure — `Handler.PassRate`, `passRateResponse` undefined # Note: Handler.brainDir field already exists (existing pattern); just adding a new method. ``` - [ ] **Step 3: Write the implementation** Create `ingestion/internal/api/passrate.go`: ```go package api import ( "encoding/json" "net/http" "os" "path/filepath" "strings" "time" ) type passRateResponse struct { Skill string `json:"skill"` Window string `json:"window"` Pass int `json:"pass"` Fail int `json:"fail"` Skip int `json:"skip"` Total int `json:"total"` PassRate *float64 `json:"pass_rate"` } // PassRate handles GET /pass-rate?skill=X&window=Y. // Walks brainDir/sessions/*.jsonl, filters by skill name and timestamp, // returns aggregated counts and pass rate. func (h *Handler) PassRate(w http.ResponseWriter, r *http.Request) { skill := r.URL.Query().Get("skill") if skill == "" { writeError(w, http.StatusBadRequest, "skill is required") return } windowStr := r.URL.Query().Get("window") if windowStr == "" { windowStr = "7d" } window, err := parseWindow(windowStr) if err != nil { writeError(w, http.StatusBadRequest, "invalid window: "+err.Error()) return } cutoff := time.Now().UTC().Add(-window) pass, fail, skip := 0, 0, 0 sessionsDir := filepath.Join(h.brainDir, "sessions") entries, err := os.ReadDir(sessionsDir) if err != nil && !os.IsNotExist(err) { writeError(w, http.StatusInternalServerError, "read sessions dir: "+err.Error()) return } for _, entry := range entries { if entry.IsDir() || !strings.HasSuffix(entry.Name(), ".jsonl") { continue } body, err := os.ReadFile(filepath.Join(sessionsDir, entry.Name())) if err != nil { continue // skip unreadable files } for _, line := range strings.Split(string(body), "\n") { line = strings.TrimSpace(line) if line == "" { continue } var rec struct { Timestamp string `json:"timestamp"` Skill string `json:"skill"` FinalStatus string `json:"final_status"` } if err := json.Unmarshal([]byte(line), &rec); err != nil { continue // malformed — skip } if rec.Skill != skill { continue } ts, err := time.Parse(time.RFC3339, rec.Timestamp) if err != nil { continue } if ts.Before(cutoff) { continue } switch normalizeStatus(rec.FinalStatus) { case "pass": pass++ case "fail": fail++ case "skip": skip++ } } } total := pass + fail + skip resp := passRateResponse{ Skill: skill, Window: windowStr, Pass: pass, Fail: fail, Skip: skip, Total: total, } if pass+fail > 0 { rate := float64(pass) / float64(pass+fail) resp.PassRate = &rate } w.Header().Set("Content-Type", "application/json") _ = json.NewEncoder(w).Encode(resp) } // normalizeStatus maps both new (pass/fail/skip) and legacy (ok/error/skipped) // vocabularies to the canonical pass/fail/skip set. Unknown values are treated // as skip for safety. func normalizeStatus(s string) string { switch s { case "pass", "ok": return "pass" case "fail", "error": return "fail" case "skip", "skipped": return "skip" default: return "skip" } } // parseWindow accepts Go-style durations plus "Nd" for days. func parseWindow(s string) (time.Duration, error) { if strings.HasSuffix(s, "d") { // Replace "d" with "h" * 24 days := strings.TrimSuffix(s, "d") d, err := time.ParseDuration(days + "h") if err != nil { return 0, err } return d * 24, nil } return time.ParseDuration(s) } ``` - [ ] **Step 4: Run tests, expect all 8 PASS** ```bash cd ~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint/ingestion go test ./internal/api/... -run TestPassRate -v 2>&1 | tail -25 # Expected: 8/8 PASS ``` - [ ] **Step 5: Run task check** ```bash cd ~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint task check 2>&1 | tail -15 ``` - [ ] **Step 6: Commit** ```bash cd ~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint git add ingestion/internal/api/passrate.go ingestion/internal/api/passrate_test.go git commit -m "feat(brain): /pass-rate aggregator and handler Adds a new HTTP GET handler at the ingestion pod that walks brain/sessions/*.jsonl, filters by skill name and timestamp window (default 7d, accepts Nh and Nd), normalizes legacy status vocabulary (ok→pass, error→fail, skipped→skip), and returns aggregated counts plus pass_rate. Pass rate is null when pass+fail == 0, distinguishing 'no data' from 'always passes'. Plan 6 routing pod will check for null before making decisions. Route registration in cmd/server/main.go lands in a follow-up commit." ``` --- ## Task 3: Wire `/pass-rate` into the route table **Worktree:** `~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint/` Register the handler at `GET /pass-rate` in the ingestion server's mux. Note the verb is GET (consistent with REST semantics for a pure read), unlike the other brain HTTP REST endpoints which are POST. **Files:** - Modify: `ingestion/cmd/server/main.go` - [ ] **Step 1: Read the existing route table** ```bash grep -n "mux.HandleFunc" ~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint/ingestion/cmd/server/main.go # Should list the existing POST routes (/query, /write, etc.) ``` - [ ] **Step 2: Add the route** In `ingestion/cmd/server/main.go`, find the block of `mux.HandleFunc(...)` calls. After the last existing one (likely `mux.HandleFunc("POST /backfill-refs", h.BackfillRefs)`), add: ```go mux.HandleFunc("GET /pass-rate", h.PassRate) ``` - [ ] **Step 3: Build and check the route is reachable** ```bash cd ~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint go build ./ingestion/cmd/server # Expected: build succeeds, no errors # A route-reachability check: spin up the server pointing at a tmp brain dir # and curl the endpoint. TMPBRAIN=$(mktemp -d) mkdir "$TMPBRAIN/sessions" BRAIN_DIR="$TMPBRAIN" go run ./ingestion/cmd/server & SERVER_PID=$! sleep 1 curl -sS "http://localhost:3300/pass-rate?skill=tdd&window=7d" | head -3 # Expected: {"skill":"tdd","window":"7d","pass":0,"fail":0,"skip":0,"total":0,"pass_rate":null} kill $SERVER_PID rm -rf "$TMPBRAIN" # Note: server may bind to a different port if BRAIN_DIR isn't enough config. # If this step fails due to env var or port issues, fall back to confirming # the route compiles by `go build ./ingestion/...` and rely on Task 4's # integration test. ``` - [ ] **Step 4: Run task check** ```bash task check 2>&1 | tail -15 ``` - [ ] **Step 5: Commit** ```bash git add ingestion/cmd/server/main.go git commit -m "feat(brain): register GET /pass-rate route Adds the route entry alongside the existing POST routes. Note: this is the brain HTTP REST API's first GET endpoint — it follows REST semantics for pure reads, while the legacy POST routes (query, write, ingest, etc.) all take JSON bodies. Future read endpoints SHOULD use GET; future write endpoints continue with POST." ``` --- ## Task 4: CLI subcommand `hyperguild brain pass-rate` **Worktree:** `~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint/` Add a third nested verb under `brain` in the hyperguild CLI. New `brainClient.PassRate` method calls the endpoint. New `runBrainPassRate` subcommand wires it into the dispatcher. **Files:** - Modify: `cmd/hyperguild/http.go` (add `PassRate` method) - Modify: `cmd/hyperguild/http_test.go` (tests for `PassRate`) - Modify: `cmd/hyperguild/brain.go` (add `runBrainPassRate`, wire into `runBrain` switch) - Modify: `cmd/hyperguild/brain_test.go` (tests for `runBrainPassRate`) - [ ] **Step 1: Write the failing tests** Append to `cmd/hyperguild/http_test.go`: ```go func TestBrainClient_PassRate_Success(t *testing.T) { srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { assert.Equal(t, http.MethodGet, r.Method) assert.Equal(t, "/pass-rate", r.URL.Path) assert.Equal(t, "tdd", r.URL.Query().Get("skill")) assert.Equal(t, "7d", r.URL.Query().Get("window")) w.Header().Set("Content-Type", "application/json") _, _ = w.Write([]byte(`{"skill":"tdd","window":"7d","pass":47,"fail":3,"skip":0,"total":50,"pass_rate":0.94}`)) })) defer srv.Close() c := &brainClient{baseURL: srv.URL, http: srv.Client()} res, err := c.PassRate(context.Background(), "tdd", "7d") require.NoError(t, err) assert.Equal(t, "tdd", res.Skill) assert.Equal(t, 47, res.Pass) assert.Equal(t, 3, res.Fail) require.NotNil(t, res.PassRate) assert.InDelta(t, 0.94, *res.PassRate, 0.001) } func TestBrainClient_PassRate_NullRate(t *testing.T) { srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { w.Header().Set("Content-Type", "application/json") _, _ = w.Write([]byte(`{"skill":"tdd","window":"7d","pass":0,"fail":0,"skip":0,"total":0,"pass_rate":null}`)) })) defer srv.Close() c := &brainClient{baseURL: srv.URL, http: srv.Client()} res, err := c.PassRate(context.Background(), "tdd", "7d") require.NoError(t, err) assert.Nil(t, res.PassRate) } ``` Append to `cmd/hyperguild/brain_test.go`: ```go func TestRunBrainPassRate_Human(t *testing.T) { srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { _, _ = w.Write([]byte(`{"skill":"tdd","window":"7d","pass":47,"fail":3,"skip":0,"total":50,"pass_rate":0.94}`)) })) defer srv.Close() t.Setenv("BRAIN_URL", srv.URL) var out, errBuf bytes.Buffer err := runBrain(context.Background(), []string{"pass-rate", "tdd"}, strings.NewReader(""), &out, &errBuf) require.NoError(t, err) got := out.String() assert.Contains(t, got, "tdd") assert.Contains(t, got, "47 / 50") assert.Contains(t, got, "94%") } func TestRunBrainPassRate_NoData(t *testing.T) { srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { _, _ = w.Write([]byte(`{"skill":"tdd","window":"7d","pass":0,"fail":0,"skip":0,"total":0,"pass_rate":null}`)) })) defer srv.Close() t.Setenv("BRAIN_URL", srv.URL) var out, errBuf bytes.Buffer err := runBrain(context.Background(), []string{"pass-rate", "tdd"}, strings.NewReader(""), &out, &errBuf) require.NoError(t, err) assert.Contains(t, out.String(), "no data") } func TestRunBrainPassRate_JSON(t *testing.T) { srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { _, _ = w.Write([]byte(`{"skill":"tdd","window":"7d","pass":47,"fail":3,"skip":0,"total":50,"pass_rate":0.94}`)) })) defer srv.Close() t.Setenv("BRAIN_URL", srv.URL) var out, errBuf bytes.Buffer err := runBrain(context.Background(), []string{"pass-rate", "--json", "tdd"}, strings.NewReader(""), &out, &errBuf) require.NoError(t, err) assert.Contains(t, out.String(), `"pass_rate": 0.94`) } func TestRunBrainPassRate_MissingSkill(t *testing.T) { var out, errBuf bytes.Buffer err := runBrain(context.Background(), []string{"pass-rate"}, strings.NewReader(""), &out, &errBuf) assert.Error(t, err) assert.Contains(t, err.Error(), "skill required") } func TestRunBrainPassRate_WindowFlag(t *testing.T) { gotWindow := "" srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { gotWindow = r.URL.Query().Get("window") _, _ = w.Write([]byte(`{"skill":"tdd","window":"30d","pass":0,"fail":0,"skip":0,"total":0,"pass_rate":null}`)) })) defer srv.Close() t.Setenv("BRAIN_URL", srv.URL) var out, errBuf bytes.Buffer err := runBrain(context.Background(), []string{"pass-rate", "--window", "30d", "tdd"}, strings.NewReader(""), &out, &errBuf) require.NoError(t, err) assert.Equal(t, "30d", gotWindow) } ``` - [ ] **Step 2: Run tests, expect failure (undefined symbols)** ```bash cd ~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint go test ./cmd/hyperguild/... -run "TestBrainClient_PassRate|TestRunBrainPassRate" 2>&1 | tail -10 # Expected: build failure — `PassRate`, `runBrainPassRate` undefined ``` - [ ] **Step 3: Add the brainClient method** In `cmd/hyperguild/http.go`, append below the existing `Write` method: ```go // PassRateResult mirrors the /pass-rate response envelope. type PassRateResult struct { Skill string `json:"skill"` Window string `json:"window"` Pass int `json:"pass"` Fail int `json:"fail"` Skip int `json:"skip"` Total int `json:"total"` PassRate *float64 `json:"pass_rate"` } func (c *brainClient) PassRate(ctx context.Context, skill, window string) (*PassRateResult, error) { q := url.Values{} q.Set("skill", skill) q.Set("window", window) u := c.baseURL + "/pass-rate?" + q.Encode() req, err := http.NewRequestWithContext(ctx, http.MethodGet, u, nil) if err != nil { return nil, fmt.Errorf("build request: %w", err) } resp, err := c.http.Do(req) if err != nil { return nil, fmt.Errorf("brain GET /pass-rate: %w", err) } defer func() { _ = resp.Body.Close() }() if resp.StatusCode != http.StatusOK { body, _ := io.ReadAll(resp.Body) return nil, fmt.Errorf("brain GET /pass-rate: status %d: %s", resp.StatusCode, string(body)) } var out PassRateResult if err := json.NewDecoder(resp.Body).Decode(&out); err != nil { return nil, fmt.Errorf("decode /pass-rate response: %w", err) } return &out, nil } ``` The `net/url` and `strconv` imports were removed in Plan 4's GET→POST fix; `net/url` needs to come back for this method. Add it to the imports. - [ ] **Step 4: Add `runBrainPassRate` and wire into the dispatcher** In `cmd/hyperguild/brain.go`, update the `runBrain` switch to add a `pass-rate` case: ```go func runBrain(ctx context.Context, args []string, stdin io.Reader, stdout, stderr io.Writer) error { if len(args) == 0 { return errors.New("subcommand required (query|write|pass-rate)") } switch args[0] { case "query": return runBrainQuery(ctx, args[1:], stdin, stdout, stderr) case "write": return runBrainWrite(ctx, args[1:], stdin, stdout, stderr) case "pass-rate": return runBrainPassRate(ctx, args[1:], stdin, stdout, stderr) default: return fmt.Errorf("unknown subcommand: %s (expected query|write|pass-rate)", args[0]) } } ``` Then append `runBrainPassRate`: ```go func runBrainPassRate(ctx context.Context, args []string, _ io.Reader, stdout, stderr io.Writer) error { fs := flag.NewFlagSet("brain pass-rate", flag.ContinueOnError) fs.SetOutput(stderr) asJSON := fs.Bool("json", false, "output JSON instead of human-readable") window := fs.String("window", "7d", "lookback window (e.g. 1h, 24h, 7d, 30d)") if err := fs.Parse(args); err != nil { return fmt.Errorf("parse flags: %w", err) } if fs.NArg() < 1 { return errors.New("skill required") } skill := fs.Arg(0) res, err := newBrainClient().PassRate(ctx, skill, *window) if err != nil { return err } if *asJSON { enc := json.NewEncoder(stdout) enc.SetIndent("", " ") return enc.Encode(res) } if res.PassRate == nil { fmt.Fprintf(stdout, "%s: no data (window: %s)\n", res.Skill, res.Window) //nolint:errcheck return nil } fmt.Fprintf(stdout, "%s: %d / %d = %.0f%% (window: %s)\n", res.Skill, res.Pass, res.Total, *res.PassRate*100, res.Window) //nolint:errcheck return nil } ``` - [ ] **Step 5: Run tests, expect 5 + 2 + previous all PASS** ```bash go test ./cmd/hyperguild/... -v 2>&1 | tail -50 # Expected: previous tests still pass + 7 new tests pass ``` - [ ] **Step 6: Run task check** ```bash task check 2>&1 | tail -15 ``` - [ ] **Step 7: Commit** ```bash git add cmd/hyperguild/http.go cmd/hyperguild/http_test.go cmd/hyperguild/brain.go cmd/hyperguild/brain_test.go git commit -m "feat(hyperguild): brain pass-rate subcommand Adds 'hyperguild brain pass-rate [--window 7d] [--json]' calling the new /pass-rate endpoint. Human output: tdd: 47 / 50 = 94% (window: 7d) or 'no data (window: 7d)' when pass_rate is null. PassRateResult mirrors the response envelope; PassRate is *float64 so null is preserved across decode." ``` --- ## Task 5: Rollout — instrument 6 other binary-outcome SKILL.md files **Worktree:** `~/Documents/local-dev-worktrees/pass-rate-instrumentation/` (`local-dev` repo) Apply the same Logging subsection pattern from Task 1 to six more skills, each with its own phase set. Single commit covers all six (small, mechanical). **Files (all six, same pattern):** | File | Phases to log | |---|---| | `.skills/code-review/SKILL.md` | One log call per phase the skill defines (typically `phase-0` through `phase-3` or similar — check the skill's existing structure) | | `.skills/debug/SKILL.md` | One log call at the end of each phase (`hypothesize`, `instrument`, `verify`, `fix` — or whatever the skill defines) | | `.skills/feature-spec/SKILL.md` | One log call per output phase (typically `draft`, `review`, `approved`) | | `.skills/session-retrospective/SKILL.md` | One log call at the end (`surfaced` with `final_status` reflecting whether candidates were emitted) | | `.skills/trainer/SKILL.md` | Two log calls: one at end of READ phase, one at end of WRITE phase | | `.skills/spec-driven-dev/SKILL.md` | One log call per output phase (typically per `spec`, `decide`, `plan`) | For each file: - [ ] **Step 1: Open the file and locate "## Brain MCP Integration"** ```bash cd ~/Documents/local-dev-worktrees/pass-rate-instrumentation grep -n "## Brain MCP Integration" .skills/code-review/SKILL.md .skills/debug/SKILL.md .skills/feature-spec/SKILL.md .skills/session-retrospective/SKILL.md .skills/trainer/SKILL.md .skills/spec-driven-dev/SKILL.md ``` - [ ] **Step 2: Append the Logging subsection to each** The template (substitute `` and the per-skill phase set): ```markdown ### Logging Call `session_log` once at the end of every phase to record the outcome. Pass-rate is computed downstream by the `/pass-rate` HTTP endpoint, which treats `pass` as success, `fail` as failure, `skip` as neither. **At end of each phase:** - `session_log` with `{skill: "", phase: "", final_status: "pass" | "fail" | "skip", message: "", duration_ms: , project_root: ""}` **Phases for this skill:** [list the phases the skill defines, e.g. `red`, `green`, `refactor` for tdd; `phase-0`, `phase-1`, `phase-2`, `phase-3` for code-review; etc.] **Status semantics:** - `pass` — the phase's intended outcome was reached. - `fail` — the phase's intended outcome was NOT reached. - `skip` — phase was skipped intentionally. **Why this matters:** the routing pod (Plan 6) reads pass-rate to decide whether to route a future call to a local model. If your skill never logs, the routing pod sees no data. ``` For each of the six SKILL.md files, insert this subsection at the end of the existing "## Brain MCP Integration" section (immediately before the next `##` header). Substitute `` with the skill's actual name. Read each skill's existing Process or Phases section to know what phases to list. - [ ] **Step 3: Verify all six were updated** ```bash for f in code-review debug feature-spec session-retrospective trainer spec-driven-dev; do echo "=== $f ===" grep -c "session_log" .skills/$f/SKILL.md done # Each count should be ≥ 2 (the call site + the introductory mention). ``` - [ ] **Step 4: Commit** ```bash git add .skills/code-review/SKILL.md .skills/debug/SKILL.md .skills/feature-spec/SKILL.md .skills/session-retrospective/SKILL.md .skills/trainer/SKILL.md .skills/spec-driven-dev/SKILL.md git commit -m "feat(skills): instrument 6 binary-outcome skills with session_log — Plan 5 rollout Following the tdd pilot, applies the Logging subsection template to: - code-review - debug - feature-spec - session-retrospective - trainer - spec-driven-dev Each skill's Brain MCP Integration section gains a literal session_log call template with the skill's specific phase set and pass/fail/skip semantics. Skills with no clear binary outcome (clean-code, cognitive-load, solid, refactoring, test-design, problem-analysis, user-stories, planning, atdd, gitea-ci) are intentionally not instrumented — they're reading or process-shaping content, not discrete actions." ``` --- ## Task 6: Documentation updates **Worktree:** `~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint/` Update `cmd/hyperguild/README.md` to document the new `pass-rate` subcommand. Update `CLAUDE.md` to mention the `/pass-rate` endpoint alongside the other brain HTTP REST endpoints. **Files:** - Modify: `cmd/hyperguild/README.md` (add `pass-rate` subcommand block) - Modify: `CLAUDE.md` (mention `/pass-rate` in the brain HTTP REST API section) - [ ] **Step 1: Update the CLI README** Find the existing `### hyperguild brain write ` section in `cmd/hyperguild/README.md`. After it (before the next `###` heading), insert: ```markdown ### `hyperguild brain pass-rate ` Returns the pass rate for a skill over a lookback window. Computed on-demand from `brain/sessions/*.jsonl`. ```bash $ hyperguild brain pass-rate tdd tdd: 47 / 50 = 94% (window: 7d) $ hyperguild brain pass-rate tdd --window 30d --json { "skill": "tdd", "window": "30d", "pass": 142, "fail": 8, "skip": 5, "total": 155, "pass_rate": 0.9467 } ``` Flags: - `--window` — lookback window (default `7d`; accepts `Nh`, `Nd`) - `--json` — emit the raw response envelope Skills with no logged invocations return zero counts and `pass_rate: null` (indicating "no data", distinct from "always passes"). ``` - [ ] **Step 2: Update CLAUDE.md** Find the section in `CLAUDE.md` that documents the brain HTTP REST API (look for `## MCP endpoints` or similar). After the existing endpoint list, add a note about `/pass-rate`: ```markdown 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. ``` - [ ] **Step 3: Run task check** ```bash task check 2>&1 | tail -15 ``` - [ ] **Step 4: Commit** ```bash git add cmd/hyperguild/README.md CLAUDE.md git commit -m "docs(hyperguild): document brain pass-rate subcommand and /pass-rate endpoint Adds pass-rate to the CLI README's subcommand block. Updates CLAUDE.md to note the new /pass-rate endpoint alongside the existing brain HTTP REST API surface." ``` --- ## Task 7: Push both branches **Both worktrees.** Push the `local-dev` instrumentation branch first (Phase 1), then the `hyperguild` endpoint+CLI branch (Phase 2). - [ ] **Step 1: Verify both worktrees are clean** ```bash cd ~/Documents/local-dev-worktrees/pass-rate-instrumentation git status git log --oneline origin/main..HEAD # Expected: 2 commits (Task 1 pilot + Task 5 rollout), working tree clean cd ~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint git status git log --oneline origin/main..HEAD # Expected: 5 commits (Task 2-4, 6), working tree clean ``` - [ ] **Step 2: Push both** ```bash cd ~/Documents/local-dev-worktrees/pass-rate-instrumentation git push -u origin HEAD # Note the gitea PR URL. cd ~/dev/AI/hyperguild/.worktrees/pass-rate-endpoint git push -u origin HEAD # Note the gitea PR URL. ``` - [ ] **Step 3: Surface the two PR URLs to the controller** Stop after both pushes. The controller decides merge timing — both branches are independent and can merge in either order, though Phase 1 (instrumentation) should land first so Phase 2's smoke test against a fresh `tdd` invocation has a chance of producing real data. --- ## Self-review **1. Spec coverage:** | Spec success criterion | Implementing task | |---|---| | `tdd` instrumented (pilot) | Task 1 | | 6 other skills instrumented | Task 5 | | `GET /pass-rate?skill=X&window=Y` returns aggregate JSON | Task 2 | | Aggregator normalizes `pass`/`ok`, `fail`/`error`, `skip`/`skipped` | Task 2 (`normalizeStatus`) | | Endpoint returns null pass_rate when pass+fail==0 | Task 2 (`TestPassRate_NoData_ReturnsZerosAndNullRate`) | | Optional `hyperguild brain pass-rate` CLI subcommand | Task 4 | | `task check` passes per task and on merged branches | Step in every task | | Real data for `tdd` 1 week post-merge | Manual verification (out-of-band) | **2. Placeholder scan:** No "TBD"/"TODO"/"appropriate"/"similar to Task N". Each rollout SKILL.md has a concrete template; the per-skill phase set is the only thing the implementer fills in (not a placeholder — it requires reading each skill's existing structure). **3. Type/name consistency:** - `passRateResponse` (lowercase) on the brain side; `PassRateResult` (uppercase, exported) on the CLI side. Different packages, different conventions. Field names match: `Skill`, `Window`, `Pass`, `Fail`, `Skip`, `Total`, `PassRate`. JSON tags identical. - `normalizeStatus`, `parseWindow` defined in Task 2, used unchanged. - `runBrainPassRate`, `PassRate` named consistently in Tasks 2/4. - `BRAIN_URL` env var consumed by `newBrainClient()` (existing) — no new env vars. --- ## Risks (plan-level) | Risk | Mitigation | |---|---| | Phase 1 worktree path conflicts with prior `cross-tool-skill-wiring` worktree (both under `local-dev-worktrees/`) | Different branch name; the cross-tool-skill-wiring worktree was removed after Plan 3 merge. New worktree is created fresh. | | Implementer subagent doesn't have brain MCP access (can't dogfood the new tdd contract) | DONE_WITH_CONCERNS path documented in Task 2; controller validates manually post-merge. | | Phase 2's smoke test (Task 3 Step 3) requires running the ingestion server locally, which may need additional config | Falls back to relying on Task 4's integration test (which uses httptest.Server + the real Handler). | | `final_status` in legacy entry uses `pass` (not the documented `ok`) — confirmed during spec phase | Aggregator handles both; no migration. | | Plan 6 may want per-model or per-mode aggregation that this endpoint doesn't provide | Endpoint shape is small and additive; Plan 6 can extend with new query params (`?model=X`) without breaking existing callers. | | 6-skill rollout in a single commit could blur per-skill mistakes | Acceptable — the rollout is mechanical (same template, six substitutions). If an individual skill has a structural quirk that doesn't fit the template, surface as DONE_WITH_CONCERNS and fix in a follow-up. |