investigate

SkillDev tools

Investigate code debugging and root-cause narrowing; use measurable gates before fixes.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the investigate skill

What this skill tells your AI

The instructions your AI receives, as published by borda/ai-rig in plugins/codex-rig/skills/investigate/SKILL.md and read by ahel’s review.

Diagnose unknown failures: broken local setup, environment mismatch, tool misbehavior, hook problems, CI vs local divergence, permission errors, runtime anomalies. Gather signals broadly, eliminate hypotheses systematically, report confirmed root cause + recommended next skill. No fixes — diagnosis only. NOT for: known Python test failures with traceback (use /develop:debug (requires develop plugin)); .claude/ config quality sweep (use /foundry:audit).

  • $ARGUMENTS: required — symptom, question, or failing command, e.g.:

    • "hooks not firing on Save"
    • "bridge review is unavailable on this machine"
    • "/calibrate times out every run"
    • "CI fails but passes locally"
    • "uv run pytest can't find conftest.py"
  • --fast: optional flag — skip Step 4 adversarial Codex review; use when speed matters more than thoroughness or Codex unavailable.

If $ARGUMENTS empty or too vague, use AskUserQuestion: "What exactly is failing or behaving unexpectedly? Include the command and any error output you can share."

Task hygiene: load and follow the protocol below.

# loads: compaction-contract.md
# audit-skip: resilience-replication
python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_foundry}/bin/load_shared_doc.py" foundry skills/_shared task-hygiene.md  # timeout: 5000

Task tracking: TaskCreate tasks for Gather, Hypothesise, Probe, Report; mark in_progress/completed as you go.

Step 1: Parse symptom and scope

export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
KEEP_ITEMS=""
if [[ "$ARGUMENTS" =~ --keep[[:space:]]\"([^\"]+)\" ]]; then
    KEEP_ITEMS="${BASH_REMATCH[1]}"
fi
ARGUMENTS=$(echo "$ARGUMENTS" | sed 's/--keep "[^"]*"//g')
rm -f .temp/state/skill-contract.md ${TMPDIR:-/tmp}/investigate-verdicts-${CSID}  # clear stale contract + probe ledger (compaction-contract.md §Lifecycle)  # timeout: 5000
echo "$KEEP_ITEMS" > "${TMPDIR:-/tmp}/investigate-keep-items-${CSID}"

From $ARGUMENTS extract:

  • What: specific failure or anomaly
  • Where: local / CI / both; which tool or command; which skill or hook if applicable
  • When: started recently (after change) or always broken; intermittent or consistent

Unsupported flag check — after all supported flags extracted (--fast, --keep), scan $ARGUMENTS for remaining --<token> tokens. If found: print ! Unknown flag(s): `--<token>`. Supported: `--fast`, `--keep`. then invoke AskUserQuestion — (a) Abort (stop, re-invoke with correct flags) · (b) Continue ignoring (skip unknown flags, proceed). On Abort: stop.

Step 2: Gather signals

Init run directory unconditionally at start of Step 2$INVESTIGATE_RUN must be set even when Step 4 skipped (--fast path), so Step 6's read of $INVESTIGATE_RUN/*-review.md does not expand to /codex-review.md or unset reference. Step 4 creates review files only when adversarial review runs; Step 6 must guard reads with [ -f <path> ].

export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# timeout: 5000
INVESTIGATE_RUN=".temp/investigate/$(date -u +%Y-%m-%dT%H-%M-%SZ)"
mkdir -p "$INVESTIGATE_RUN"
echo "$INVESTIGATE_RUN" > "${TMPDIR:-/tmp}/investigate-run-path-${CSID}"  # persist; re-read in later steps
echo "INVESTIGATE_RUN=$INVESTIGATE_RUN"  # bash vars don't persist; read from stdout

Collect evidence in parallel — do NOT form hypotheses yet. Tool versions and PATH:

which python && python --version                                                                   # timeout: 5000
which uv 2>/dev/null && uv --version 2>/dev/null || echo "uv: not found"                             # timeout: 5000
node --version 2>/dev/null || echo "node: not found"                                                 # timeout: 5000
CODEX_STATUS=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_foundry}/bin/check_bridge.py" --status 2>/dev/null || echo "absent"); echo "bridge@borda-ai-rig: $CODEX_STATUS"  # timeout: 5000
env | grep -E 'PATH|VIRTUAL_ENV|UV_|CLAUDE|HOME|SHELL|NODE' | grep -v -E '(_TOKEN|_KEY|_SECRET|_PASSWORD|_PASS)=' | sort # timeout: 5000

Recent changes:

git log --oneline -10        # timeout: 3000
git diff HEAD~3..HEAD --stat # timeout: 3000

Config state (when symptom involves Claude Code, hooks, or skills):

Use Read to check .claude/settings.json — look for hook registrations, allow entries relevant to failing command, and enabledMcpjsonServers. For ~/.claude/settings.json (outside allowed Read paths), use Bash:

jq . ~/.claude/settings.json  # timeout: 5000

Logs (when symptom involves skill run, background agent, or hook):

Use Grep with pattern ERROR|WARN|failed|not found|exit across .notes/logs/, .claude/logs/ (legacy fallback), /tmp/, or relevant .reports/<skill>/ run dirs. Read last 50 lines of any relevant log file.

Capture all output before Step 3.

After gathering evidence, capture top signals as working notes for Step 4 spawn prompts AND persist them to disk so the values survive the bash-state reset between Steps 2 → 3 → 4:

  • SYMPTOM_DESCRIPTION — verbatim from $ARGUMENTS
  • KEY_SIGNALS — write 3–5 bullet-point sentences summarizing the most diagnostic signals found above (tool versions, missing binaries, config anomalies, recent changes)

Use the Write tool (NOT a echo > $INVESTIGATE_RUN/... heredoc, which loses bash variable state across tool calls) to write the captured values to disk so Step 4 spawn prompts can instruct subagents to Read them rather than relying on inline interpolation:

  • Write(file_path="<INVESTIGATE_RUN>/symptom.txt", content=<SYMPTOM_DESCRIPTION>) — substitute <INVESTIGATE_RUN> with the path printed in the Step 2 bash output above
  • Write(file_path="<INVESTIGATE_RUN>/signals.md", content=<KEY_SIGNALS>)

Step 4 spawn prompts must instruct the subagent to Read these files (not rely on inline ${SYMPTOM_DESCRIPTION} interpolation, which the LLM can paraphrase or truncate under context pressure).

export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
IFS= read -r _INVESTIGATE_RUN < "${TMPDIR:-/tmp}/investigate-run-path-${CSID}" 2>/dev/null || _INVESTIGATE_RUN=""
IFS= read -r _KEEP < "${TMPDIR:-/tmp}/investigate-keep-items-${CSID}" 2>/dev/null || _KEEP=""
_PRESERVE="run-dir=$_INVESTIGATE_RUN, symptom=$_INVESTIGATE_RUN/symptom.txt, signals=$_INVESTIGATE_RUN/signals.md"
[ -n "$_KEEP" ] && _PRESERVE="$_PRESERVE; user-keep: $_KEEP"
mkdir -p .temp/state  # timeout: 5000
{
    echo "## Active Skill Contract"
    echo "- skill: foundry:investigate · phase: hypothesise+probe (after signal gather)"
    echo "- run-dir: $_INVESTIGATE_RUN"
    echo "- preserve: $_PRESERVE"
    echo "- next: rank hypotheses (Step 3) → adversarial review (Step 4) → probe (Step 5) → report (Step 6)"
} > .temp/state/skill-contract.md

Step 3: Rank hypotheses

List candidate root causes ranked by probability, drawing only from gathered evidence:

RankHypothesisSupporting evidenceRuling-out test
1
2
3

Capture the ranked hypothesis table as HYPOTHESIS_TABLE and persist it to disk before Step 4 — use the Write tool:

  • Write(file_path="<INVESTIGATE_RUN>/hypotheses.md", content=<HYPOTHESIS_TABLE>)

This avoids LLM-paraphrase risk when inlining a long table into a spawn prompt. Step 4 spawn prompts will instruct the subagent to Read this file.

Refresh the compaction contract now that ranking is done — the boundary moves into the Step 4–5 loop so a mid-loop compaction resumes from hypotheses.md instead of re-ranking:

export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Compaction contract — boundary 2: ranking done, entering adversarial+probe loop (compaction-contract.md §Lifecycle)
IFS= read -r _IR < "${TMPDIR:-/tmp}/investigate-run-path-${CSID}" 2>/dev/null || _IR=""
IFS= read -r _KEEP < "${TMPDIR:-/tmp}/investigate-keep-items-${CSID}" 2>/dev/null || _KEEP=""
_PRESERVE="run-dir=$_IR, symptom=$_IR/symptom.txt, signals=$_IR/signals.md, hypotheses=$_IR/hypotheses.md"
[ -n "$_KEEP" ] && _PRESERVE="$_PRESERVE; user-keep: $_KEEP"
mkdir -p .temp/state  # timeout: 5000
{
    echo "## Active Skill Contract"
    echo "- skill: foundry:investigate · phase: adversarial+probe (after hypotheses ranked)"
    echo "- run-dir: $_IR"
    echo "- preserve: $_PRESERVE"
    echo "- next: adversarial review (Step 4, unless --fast) → probe hypotheses (Step 5) → report (Step 6). Resume from hypotheses.md — do NOT re-rank."
} > .temp/state/skill-contract.md

Common categories:

  • Environment mismatch — tool version differs; wrong virtualenv active; PATH missing entry
  • Missing dependency — binary not on PATH; package not installed; module import fails
  • Config / permission error — settings.json allow entry missing; hook path wrong; settings.local.json override
  • State pollution — stale lock file, leftover tmp artifact, or cached state conflicts with current run
  • Recent change regression — git commit or config edit introduced issue (check git log)
  • Sync drift — project .claude/ and ~/.claude/ diverged; compare manually or /foundry:audit setup
  • External service — network unavailable, API rate-limited, or remote tool unreachable

Step 4: Auxiliary review (optional)

Skip entirely when --fast passed, or top hypothesis has strong direct evidence. (foundry:challenger is always available as part of foundry plugin, so the skip condition simplifies to: skip when --fast passed.) Skip → proceed to Step 5.

When --fast: mark Step 4 task as deleted (not completed — it was skipped).

Otherwise, set up adversarial review. Run dir created in Step 2; re-resolve path string here (bash state does not persist):

export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# timeout: 5000
IFS= read -r INVESTIGATE_RUN < "${TMPDIR:-/tmp}/investigate-run-path-${CSID}" 2>/dev/null || INVESTIGATE_RUN=""
# fallback if path file absent
[ -z "$INVESTIGATE_RUN" ] && INVESTIGATE_RUN=$(find .temp/investigate -maxdepth 1 -mindepth 1 -type d 2>/dev/null | sort -Vr | head -1)
CODEX_OUT="$INVESTIGATE_RUN/codex-review.md"
echo "INVESTIGATE_RUN=$INVESTIGATE_RUN"
echo "CODEX_OUT=$CODEX_OUT"  # spawn-prompt reads both stdout lines

Step 2 appends the resolved run path to ${TMPDIR:-/tmp}/investigate-run-path-${CSID} so this resolution succeeds — see echo "$INVESTIGATE_RUN" > "${TMPDIR:-/tmp}/investigate-run-path-${CSID}" in Step 2.

Re-check Codex availability at point of use (bash vars don't persist across tool calls) and echo result so next prose decision can read it:

# check_bridge.py resolves the installed-and-enabled state in one call and already honors a
# project-local .claude/settings.json opt-out, which an inline registry read does not.
CODEX_STATUS=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_foundry}/bin/check_bridge.py" --status 2>/dev/null || echo "absent")  # timeout: 5000
[ "$CODEX_STATUS" = "available" ] && CODEX_AVAILABLE=true || CODEX_AVAILABLE=false
[ "$CODEX_AVAILABLE" = "false" ] && printf "  bridge@borda-ai-rig is %s — skipping bridge review\n" "$CODEX_STATUS"
echo "CODEX_AVAILABLE=$CODEX_AVAILABLE"  # bash vars don't persist; branch below MUST read this value from stdout

Read CODEX_AVAILABLE=… from bash stdout above (NOT shell state). Printed true: spawn Codex; else spawn foundry:challenger. Spawn prompts below instruct subagent to Read persisted symptom/signals/hypotheses files (written in Steps 2 and 3) — more reliable than inlining values, which the LLM can paraphrase under context pressure.

If the bridge is available (requires bridge@borda-ai-rig installed and enabled) — substitute concrete path strings for <INVESTIGATE_RUN> and <CODEX_OUT> before constructing the prompt:

Agent budget — each spawn costs ~120,851 tok of fixed overhead (~73 tool-calls' worth) plus ~12.0 s/call, so work under ~73 calls is cheaper done inline: spawn nothing. Keep each agent near ~55 tool-calls; past ~60 they stall without returning an envelope, forcing reconstruction from disk. Every spawn prompt must require an envelope even on exhaustion — partial: true plus what was finished.

Skill(skill="bridge:review", args="Read-only adversarial review of hypothesis quality. Read <INVESTIGATE_RUN>/symptom.txt, <INVESTIGATE_RUN>/signals.md, and <INVESTIGATE_RUN>/hypotheses.md. Challenge the top hypothesis, identify blind spots, and surface alternative root causes. Write full findings to <CODEX_OUT> and return a compact result envelope.")

Else (Codex unavailable) — substitute <INVESTIGATE_RUN> with the printed run-dir path:

Agent(subagent_type="foundry:challenger", prompt="Adversarial review of hypothesis quality. Read these files for full context: <INVESTIGATE_RUN>/symptom.txt, <INVESTIGATE_RUN>/signals.md, <INVESTIGATE_RUN>/hypotheses.md. Challenge the top hypothesis, identify blindspots, and surface alternative root causes. Read-only analysis only. Write full findings to <INVESTIGATE_RUN>/challenger-review.md using the Write tool. Return ONLY: {\"status\":\"done\",\"file\":\"<path>\",\"findings\":N,\"severity\":{\"critical\":N,\"high\":N,\"medium\":N,\"low\":N},\"confidence\":0.N,\"summary\":\"<one-line>\"}")

Before issuing the call: scan constructed prompt string for remaining < or > characters — if present, substitution incomplete; resolve before spawning.

  • Add challenger alternative hypotheses as new rows in Step 3 table
  • Re-rank if challenger gives stronger evidence for lower-ranked candidate
  • If challenger finds category not in common list, add it

Step 5: Probe top hypotheses

One targeted test per hypothesis — clear confirm/rule-out signal. Run independent probes in parallel.

# Example probes — adapt to the actual symptom

# Environment mismatch
python --version  # timeout: 3000

# Missing allow entry
jq -r '.permissions.allow[]' ~/.claude/settings.json

# Hook path wrong
ls -la ~/.claude/hooks/

# Sync drift
diff <(jq -S . .claude/settings.json) <(jq -S . ~/.claude/settings.json) | head -40

Per probe: mark Confirmed, Ruled out, or Inconclusive. Append each verdict to the probe ledger and refresh the contract — so a mid-loop compaction does not re-probe an already-decided hypothesis:

export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# WHY: probe verdicts live only in-context; a post-compact resume without this would re-probe ruled-out hypotheses (loop)
echo "<hypothesis> :: <Confirmed|Ruled-out|Inconclusive>" >> ${TMPDIR:-/tmp}/investigate-verdicts-${CSID}
IFS= read -r _IR < "${TMPDIR:-/tmp}/investigate-run-path-${CSID}" 2>/dev/null || _IR=""
_VERDICTS=$(tail -8 "${TMPDIR:-/tmp}/investigate-verdicts-${CSID}" 2>/dev/null)  # cap keeps contract compact; tail keeps most-recent verdicts
_REVIEW=""; [ -f "$_IR/codex-review.md" ] && _REVIEW="$_IR/codex-review.md"; [ -f "$_IR/challenger-review.md" ] && _REVIEW="$_IR/challenger-review.md"
mkdir -p .temp/state  # timeout: 5000
{
    echo "## Active Skill Contract"
    echo "- skill: foundry:investigate · phase: probe (Step 5)"
    echo "- run-dir: $_IR"
    echo "- preserve: hypotheses=$_IR/hypotheses.md${_REVIEW:+, review=$_REVIEW}"
    if [ -n "$_VERDICTS" ]; then
        echo "- probed (do NOT re-probe):"
        echo "$_VERDICTS" | sed 's/^/    - /'
    fi
    echo "- next: probe remaining pending hypotheses → confirm root cause → report (Step 6). Skip Confirmed/Ruled-out above."
} > .temp/state/skill-contract.md

Stop when one hypothesis confirmed with clear evidence, or top-3 all ruled out (expand to lower-ranked candidates).

Step 6: Report findings

Re-resolve $INVESTIGATE_RUN from persisted path file (cat "${TMPDIR:-/tmp}/investigate-run-path-${CSID}"). Guard each read with [ -f <path> ]: if $INVESTIGATE_RUN/codex-review.md exists, read it; if $INVESTIGATE_RUN/challenger-review.md exists, read it. Either or both may be absent (Step 4 skipped via --fast, or spawned agent failed silently). Incorporate new hypotheses or blindspots from existing files into Evidence section below; skip read entirely if neither file present — do NOT block on missing review files.

## Investigation: <symptom>

**Root cause**: <confirmed cause, or "inconclusive — suspects narrowed to X, Y">

**Evidence**:
- <key finding that confirmed the diagnosis>
- <secondary supporting evidence>

**Ruled out**: <hypotheses eliminated and why>

**Recommended next action**: <one of:>
  - `/develop:fix` — code regression confirmed (application code only — NOT for `.claude/` changes) (requires `develop` plugin — check plugin availability before following this recommendation)
  - `/foundry:manage update <name> "<change directive>"` — `.claude/` agent/skill content needs adding or updating (NOT for structural/quality sweeps — use `/foundry:audit` for that)
  - `/foundry:audit` — structural/quality issue in `.claude/` config confirmed (e.g. broken cross-refs, missing blocks, tag imbalance); NOT for content additions — use `/manage update` for those
  - `/foundry:setup` — propagate project `.claude/` to `~/.claude/` (foundry plugin is the distribution path)
  - Manual step: <exact command to run>
  - Further investigation needed: <what additional info would resolve it>

End with a ## Confidence block:

## Confidence
**Score**: 0.N — [high ≥0.9 | moderate 0.85–0.9 | low <0.85 ⚠]
**Gaps**:
- [e.g., root cause unconfirmed — probe was inconclusive; external service logs inaccessible]

**Refinements**: N passes.
- Pass 1: [gap addressed]

Invoke AskUserQuestion as follow-up gate: (a) Invoke recommended next action (from Recommended next action field above) (b) Run additional investigation with narrowed hypothesis (c) Skip — diagnosis complete

export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
rm -f .temp/state/skill-contract.md ${TMPDIR:-/tmp}/investigate-verdicts-${CSID}  # clear contract + probe ledger — skill complete (compaction-contract.md §Lifecycle)  # timeout: 5000
  • Diagnosis only — never apply fixes; hand off with specific recommended action
  • Scope vs /develop:debug: /develop:debug (requires develop plugin) needs known test failure, runs TDD fix loop. /investigate = "something wrong, don't know what" — cause may not be in application code
  • Scope vs /foundry:audit: /foundry:audit = scheduled quality sweep of .claude/. /investigate = triggered by live failure; two complement each other (investigate finds config symptom → audit confirms structural issue)
  • Follow-up: /develop:fix (requires develop plugin) for implementing resolution once root cause confirmed
  • Broad first: always complete Step 2 before hypothesising — premature anchoring = most common investigation failure
  • Parallel probes: run independent probes in single response, avoid serial latency
  • Inconclusiveness valid: report what ruled out and what info would close remaining gap — don't fabricate root cause to appear decisive
  • Root-cause discipline: drill to confirmed root cause before handoff — never hand off "likely cause"; if fix applied and symptoms persist, re-invoke investigate with residual symptom to continue the loop; full protocol in rules/debugging.md

Signals

GitHub stars
27
Forks
4
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
investigate-borda
Source
github.com/borda/ai-rig