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mintunitishmintunitish/tandem/skills/gstack/gstack-investigate/SKILL.md

gstack-investigate

Skill2 starsChanged 23 days agoApache-2.0View on GitHub

Systematic debugging with root cause investigation. (gstack)

2 other projects use a version of this, 1 of them edited.

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We split this skill into the rules it gives an agent

15 rules. About 0 are common, 15 are distinctive, and 0 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈15

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 0

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Use when asked to "debug this", "fix this bug", "why is this broken", "investigate this error", or "root cause analysis".

    line 16
  2. Distinctive:

    Collect symptoms: Read the error messages, stack traces, and reproduction steps.

    line 35
  3. Distinctive:

    Check investigation history: Search prior learnings for investigations on the same files.

    line 47
  4. Distinctive:

    After forming your root cause hypothesis, lock edits to the affected module to prevent scope creep.

    line 51
  5. Distinctive:

    If the bug spans the entire repo or the scope is genuinely unclear, skip the lock and note why.

    line 71
  6. Distinctive:

    Check if this bug matches a known pattern:

    line 79
  7. Distinctive:

    External pattern search: If the bug doesn't match a known pattern above, WebSearch for:

    line 94
  8. Distinctive:

    If WebSearch is unavailable, skip this search and proceed with hypothesis testing.

    line 98
  9. Distinctive:

    Before writing ANY fix, verify your hypothesis.

    line 104
  10. Distinctive:

    Confirm the hypothesis: Add a temporary log statement, assertion, or debug output at the suspected root cause.

    line 106
  11. Distinctive:

    3-strike rule: If 3 hypotheses fail, STOP.

    line 110
  12. Distinctive:

    If the fix touches >5 files: Use ask-the-user to flag the blast radius:

    line 141
  13. Distinctive:

    Run the test suite and paste the output.

    line 155
  14. Distinctive:

    Never apply a fix you cannot verify: If you can't reproduce and confirm, don't ship it.

    line 180
  15. Distinctive:

    Never say "this should fix it.": Verify and prove it. Run the tests.

    line 181

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Tandem vendoring note. Vendored from gstack (MIT, (c) Garry Tan, https://github.com/garrytan/gstack @ a3259400). The upstream Claude-Code-specific boilerplate (telemetry, session tracking, update checks, plan-mode hooks, learnings/brain sync) was removed; the workflow itself is unchanged. Paths below are relative to this skill's directory; sibling skills live at ../<id>/ (ids are prefixed gstack-). $GSTACK_ROOT is an optional upstream gstack install (default ~/.claude/skills/gstack) needed only for optional helpers such as the browse binary; skip any step that needs it when it is absent. "Ask the user" means a plain chat question when no structured question tool exists.

When to invoke this skill

Four phases: investigate, analyze, hypothesize, implement. Iron Law: no fixes without root cause. Use when asked to "debug this", "fix this bug", "why is this broken", "investigate this error", or "root cause analysis". Proactively invoke this skill (do NOT debug directly) when the user reports errors, 500 errors, stack traces, unexpected behavior, "it was working yesterday", or is troubleshooting why something stopped working.

Iron Law

NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST.

Fixing symptoms creates whack-a-mole debugging. Every fix that doesn't address root cause makes the next bug harder to find. Find the root cause, then fix it.


Phase 1: Root Cause Investigation

Gather context before forming any hypothesis.

  1. Collect symptoms: Read the error messages, stack traces, and reproduction steps. If the user hasn't provided enough context, ask ONE question at a time via ask-the-user.
  2. Read the code: Trace the code path from the symptom back to potential causes. Use Grep to find all references, Read to understand the logic.
  3. Check recent changes:
    git log --oneline -20 -- <affected-files>
    Was this working before? What changed? A regression means the root cause is in the diff.
  4. Reproduce: Can you trigger the bug deterministically? If not, gather more evidence before proceeding.
  5. Check investigation history: Search prior learnings for investigations on the same files. Recurring bugs in the same area are an architectural smell. If prior investigations exist, note patterns and check if the root cause was structural.

Scope Lock

After forming your root cause hypothesis, lock edits to the affected module to prevent scope creep.

_FREEZE_SCRIPT="${CLAUDE_SKILL_DIR}/../freeze/bin/check-freeze.sh"
[ -x "$_FREEZE_SCRIPT" ] || _FREEZE_SCRIPT="${CLAUDE_SKILL_DIR}/../gstack-freeze/bin/check-freeze.sh"
[ -x "$_FREEZE_SCRIPT" ] && echo "FREEZE_AVAILABLE" || echo "FREEZE_UNAVAILABLE"

If FREEZE_AVAILABLE: Identify the narrowest directory containing the affected files. Write it to the freeze state file:

eval "$($GSTACK_ROOT/bin/gstack-paths)"
STATE_DIR="$GSTACK_STATE_ROOT"
mkdir -p "$STATE_DIR"
echo "<detected-directory>/" > "$STATE_DIR/freeze-dir.txt"
echo "Debug scope locked to: <detected-directory>/"

Substitute <detected-directory> with the actual directory path (e.g., src/auth/). Tell the user: "Edits restricted to <dir>/ for this debug session. This prevents changes to unrelated code. Run /unfreeze to remove the restriction."

If the bug spans the entire repo or the scope is genuinely unclear, skip the lock and note why.

If FREEZE_UNAVAILABLE: Skip scope lock. Edits are unrestricted.


Phase 2: Pattern Analysis

Check if this bug matches a known pattern:

PatternSignatureWhere to look
Race conditionIntermittent, timing-dependentConcurrent access to shared state
Nil/null propagationNoMethodError, TypeErrorMissing guards on optional values
State corruptionInconsistent data, partial updatesTransactions, callbacks, hooks
Integration failureTimeout, unexpected responseExternal API calls, service boundaries
Configuration driftWorks locally, fails in staging/prodEnv vars, feature flags, DB state
Stale cacheShows old data, fixes on cache clearRedis, CDN, browser cache, Turbo

Also check:

  • TODOS.md for related known issues
  • git log for prior fixes in the same area — recurring bugs in the same files are an architectural smell, not a coincidence

External pattern search: If the bug doesn't match a known pattern above, WebSearch for:

  • "{framework} {generic error type}" — sanitize first: strip hostnames, IPs, file paths, SQL, customer data. Search the error category, not the raw message.
  • "{library} {component} known issues"

If WebSearch is unavailable, skip this search and proceed with hypothesis testing. If a documented solution or known dependency bug surfaces, present it as a candidate hypothesis in Phase 3.


Phase 3: Hypothesis Testing

Before writing ANY fix, verify your hypothesis.

  1. Confirm the hypothesis: Add a temporary log statement, assertion, or debug output at the suspected root cause. Run the reproduction. Does the evidence match?
  2. If the hypothesis is wrong: Before forming the next hypothesis, consider searching for the error. Sanitize first — strip hostnames, IPs, file paths, SQL fragments, customer identifiers, and any internal/proprietary data from the error message. Search only the generic error type and framework context: "{component} {sanitized error type} {framework version}". If the error message is too specific to sanitize safely, skip the search. If WebSearch is unavailable, skip and proceed. Then return to Phase 1. Gather more evidence. Do not guess.
  3. 3-strike rule: If 3 hypotheses fail, STOP. Use ask-the-user:
    3 hypotheses tested, none match. This may be an architectural issue
    rather than a simple bug.
    
    A) Continue investigating — I have a new hypothesis: [describe]
    B) Escalate for human review — this needs someone who knows the system
    C) Add logging and wait — instrument the area and catch it next time

Red flags — if you see any of these, slow down:

  • "Quick fix for now" — there is no "for now." Fix it right or escalate.
  • Proposing a fix before tracing data flow — you're guessing.
  • Each fix reveals a new problem elsewhere — wrong layer, not wrong code.

Phase 4: Implementation

Once root cause is confirmed:

  1. Fix the root cause, not the symptom. The smallest change that eliminates the actual problem.
  2. Minimal diff: Fewest files touched, fewest lines changed. Resist the urge to refactor adjacent code.
  3. Write a regression test that:
    • Fails without the fix (proves the test is meaningful)
    • Passes with the fix (proves the fix works)
  4. Run the full test suite. Paste the output. No regressions allowed.
  5. If the fix touches >5 files: Use ask-the-user to flag the blast radius:
    This fix touches N files. That's a large blast radius for a bug fix.
    A) Proceed — the root cause genuinely spans these files
    B) Split — fix the critical path now, defer the rest
    C) Rethink — maybe there's a more targeted approach

Phase 5: Verification & Report

Fresh verification: Reproduce the original bug scenario and confirm it's fixed. This is not optional.

Run the test suite and paste the output.

Output a structured debug report:

DEBUG REPORT
════════════════════════════════════════
Symptom:         [what the user observed]
Root cause:      [what was actually wrong]
Fix:             [what was changed, with file:line references]
Evidence:        [test output, reproduction attempt showing fix works]
Regression test: [file:line of the new test]
Related:         [TODOS.md items, prior bugs in same area, architectural notes]
Status:          DONE | DONE_WITH_CONCERNS | BLOCKED
════════════════════════════════════════

Log the investigation as a learning for future sessions. Use type: "investigation" and include the affected files so future investigations on the same area can find this:

$GSTACK_ROOT/bin/gstack-learnings-log '{"skill":"investigate","type":"investigation","key":"ROOT_CAUSE_KEY","insight":"ROOT_CAUSE_SUMMARY","confidence":9,"source":"observed","files":["affected/file1.ts","affected/file2.ts"]}'

Important Rules

  • 3+ failed fix attempts → STOP and question the architecture. Wrong architecture, not failed hypothesis.
  • Never apply a fix you cannot verify. If you can't reproduce and confirm, don't ship it.
  • Never say "this should fix it." Verify and prove it. Run the tests.
  • If fix touches >5 files → ask-the-user about blast radius before proceeding.
  • Completion status:
    • DONE — root cause found, fix applied, regression test written, all tests pass
    • DONE_WITH_CONCERNS — fixed but cannot fully verify (e.g., intermittent bug, requires staging)
    • BLOCKED — root cause unclear after investigation, escalated

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