Source profileQuality 91/100Review permissions

GCWing/BitFun/src/crates/assembly/core/builtin_skills/gstack-investigate/SKILL.md

investigate

Systematic debugging with root cause investigation. 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. (gstack)

Source repository stars
1,472
Declared platforms
0
Static risk flags
2
Last source update
2026-08-06
Source checked
2026-08-06

Decision brief

What it does—and where it fits

Systematic debugging with root cause investigation. Four phases: investigate, analyze, hypothesize, implement.

Best for

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

Not for

  • Tasks that require unconfirmed production actions or broad system permissions.
  • Environments where the pinned source and install steps cannot be inspected.

Compatibility matrix

Platform support, with evidence labels

PlatformStatusEvidenceWhat to check
CodexNot declaredNo explicit evidencePortability before use
Claude CodeNot declaredNo explicit evidencePortability before use
CursorNot declaredNo explicit evidencePortability before use
Gemini CLINot declaredNo explicit evidencePortability before use
Open the compatibility checker

Installation

Inspect first. Install second.

The source command is displayed only when detected. A safe inspection prompt is always available so your agent can explain every action before execution.

Source-detected install commandSource
npx skills add https://github.com/GCWing/BitFun --skill "src/crates/assembly/core/builtin_skills/gstack-investigate"
Safe inspection promptEditorial

Inspect the Agent Skill "investigate" from https://github.com/GCWing/BitFun/blob/474b5e91a76cfa6ed97afa3a9a93a35675d245c2/src/crates/assembly/core/builtin_skills/gstack-investigate/SKILL.md at commit 474b5e91a76cfa6ed97afa3a9a93a35675d245c2. List every install step, command, network request, credential, file read/write, external action, and rollback step. Explain whether it fits my task. Do not install or execute anything until I approve.

Workflow

What the source asks the agent to do

  1. 01

    Phase 1: Root Cause Investigation

    Gather context before forming any hypothesis.

    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 AskUserQuestion.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.Check recent changes:
  2. 02

    Phase 2: Pattern Analysis

    Check if this bug matches a known pattern:

    TODOS.md for related known issuesgit log for prior fixes in the same area — recurring bugs in the same files are an architectural smell, not a coincidence"{framework} {generic error type}" — sanitize first: strip hostnames, IPs, file paths, SQL, customer data. Search the error category, not the raw message.
  3. 03

    Phase 3: Hypothesis Testing

    Before writing ANY fix, verify your hypothesis.

    Confirm the hypothesis: Add a temporary log statement, assertion, or debug output at the suspected root cause. Run the reproduction. Does the evidence match?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…3-strike rule: If 3 hypotheses fail, STOP. Use AskUserQuestion:
  4. 04

    Phase 4: Implementation

    Once root cause is confirmed:

    Fix the root cause, not the symptom. The smallest change that eliminates the actual problem.Minimal diff: Fewest files touched, fewest lines changed. Resist the urge to refactor adjacent code.Write a regression test that:
  5. 05

    Phase 5: Verification & Report

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

    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:

Permission review

Static risk signals and limitations

Runs scripts

medium · line 32

The documentation asks the agent to run terminal commands or scripts.

git log --oneline -20 -- <affected-files>

Writes files

medium · line 54

The documentation asks the agent to create, modify, or delete local files.

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

Evidence record

Why each signal appears

EvidenceSourceComputedTestedEditorial
SignalValueEvidence typeMeaning
Quality score91/100ComputedDocumentation, specificity, maintenance, and trust rules
Repository stars1,472SourceRepository attention, not individual Skill quality
Compatibility0 platformsSourceDeclared in the catalog source record
Usage guideautomated source guideEditorialGenerated or reviewed according to the visible evidence level

Pinned source

Provenance and original SKILL.md

Repository
GCWing/BitFun
Skill path
src/crates/assembly/core/builtin_skills/gstack-investigate/SKILL.md
Commit
474b5e91a76cfa6ed97afa3a9a93a35675d245c2
License
MIT
Collected
2026-08-06
Default branch
main
View the original SKILL.md

Systematic Debugging

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.

BitFun Team Mode Dispatch

When this skill is invoked by BitFun Team Mode, this skill supplies the debugging methodology. Use existing Task sub-agents to gather independent evidence, then keep hypothesis selection and fixes in the main Team session.

  • Do not assume a Debugger sub-agent exists. Choose only from the Task tool's available agents.
  • Prefer matching custom debugging/domain sub-agents if available; otherwise use Explore for code-path tracing and FileFinder for locating logs, configs, tests, and affected files.
  • Split independent evidence tracks into parallel Task calls when useful: reproduction path, recent-change audit, config/environment audit, and suspected subsystem trace.
  • Keep Task work read-only until root cause is proven. Ask for facts, file paths, commands tried, observations, and confidence.
  • The main Team orchestrator owns the root-cause statement, fix plan, implementation, and regression test.

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 AskUserQuestion.

  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.

Prior Learnings

Use only BitFun in-session memory, project docs, .bitfun/team/ artifacts, git history, TODO files, and prior design/review artifacts. Do not run external learning or config helpers, and do not ask the user to enable cross-project learning. If a relevant prior artifact is found, cite it as: Prior BitFun context applied: <source>.

Output: "Root cause hypothesis: ..." — a specific, testable claim about what is wrong and why.


Scope Lock

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

[ -x "BitFun built-in freeze check" ] && echo "FREEZE_AVAILABLE" || echo "FREEZE_UNAVAILABLE"

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

STATE_DIR="${BITFUN_TEAM_HOME:-$HOME/.bitfun/team}"
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 AskUserQuestion:

    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 AskUserQuestion 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
════════════════════════════════════════

Capture Learnings

If you discovered a non-obvious pattern, pitfall, or architectural insight during this session, log it for future sessions:

true # BitFun Team Mode has no external telemetry helper

Types: pattern (reusable approach), pitfall (what NOT to do), preference (user stated), architecture (structural decision), tool (library/framework insight), operational (project environment/CLI/workflow knowledge).

Sources: observed (you found this in the code), user-stated (user told you), inferred (AI deduction), cross-model (both BitFun and outside-voice sub-agent agree).

Confidence: 1-10. Be honest. An observed pattern you verified in the code is 8-9. An inference you're not sure about is 4-5. A user preference they explicitly stated is 10.

files: Include the specific file paths this learning references. This enables staleness detection: if those files are later deleted, the learning can be flagged.

Only log genuine discoveries. Don't log obvious things. Don't log things the user already knows. A good test: would this insight save time in a future session? If yes, log it.


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 → AskUserQuestion 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

Alternatives

Compare before choosing

Computed 86399

tobihagemann/turbo

investigate

Systematically investigate bugs, test failures, build errors, performance issues, or unexpected behavior by cycling through characterize-isolate-hypothesize-test steps. Use when the user asks to "investigate this bug", "debug this", "figure out why this fails", "find the root cause", "why is this broken", "troubleshoot this", "diagnose the issue", "what's causing this error", "look into this failure", "why is this test failing", or "track down this bug".

Computed 86399

tobihagemann/turbo

investigate

Systematically investigate bugs, test failures, build errors, performance issues, or unexpected behavior by cycling through characterize-isolate-hypothesize-test steps. Use when the user asks to "investigate this bug", "debug this", "figure out why this fails", "find the root cause", "why is this broken", "troubleshoot this", "diagnose the issue", "what's causing this error", "look into this failure", "why is this test failing", or "track down this bug".

Computed 9024

Borda/AI-Rig

investigate

Systematic diagnosis for unknown failures — local environment, tool setup, CI vs local divergence, hook misbehavior, and runtime anomalies. Gathers signals broadly, ranks hypotheses, uses adversarial review (Codex or foundry:challenger) for ambiguous cases, probes each, and reports root cause with a recommended next action. NOT for known code bugs (/develop:debug (requires `develop` plugin)) or config quality (/foundry:audit). TRIGGER when: unknown failure with no Python traceback — hook not fir

Computed 88126,505

garrytan/gstack

investigate

Systematic debugging with root cause investigation. (gstack)