investigate
Skill0 starsChanged 7 months agoMITView on GitHub
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 suggest when the user reports errors, unexpected behavior, or is troubleshooting why something stopped working.
We split this skill into the rules it gives an agent
34 rules. 0 are common, 22 are distinctive, and 12 are very specific to this project.
0
Common
Most of the 108 edited versions we read keep these.
22
Distinctive
This author's own choices. Worth a look.
12
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 66
If PROACTIVE is "false", do not proactively suggest gstack skills — only invoke them when the user explicitly asks.
- Very specific: line 69
If output shows UPGRADE_AVAILABLE <old> <new>: read ~/.claude/skills/gstack/gstack-upgrade/SKILL.md and follow the "Inline upgrade flow" …
- Very specific: line 71
If LAKE_INTRO is no: Before continuing, introduce the Completeness Principle.
- Very specific: line 81
Only run open if the user says yes.
- Very specific: line 83
If TEL_PROMPTED is no AND LAKE_INTRO is yes: After the lake intro is handled, ask the user about telemetry.
- Very specific: line 95
If A: run ~/.claude/skills/gstack/bin/gstack-config set telemetry community
- Distinctive: line 97
If B: ask a follow-up AskUserQuestion:
- Very specific: line 106
If B→A: run ~/.claude/skills/gstack/bin/gstack-config set telemetry anonymous If B→B: run ~/.claude/skills/gstack/bin/gstack-config set …
- Very specific: line 107
If B→B: run ~/.claude/skills/gstack/bin/gstack-config set telemetry off
- Distinctive: line 163
Never let a noticed issue silently pass.
- Very specific: line 167
Before building infrastructure, unfamiliar patterns, or anything the runtime might have a built-in — search first.
- Distinctive: line 174
Eureka moment: When first-principles reasoning reveals conventional wisdom is wrong, name it: "EUREKA: Everyone does X because [assumption].
- Distinctive: line 183
WebSearch fallback: If WebSearch is unavailable, skip the search step and note: "Search unavailable — proceeding with in-distribution …
- Very specific: line 187
If _CONTRIB is true: you are in contributor mode.
- Very specific: line 195
To file: write ~/.gstack/contributor-logs/{slug}.md with all sections below (do not truncate — include every section through the …
- Distinctive: line 224
When completing a skill workflow, report status using one of:
- Distinctive: line 235
If you have attempted a task 3 times without success, STOP and escalate.
- Distinctive: line 236
If you are uncertain about a security-sensitive change, STOP and escalate.
- Distinctive: line 237
If the scope of work exceeds what you can verify, STOP and escalate.
- Very specific: line 249
After the skill workflow completes (success, error, or abort), log the telemetry event.
- Distinctive: line 272
If you cannot determine the outcome, use "unknown".
- Distinctive: line 289
Collect symptoms: Read the error messages, stack traces, and reproduction steps.
- Distinctive: line 307
After forming your root cause hypothesis, lock edits to the affected module to prevent scope creep.
- Distinctive: line 324
If the bug spans the entire repo or the scope is genuinely unclear, skip the lock and note why.
- Distinctive: line 332
Check if this bug matches a known pattern:
- Distinctive: line 347
External pattern search: If the bug doesn't match a known pattern above, WebSearch for:
- Distinctive: line 351
If WebSearch is unavailable, skip this search and proceed with hypothesis testing.
- Distinctive: line 357
Before writing ANY fix, verify your hypothesis.
- Distinctive: line 359
Confirm the hypothesis: Add a temporary log statement, assertion, or debug output at the suspected root cause.
- Distinctive: line 363
3-strike rule: If 3 hypotheses fail, STOP.
- Distinctive: line 394
If the fix touches >5 files: Use AskUserQuestion to flag the blast radius:
- Distinctive: line 408
Run the test suite and paste the output.
- Distinctive: line 429
Never apply a fix you cannot verify: If you can't reproduce and confirm, don't ship it.
- Distinctive: line 430
Never say "this should fix it.": Verify and prove it. Run the tests.
“Common” is measured: kept by at least 6 in 10 of the 108 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
<!-- AUTO-GENERATED from SKILL.md.tmpl — do not edit directly --><!-- Regenerate: bun run gen:skill-docs -->Preamble (run first)
_UPD=$(~/.claude/skills/gstack/bin/gstack-update-check 2>/dev/null || .claude/skills/gstack/bin/gstack-update-check 2>/dev/null || true)
[ -n "$_UPD" ] && echo "$_UPD" || true
mkdir -p ~/.gstack/sessions
touch ~/.gstack/sessions/"$PPID"
_SESSIONS=$(find ~/.gstack/sessions -mmin -120 -type f 2>/dev/null | wc -l | tr -d ' ')
find ~/.gstack/sessions -mmin +120 -type f -delete 2>/dev/null || true
_CONTRIB=$(~/.claude/skills/gstack/bin/gstack-config get gstack_contributor 2>/dev/null || true)
_PROACTIVE=$(~/.claude/skills/gstack/bin/gstack-config get proactive 2>/dev/null || echo "true")
_BRANCH=$(git branch --show-current 2>/dev/null || echo "unknown")
echo "BRANCH: $_BRANCH"
echo "PROACTIVE: $_PROACTIVE"
source <(~/.claude/skills/gstack/bin/gstack-repo-mode 2>/dev/null) || true
REPO_MODE=${REPO_MODE:-unknown}
echo "REPO_MODE: $REPO_MODE"
_LAKE_SEEN=$([ -f ~/.gstack/.completeness-intro-seen ] && echo "yes" || echo "no")
echo "LAKE_INTRO: $_LAKE_SEEN"
_TEL=$(~/.claude/skills/gstack/bin/gstack-config get telemetry 2>/dev/null || true)
_TEL_PROMPTED=$([ -f ~/.gstack/.telemetry-prompted ] && echo "yes" || echo "no")
_TEL_START=$(date +%s)
_SESSION_ID="$$-$(date +%s)"
echo "TELEMETRY: ${_TEL:-off}"
echo "TEL_PROMPTED: $_TEL_PROMPTED"
mkdir -p ~/.gstack/analytics
echo '{"skill":"investigate","ts":"'$(date -u +%Y-%m-%dT%H:%M:%SZ)'","repo":"'$(basename "$(git rev-parse --show-toplevel 2>/dev/null)" 2>/dev/null || echo "unknown")'"}' >> ~/.gstack/analytics/skill-usage.jsonl 2>/dev/null || true
for _PF in ~/.gstack/analytics/.pending-*; do [ -f "$_PF" ] && ~/.claude/skills/gstack/bin/gstack-telemetry-log --event-type skill_run --skill _pending_finalize --outcome unknown --session-id "$_SESSION_ID" 2>/dev/null || true; break; doneIf PROACTIVE is "false", do not proactively suggest gstack skills — only invoke
them when the user explicitly asks. The user opted out of proactive suggestions.
If output shows UPGRADE_AVAILABLE <old> <new>: read ~/.claude/skills/gstack/gstack-upgrade/SKILL.md and follow the "Inline upgrade flow" (auto-upgrade if configured, otherwise AskUserQuestion with 4 options, write snooze state if declined). If JUST_UPGRADED <from> <to>: tell user "Running gstack v{to} (just updated!)" and continue.
If LAKE_INTRO is no: Before continuing, introduce the Completeness Principle.
Tell the user: "gstack follows the Boil the Lake principle — always do the complete
thing when AI makes the marginal cost near-zero. Read more: https://garryslist.org/posts/boil-the-ocean"
Then offer to open the essay in their default browser:
open https://garryslist.org/posts/boil-the-ocean
touch ~/.gstack/.completeness-intro-seenOnly run open if the user says yes. Always run touch to mark as seen. This only happens once.
If TEL_PROMPTED is no AND LAKE_INTRO is yes: After the lake intro is handled,
ask the user about telemetry. Use AskUserQuestion:
Help gstack get better! Community mode shares usage data (which skills you use, how long they take, crash info) with a stable device ID so we can track trends and fix bugs faster. No code, file paths, or repo names are ever sent. Change anytime with
gstack-config set telemetry off.
Options:
- A) Help gstack get better! (recommended)
- B) No thanks
If A: run ~/.claude/skills/gstack/bin/gstack-config set telemetry community
If B: ask a follow-up AskUserQuestion:
How about anonymous mode? We just learn that someone used gstack — no unique ID, no way to connect sessions. Just a counter that helps us know if anyone's out there.
Options:
- A) Sure, anonymous is fine
- B) No thanks, fully off
If B→A: run ~/.claude/skills/gstack/bin/gstack-config set telemetry anonymous
If B→B: run ~/.claude/skills/gstack/bin/gstack-config set telemetry off
Always run:
touch ~/.gstack/.telemetry-promptedThis only happens once. If TEL_PROMPTED is yes, skip this entirely.
AskUserQuestion Format
ALWAYS follow this structure for every AskUserQuestion call:
- Re-ground: State the project, the current branch (use the
_BRANCHvalue printed by the preamble — NOT any branch from conversation history or gitStatus), and the current plan/task. (1-2 sentences) - Simplify: Explain the problem in plain English a smart 16-year-old could follow. No raw function names, no internal jargon, no implementation details. Use concrete examples and analogies. Say what it DOES, not what it's called.
- Recommend:
RECOMMENDATION: Choose [X] because [one-line reason]— always prefer the complete option over shortcuts (see Completeness Principle). IncludeCompleteness: X/10for each option. Calibration: 10 = complete implementation (all edge cases, full coverage), 7 = covers happy path but skips some edges, 3 = shortcut that defers significant work. If both options are 8+, pick the higher; if one is ≤5, flag it. - Options: Lettered options:
A) ... B) ... C) ...— when an option involves effort, show both scales:(human: ~X / CC: ~Y)
Assume the user hasn't looked at this window in 20 minutes and doesn't have the code open. If you'd need to read the source to understand your own explanation, it's too complex.
Per-skill instructions may add additional formatting rules on top of this baseline.
Completeness Principle — Boil the Lake
AI-assisted coding makes the marginal cost of completeness near-zero. When you present options:
- If Option A is the complete implementation (full parity, all edge cases, 100% coverage) and Option B is a shortcut that saves modest effort — always recommend A. The delta between 80 lines and 150 lines is meaningless with CC+gstack. "Good enough" is the wrong instinct when "complete" costs minutes more.
- Lake vs. ocean: A "lake" is boilable — 100% test coverage for a module, full feature implementation, handling all edge cases, complete error paths. An "ocean" is not — rewriting an entire system from scratch, adding features to dependencies you don't control, multi-quarter platform migrations. Recommend boiling lakes. Flag oceans as out of scope.
- When estimating effort, always show both scales: human team time and CC+gstack time. The compression ratio varies by task type — use this reference:
| Task type | Human team | CC+gstack | Compression |
| Boilerplate / scaffolding | 2 days | 15 min | ~100x |
| Test writing | 1 day | 15 min | ~50x |
| Feature implementation | 1 week | 30 min | ~30x |
| Bug fix + regression test | 4 hours | 15 min | ~20x |
| Architecture / design | 2 days | 4 hours | ~5x |
| Research / exploration | 1 day | 3 hours | ~3x |
- This principle applies to test coverage, error handling, documentation, edge cases, and feature completeness. Don't skip the last 10% to "save time" — with AI, that 10% costs seconds.
Anti-patterns — DON'T do this:
- BAD: "Choose B — it covers 90% of the value with less code." (If A is only 70 lines more, choose A.)
- BAD: "We can skip edge case handling to save time." (Edge case handling costs minutes with CC.)
- BAD: "Let's defer test coverage to a follow-up PR." (Tests are the cheapest lake to boil.)
- BAD: Quoting only human-team effort: "This would take 2 weeks." (Say: "2 weeks human / ~1 hour CC.")
Repo Ownership Mode — See Something, Say Something
REPO_MODE from the preamble tells you who owns issues in this repo:
solo— One person does 80%+ of the work. They own everything. When you notice issues outside the current branch's changes (test failures, deprecation warnings, security advisories, linting errors, dead code, env problems), investigate and offer to fix proactively. The solo dev is the only person who will fix it. Default to action.collaborative— Multiple active contributors. When you notice issues outside the branch's changes, flag them via AskUserQuestion — it may be someone else's responsibility. Default to asking, not fixing.unknown— Treat as collaborative (safer default — ask before fixing).
See Something, Say Something: Whenever you notice something that looks wrong during ANY workflow step — not just test failures — flag it briefly. One sentence: what you noticed and its impact. In solo mode, follow up with "Want me to fix it?" In collaborative mode, just flag it and move on.
Never let a noticed issue silently pass. The whole point is proactive communication.
Search Before Building
Before building infrastructure, unfamiliar patterns, or anything the runtime might have a built-in — search first. Read ~/.claude/skills/gstack/ETHOS.md for the full philosophy.
Three layers of knowledge:
- Layer 1 (tried and true — in distribution). Don't reinvent the wheel. But the cost of checking is near-zero, and once in a while, questioning the tried-and-true is where brilliance occurs.
- Layer 2 (new and popular — search for these). But scrutinize: humans are subject to mania. Search results are inputs to your thinking, not answers.
- Layer 3 (first principles — prize these above all). Original observations derived from reasoning about the specific problem. The most valuable of all.
Eureka moment: When first-principles reasoning reveals conventional wisdom is wrong, name it: "EUREKA: Everyone does X because [assumption]. But [evidence] shows this is wrong. Y is better because [reasoning]."
Log eureka moments:
jq -n --arg ts "$(date -u +%Y-%m-%dT%H:%M:%SZ)" --arg skill "SKILL_NAME" --arg branch "$(git branch --show-current 2>/dev/null)" --arg insight "ONE_LINE_SUMMARY" '{ts:$ts,skill:$skill,branch:$branch,insight:$insight}' >> ~/.gstack/analytics/eureka.jsonl 2>/dev/null || trueReplace SKILL_NAME and ONE_LINE_SUMMARY. Runs inline — don't stop the workflow.
WebSearch fallback: If WebSearch is unavailable, skip the search step and note: "Search unavailable — proceeding with in-distribution knowledge only."
Contributor Mode
If _CONTRIB is true: you are in contributor mode. You're a gstack user who also helps make it better.
At the end of each major workflow step (not after every single command), reflect on the gstack tooling you used. Rate your experience 0 to 10. If it wasn't a 10, think about why. If there is an obvious, actionable bug OR an insightful, interesting thing that could have been done better by gstack code or skill markdown — file a field report. Maybe our contributor will help make us better!
Calibration — this is the bar: For example, $B js "await fetch(...)" used to fail with SyntaxError: await is only valid in async functions because gstack didn't wrap expressions in async context. Small, but the input was reasonable and gstack should have handled it — that's the kind of thing worth filing. Things less consequential than this, ignore.
NOT worth filing: user's app bugs, network errors to user's URL, auth failures on user's site, user's own JS logic bugs.
To file: write ~/.gstack/contributor-logs/{slug}.md with all sections below (do not truncate — include every section through the Date/Version footer):
# {Title}
Hey gstack team — ran into this while using /{skill-name}:
**What I was trying to do:** {what the user/agent was attempting}
**What happened instead:** {what actually happened}
**My rating:** {0-10} — {one sentence on why it wasn't a 10}
## Steps to reproduce
1. {step}
## Raw output{paste the actual error or unexpected output here}
## What would make this a 10
{one sentence: what gstack should have done differently}
**Date:** {YYYY-MM-DD} | **Version:** {gstack version} | **Skill:** /{skill}Slug: lowercase, hyphens, max 60 chars (e.g. browse-js-no-await). Skip if file already exists. Max 3 reports per session. File inline and continue — don't stop the workflow. Tell user: "Filed gstack field report: {title}"
Completion Status Protocol
When completing a skill workflow, report status using one of:
- DONE — All steps completed successfully. Evidence provided for each claim.
- DONE_WITH_CONCERNS — Completed, but with issues the user should know about. List each concern.
- BLOCKED — Cannot proceed. State what is blocking and what was tried.
- NEEDS_CONTEXT — Missing information required to continue. State exactly what you need.
Escalation
It is always OK to stop and say "this is too hard for me" or "I'm not confident in this result."
Bad work is worse than no work. You will not be penalized for escalating.
- If you have attempted a task 3 times without success, STOP and escalate.
- If you are uncertain about a security-sensitive change, STOP and escalate.
- If the scope of work exceeds what you can verify, STOP and escalate.
Escalation format:
STATUS: BLOCKED | NEEDS_CONTEXT
REASON: [1-2 sentences]
ATTEMPTED: [what you tried]
RECOMMENDATION: [what the user should do next]Telemetry (run last)
After the skill workflow completes (success, error, or abort), log the telemetry event.
Determine the skill name from the name: field in this file's YAML frontmatter.
Determine the outcome from the workflow result (success if completed normally, error
if it failed, abort if the user interrupted).
PLAN MODE EXCEPTION — ALWAYS RUN: This command writes telemetry to
~/.gstack/analytics/ (user config directory, not project files). The skill
preamble already writes to the same directory — this is the same pattern.
Skipping this command loses session duration and outcome data.
Run this bash:
_TEL_END=$(date +%s)
_TEL_DUR=$(( _TEL_END - _TEL_START ))
rm -f ~/.gstack/analytics/.pending-"$_SESSION_ID" 2>/dev/null || true
~/.claude/skills/gstack/bin/gstack-telemetry-log \
--skill "SKILL_NAME" --duration "$_TEL_DUR" --outcome "OUTCOME" \
--used-browse "USED_BROWSE" --session-id "$_SESSION_ID" 2>/dev/null &Replace SKILL_NAME with the actual skill name from frontmatter, OUTCOME with
success/error/abort, and USED_BROWSE with true/false based on whether $B was used.
If you cannot determine the outcome, use "unknown". This runs in the background and
never blocks the user.
Systematic Debugging
Iron Law
NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST.
Fixing symptoms creates whack-a-mole debugging. Every fix that doesn't address root cause makes the next bug harder to find. Find the root cause, then fix it.
Phase 1: Root Cause Investigation
Gather context before forming any hypothesis.
- Collect symptoms: Read the error messages, stack traces, and reproduction steps. If the user hasn't provided enough context, ask ONE question at a time via AskUserQuestion.
- Read the code: Trace the code path from the symptom back to potential causes. Use Grep to find all references, Read to understand the logic.
- Check recent changes:
Was this working before? What changed? A regression means the root cause is in the diff.git log --oneline -20 -- <affected-files> - Reproduce: Can you trigger the bug deterministically? If not, gather more evidence before proceeding.
Output: "Root cause hypothesis: ..." — a specific, testable claim about what is wrong and why.
Scope Lock
After forming your root cause hypothesis, lock edits to the affected module to prevent scope creep.
[ -x "${CLAUDE_SKILL_DIR}/../freeze/bin/check-freeze.sh" ] && 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="${CLAUDE_PLUGIN_DATA:-$HOME/.gstack}"
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:
| Pattern | Signature | Where to look |
| Race condition | Intermittent, timing-dependent | Concurrent access to shared state |
| Nil/null propagation | NoMethodError, TypeError | Missing guards on optional values |
| State corruption | Inconsistent data, partial updates | Transactions, callbacks, hooks |
| Integration failure | Timeout, unexpected response | External API calls, service boundaries |
| Configuration drift | Works locally, fails in staging/prod | Env vars, feature flags, DB state |
| Stale cache | Shows old data, fixes on cache clear | Redis, CDN, browser cache, Turbo |
Also check:
TODOS.mdfor related known issuesgit logfor 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.
- 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 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-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:
- 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:
- Fails without the fix (proves the test is meaningful)
- Passes with the fix (proves the fix works)
- Run the full test suite. Paste the output. No regressions allowed.
- 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
════════════════════════════════════════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
Other versions123 projects use a version of this.
Word for word · 0
None found.
Edited · 28
- DenchHQ/DenchClaw★ 1.7k41% same
- DenchHQ/ironclaw★ 1.7k41% same
- mr-daedalium/ostack-saas★ 10864% same
- no-session/pstack★ 9645% same
- lucas-flatwhite/gstack-ko★ 4371% same
- CarbeneAI/Forge★ 947% same
- Samin12/skills★ 842% same
- Clemens865/My-Claude-Skills★ 611% same
- blas1n/claude-skills★ 230% same
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18 more not listed
Wrote their own version · 95
- garrytan/gstack★ 138ksame name
- recharts/recharts★ 28ksame name
- gitkraken/vscode-gitlens★ 9.9ksame name
- vercel/eve★ 5.8ksame name
- rilldata/rill★ 3ksame name
- cyrusagents/cyrus★ 868same name
- ceedaragents/cyrus★ 856same name
- rommapp/argosy-launcher★ 650same name
- Dimon94/dverity★ 107same name
- Dimon94/skills★ 107same name
85 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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Also in 8 projects that use this
ShreyRaviSkillsetup-gbrain
Set up gbrain for this coding agent: install the CLI, initialize a local PGLite or Supabase brain, register MCP, capture per-remote trust policy. One command from zero to "gbrain is running, and this agent can call it." Use when: "setup gbrain", "connect gbrain", "start gbrain", "install gbrain", "configure gbrain for this machine". (gstack)
Also in 6 projects that use this
- +2 more from Saqlain-811
- +2 more from ShreyRavi
- +1 more from seek888
In this repository56 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- autoplanSkill
- benchmarkSkill
- browseSkill
- canarySkill
- carefulSkill
- csoSkill
- design-consultationSkill
- design-reviewSkill
- document-releaseSkill
- freezeSkill
- guardSkill
- investigateSkill
- land-and-deploySkill
- office-hoursSkill
- plan-ceo-reviewSkill
- plan-design-reviewSkill
- plan-eng-reviewSkill
- qa-onlySkill
- qaSkill
- retroSkill
- reviewSkill
- setup-browser-cookiesSkill
- setup-deploySkill
- shipSkill
- gstackSkill
- unfreezeSkill
- gstack-upgradeSkill
- autoplanSkill
- benchmarkSkill
- browseSkill
- canarySkill
- carefulSkill
- codexSkill
- csoSkill
- design-consultationSkill
- design-reviewSkill
- document-releaseSkill
- freezeSkill
- gstack-upgradeSkill
- guardSkill
- land-and-deploySkill
- office-hoursSkill
- plan-ceo-reviewSkill
- plan-design-reviewSkill
- plan-eng-reviewSkill
- qa-onlySkill
- qaSkill
- retroSkill
- reviewSkill
- setup-browser-cookiesSkill
- setup-deploySkill
- shipSkill
- gstackSkill
- unfreezeSkill
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
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Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

