analyze
Skill0 starsChanged 5 days agoMITView on GitHub
Use when the user asks to look into, investigate, or research a bug, an idea, or a question before anything is built, or to audit or assess existing code or a repo. Also runs nested under write-ticket or review remediation. Returns findings in chat; writes no tickets or code.
70 other projects use a version of this.
Adopted by
Most recently taken up by
- ansvisor/ansvisortheir own version, first seen Nov 8, 2026
- ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tooltheir own version, first seen Nov 8, 2026
- nisarth/claude-skills-storetheir own version, first seen Nov 8, 2026
- jhlee0409/proc-janitortheir own version, first seen Nov 8, 2026
- Gabriel-Lafrance/Skillsword for word, first seen Nov 6, 2026
- arunendapally/portfolio-copilottheir own version, first seen Nov 1, 2026
Used with
Projects with it also use constitution, revise and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
ArvorCoSkillconstitution
Create or update the project constitution - personalized governance and coding principles. Use when starting a project or updating project standards. Triggers on: create constitution, update principles, set project rules.
Also in 4 projects that use this
stormlightlabsSkillrevise
Address review comments on an open pull request and push the fixes. Use for /edit, /revise, or when asked to respond to review feedback on a PR number.
Also in 3 projects that use this
DockerSkillwrite
Write or edit reader-facing technical prose for immediate comprehension. Use for documentation, PR titles and descriptions, release notes, design documents, user-facing explanations, and substantive comments. Also use when asked to make writing clearer, more natural, less AI-generated, or easier to read. For documentation fixes, handles edits, formatting, self-review, and commits after research identifies what to change. Do not use for code-only tasks with no prose deliverable.
Also in 6 projects that use this
ArvorCoSkillspecify
Create feature specification from natural language description. Use when starting a new feature or creating a spec. Triggers on: create spec, specify feature, new feature spec.
Also in 5 projects that use this
H-mmerSkillsubmit
Draft and submit a vulnerability report to the bug bounty platform. Reads scope.yaml for platform/program, uses brain + findings for content. Always drafts first for review.
Also in 3 projects that use this
GoogleSkillquality
Evaluates whether a GitHub issue is spam, empty, needs more information, or is OK to proceed.
Also in 3 projects that use this
- +1 more from ArvorCo
Other versions70 projects use a version of this.
Word for word · 1
- Gabriel-Lafrance/Skills★ 0100% same
Edited · 0
None found.
Wrote their own version · 69
- anthropics/knowledge-work-plugins★ 35ksame name
- Yeachan-Heo/oh-my-codex★ 34ksame name
- oxsecurity/megalinter★ 2.6ksame name
- H-mmer/pentest-agents★ 815same name
- ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool★ 432same name
- hardisgroupcom/sfdx-hardis★ 432same name
- nwiizo/tfmcp★ 373same name
- hsantanna88/clo-author★ 262same name
- hugosantanna/clo-author★ 262same name
- ansvisor/ansvisor★ 233same name
59 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.
In this repository18 other files it gives its agents.
- AGENTS.mdAGENTS.md
- ask-gabrielSkill
- babysit-prSkill
- councilSkill
- gabriel-modeSkill
- grill-meSkill
- hillclimbSkill
- howSkill
- review-loopSkill
- reviewSkill
- rulesSkill
- setup-gabriel-skillsSkill
- takeover-prSkill
- taskSkill
- test-auditSkill
- verificationSkill
- whySkill
- write-ticketSkill
The file
We split this skill into the rules it gives an agent
6 rules. 0 are common, 5 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 59 edited versions we read keep these.
5
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 22
Keep user decisions, rules, areas, and promotion state (whether the user approved turning this analysis into a build or ticket, see Apply) …
- Very specific: line 28
If the user only wants how something works (a walkthrough, who owns a layer, how layers fit), stop and follow /how.
- Distinctive: line 33
When a parent already locked Done when and rules that must stay true, reuse them without re-grilling product intent.
- Distinctive: line 45
Use this mode only when the active orchestrator requests analysis of named Fix-now rows under remediation.
- Distinctive: line 54
Follow nested capabilities.
- Distinctive: line 60
Ask only hard, ambiguous unknowns, then end with the final report.
“Common” is measured: kept by at least 6 in 10 of the 59 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
Analyze
Investigate a task, idea, ticket, PR, or review-fix backlog and return an evidence-backed memo in chat. Never write to Linear or GitHub.
Read when
- Investigating a touched user flow, visible action, or UX complaint? Open user-experience.md and inspect the current entry point, context, continuation, and existing design before recommending controls. Backend-only work skips this.
- About to research, even when the ask looks like a single file? Open code-quality.md, code-structure.md, doctrine.md, and the execution context. Skip them and the memo recommends a fix the rules reject.
- About to search widely or read large files? Open main-context.md. Skip it and raw search output buries the analysis.
- About to ask the user anything? Open Asking the user. Skip it and you ask what the repo already answers.
- About to post the memo? Open Plain language. Skip it and the memo reads like pack jargon.
Contract
- Rediscover repository, ticket, PR, and diff facts from their live sources.
- Keep user decisions, rules, areas, and promotion state (whether the user approved turning this analysis into a build or ticket, see Apply) visible in the execution context, and take them from the user, not from code.
- Return the analysis memo in chat only, and keep state in the execution context.
- Save a memo only when the user explicitly requests it and approves the destination.
Mechanics or rationale only
If the user only wants how something works (a walkthrough, who owns a layer, how layers fit), stop and follow /how. If they only want why it is this way, stop and follow /why. A bug, an idea, impact, or a build seed stays here.
Process
- Establish or refresh the relevant execution context and normalize the ask. When a parent already locked Done when and rules that must stay true, reuse them without re-grilling product intent.
- Investigate the affected flow with the doctrine's research rules. Separate facts, settled decisions, ordinary implementer choices, and unresolved tradeoffs before recommending a design.
- Meaningful feature or boundary change, or observed architecture friction: apply public boundary investigation. Small changes that keep the contract skip it.
- An independently uncertain boundary: use a bounded scout.
- Existing mechanics or history could change the analysis: use
/howor/whyfor that bounded question and carry its conclusions, sources, and uncertainty into the memo. Neither chooses the new design or starts another interview. - Under a parent: return facts, conclusions, source pointers, and uncertainty under nested capabilities, with no standard memo.
- Standalone, post the doctrine memo. Lead with a Mermaid diagram. Include an inline execution seed when the work is buildable.
Review remediation
Use this mode only when the active orchestrator requests analysis of named Fix-now rows under remediation. Return root cause, smallest fix, touch surface, uncertainty, and verification keyed to each stable finding ID. Add no findings, product discovery, or follow-ups. The orchestrator adjudicates and dispatches once; analysis does not promote or launch an implementation lifecycle.
If a parent already owns the next step
Follow nested capabilities. Return bounded evidence and recommendations. The parent owns preparation, promotion, and any next step, including when it already has implementation authorization.
If this is a user one-off
Ask only hard, ambiguous unknowns, then end with the final report. Its Next line offers the hand-off that fits; promote only on the user's reply. Work without a parent brief.
Anti-patterns
- Returning a raw search hit list instead of the memo
- Answering a pure how or why question with this memo
- Creating tickets, implementing code, or writing tests
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
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.

