skill-creator
Skill0 starsChanged 5 months agoMITView on GitHub
Authors a new engineering skill (or fixes an existing one) so it fires at the right time and gets followed. Use when adding a skill to this repo, splitting an overloaded one, or improving a skill that isn't being triggered.
189 other projects use a version of this.
Adopted by
Most recently taken up by
- SebastienDegodez/copilot-instructionstheir own version, first seen Nov 8, 2026
- idavidov13/agentic-playwrighttheir own version, first seen Nov 8, 2026
- HughYau/AcademicForgetheir own version, first seen Nov 8, 2026
- Ar9av/obsidian-wikitheir own version, first seen Nov 8, 2026
- rvdbreemen/OTGW-firmwaretheir own version, first seen Nov 8, 2026
- scenario-labs/skillstheir own version, first seen Nov 7, 2026
Used with
Projects with it also use taskflow-inbox-triage, mermaid-diagram-generator 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.
AtomicBot-aiSkilltaskflow-inbox-triage
Also in 6 projects that use this
shalombSkillmermaid-diagram-generator
Guide on creating and editing Mermaid charts safely. Use when asked to draw a diagram, flowchart, or architecture chart. Triggers on: 'mermaid', 'diagram', 'flowchart', 'visualize'.
Also in 5 projects that use this
naman10parikhSkillecosystem-reference
Quick-access directory of Claude Code ecosystem repos, skills, plugins, MCPs, and patterns. Use when improving the harness.
Also in 5 projects that use this
naman10parikhSkillfractal-delegation
Also in 5 projects that use this
Liang-MHSkillstock_analysis
获取 A 股、基金和港股的实时行情和技术分析数据
Also in 5 projects that use this
nicepkgSkillcommunity-led-growth
Expert in community-led growth (CLG) - leveraging user communities to drive acquisition, retention, and expansion. Covers building developer communities, user groups, ambassador programs, and turning customers into advocates. Knows the difference between community as a feature vs community as a growth engine, and how to measure community ROI. Use when "community-led, CLG, ambassador program, champion program, user community, developer community, word of mouth, user group, " mentioned.
Also in 5 projects that use this
- +6 more from naman10parikh
Other versions189 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 189
- moltbot/clawdbot★ 394ksame name
- steipete/warelay★ 394ksame name
- steipete/clawdis★ 394ksame name
- moltbot/moltbot★ 394ksame name
- clawdbot/clawdbot★ 394ksame name
- openclaw/openclaw★ 394ksame name
- molt-bot/clawdbot★ 391ksame name
- anthropics/skills★ 189ksame name
- openai/codex★ 134ksame name
- google-gemini/gemini-cli★ 109ksame name
179 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 repository68 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- .github/copilot-instructions.mdCopilot instructions
- .cursor/rules/engineering-skills.mdcCursor rule
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- The first 60 shown.
The file
We split this skill into the rules it gives an agent
3 rules. 0 are common, 2 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 185 edited versions we read keep these.
2
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 24
Check it doesn't already exist: Search existing skills; extend or link rather than duplicate.
- Very specific: line 38
Validate and catalog: Run scripts/validate.sh and scripts/generate-catalog.sh.
- Distinctive: line 57
Never tested against a real task
“Common” is measured: kept by at least 6 in 10 of the 185 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
Skill Creator
A skill is only valuable if an agent loads it at the right moment and then actually follows it. Most
weak skills fail on one of those two: a vague description that never triggers, or "advice" with no
executable process. This skill is the process for writing skills that don't fail that way — it
dogfoods this repo's own anatomy.
When to Use
- Adding a new skill to this repository
- A skill exists but rarely fires, or the agent ignores its steps
- One skill is trying to cover several jobs and should be split
- Reviewing a contributed skill before merge
Process
- Confirm it's process-worthy. A skill encodes a repeatable workflow where people predictably cut corners. If it's a one-off fact or generic advice, it's a doc or a reference — not a skill.
- Check it doesn't already exist. Search existing skills; extend or link rather than duplicate. Overlap dilutes routing.
- Name it short, kebab-case, action-oriented; the directory name must equal the frontmatter
name. - Write the
descriptionlast and carefully — it's the trigger. Start with what the skill does (third person), then concrete conditions ("Use when…"). Name the situations and keywords an agent would see. This single line decides whether the skill ever loads. - Write an executable Process. Numbered steps, a decision or action in each, ordered by what matters most. If it can't be followed step-by-step, rewrite it until it can. Add short illustrative examples only where they clarify.
- Write the anti-shortcut sections.
Common Rationalizations(the excuse → the rebuttal) andRed Flags(observable signs it's being violated). These are what make the skill stick under pressure — don't skip them. - Make
Verificationa checkbox list of observable, testable exit conditions. - Link, don't duplicate related skills with
[[name]]. Keep it tight — one screen of signal. - Validate and catalog. Run
scripts/validate.shandscripts/generate-catalog.sh; fix anything that fails ([[pipeline-ops]] enforces this in CI). - Test the trigger and the value. Does an agent load it for the intended task? Does following it produce a better result than not? Iterate the description and steps from real runs.
Common Rationalizations
- "The description is fine, the content is what matters." — A skill that never triggers is never read; the description is the product.
- "It's mostly advice but useful." — Advice doesn't change behavior under pressure; give a process or don't ship it.
- "Rationalizations and red flags are filler." — They're exactly what stops the steps from being skipped.
- "I'll test it later." — An untriggered or unfollowed skill is dead weight; verify it works.
Red Flags
- A
descriptionwith no concrete trigger conditions - A "Process" that's a list of principles, not actions
- Missing
Common Rationalizations,Red Flags, or a testableVerification - A skill overlapping an existing one instead of linking it
namenot matching the directory; validation not run- Never tested against a real task
Verification
- The topic is a repeatable process people cut corners on (not advice/one-off fact)
- No existing skill already covers it; related skills are linked
descriptionleads with what it does, then specific triggers- Process is numbered, executable, and prioritized
- Common Rationalizations, Red Flags, and a checkbox Verification are present
scripts/validate.shpasses and the catalog is regenerated- Triggering and usefulness checked on a real task
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.

