example-skill
Skill1 starsChanged 3 months agoMITView on GitHub
REPLACE THIS. A skill auto-surfaces purely on this text, and the listing TRUNCATES it at 1,536 chars (tail first) inside a shared budget — so front-load and stay ≤1,000 chars. Formula: <domain/contract in one clause> — <what it carries: the 3–5 specifics an agent can't guess>. Load when <the tasks it covers>. Triggers: <phrases the user will actually type, SHARPEST FIRST — they must survive truncation>. Optionally end with a one-clause scope boundary (what belongs to a sibling skill instead).
We split this skill into the rules it gives an agent
2 rules. 0 are common, 1 is distinctive, and 1 is very specific to this project.
0
Common
Most of the 38 edited versions we read keep these.
1
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
- Very specific: line 45
Put deep knowledge WITH discovery triggers here.
- Distinctive: line 47
Keep it refined and current.
“Common” is measured: kept by at least 6 in 10 of the 38 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 name> — <one-line subtitle>
A skill is on-demand expertise: deep, ground-truth domain knowledge that Claude loads only when the
descriptionmatches the task. Reach for it before acting in its domain — it carries the authoritative detail that the lightweight CLAUDE.md map intentionally omits.
When this applies
<The situations where this skill is the source of truth. Mirrors the description's triggers.>
The facts
<The actual knowledge: endpoints, versions, commands, gotchas, contracts, exact configs. This is what makes a skill worth having — specifics an agent can't guess and shouldn't re-derive. Use tables and code blocks freely.>
| Thing | Value |
<key fact> | <value> |
How to do X
# concrete, copy-pasteable commandsGotchas
<the non-obvious failure mode and how to avoid it>
<!--
Authoring notes (delete in real skills):
- One skill = one coherent domain. If it sprawls, split it.
- The directory name and `name:` should match and be kebab-case: skills/<name>/SKILL.md.
- Skills can include supporting files alongside SKILL.md (scripts, reference docs); link to them
with relative paths and Claude can read them on demand.
- Put deep knowledge WITH discovery triggers here. Reusable "how we do X" with no triggers →
.claude/memory/reference/. What happened in a session → .claude/memory/sessions/.
- Keep it refined and current. A stale skill is worse than no skill.
-->Other versions50 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 50
- anthropics/claude-plugins-official★ 46ksame name
- NVIDIA/SkillSpector★ 24ksame name
- microsoft/apm★ 4.2ksame name
- huggingface/upskill★ 764same name
- open-gitagent/gitclaw★ 712same name
- aws-samples/sample-well-architected-skills-and-steering★ 268same name
- PromptPartner/agentsmith★ 173same name
- lbedner/aegis-stack★ 144same name
- OPBR/build-claude-code★ 136same name
- LeeYudok/agents-scaffold★ 37same name
40 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.
Used alongsideProjects with it also use handoff and code-review.
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.
MicrosoftSkillhandoff
Compact the current conversation into a handoff document for another agent to pick up.
Also in 3 projects that use this
GoogleSkillcode-review
Adversarial systems, concurrency, memory-model, and architecture code review protocol. Use this skill whenever asked to review code, PRs, diffs, or branches in Filament.
Also in 3 projects that use this
In this repository59 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- agent-evaluationSkill
- agent-securitySkill
- annotationSkill
- authn-authzSkill
- caching-and-queuesSkill
- config-hydraSkill
- config-omegaconfSkill
- containersSkill
- data-acquisitionSkill
- data-dvcSkill
- datasetsSkill
- edaSkill
- env-uvSkill
- evaluationSkill
- finetune-unslothSkill
- gitopsSkill
- governanceSkill
- graph-storesSkill
- guardrailsSkill
- hpo-optunaSkill
- iac-terraformSkill
- infra-awsSkill
- infra-azureSkill
- infra-gcpSkill
- kubernetesSkill
- llm-evalSkill
- llm-red-teamingSkill
- local-stackSkill
- mcp-securitySkill
- memorySkill
- monitoringSkill
- notebooksSkill
- object-and-lakehouseSkill
- observabilitySkill
- pipelinesSkill
- policy-as-codeSkill
- processSkill
- relational-storesSkill
- reliability-sreSkill
- reportingSkill
- secrets-managementSkill
- secure-cicdSkill
- servingSkill
- sqlSkill
- statisticsSkill
- supply-chain-securitySkill
- tabularSkill
- testingSkill
- threat-modelingSkill
- timeseriesSkill
- tracking-mlflowSkill
- tracking-wandbSkill
- trainingSkill
- vector-storesSkill
- visualizationSkill
- wave-planningSkill
- workflow-orchestrationSkill
- wranglingSkill
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.

