skill-discovery
Skill1 starsChanged 17 days agoNo licenceView on GitHub
Use when: the user wants to identify new skills worth building from repeated manual tasks; asks 'what keeps coming up that we don't have a skill for'; wants to review the skill improvement backlog; or the project has been running long enough that friction patterns have accumulated in the logs. Not for: explanation requests ('how does this work', 'walk me through what X involves'), feasibility checks ('is this the right approach for my situation'), or questions about the process without intent to run it. Run periodically — after a few campaign cycles or delivery milestones — not as a step in the main skill-sourcing pipeline.
14 other projects use a version of this.
Adopted by
Most recently taken up by
- HyperVon/agent-guidance-kittheir own version, first seen Nov 1, 2026
- wulaosiji/skillstheir own version, first seen Nov 1, 2026
- AN0099/toothpaste-kittheir own version, first seen Oct 24, 2026
- matthull/my-skillstheir own version, first seen Oct 20, 2026
- gabrielbchacon/ai-dev-bootstraptheir own version, first seen Oct 20, 2026
- EmeaAppGbb/spec2cloudtheir own version, first seen Oct 9, 2026
Used with
Projects with it also use find-skills, code-review and 1 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.
VercelSkillfind-skills
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
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
SentrySkillskill-creator
Create new agent skills following the Agent Skills specification. Use when asked to "create a skill", "add a new skill", "write a skill", "make a skill", "build a skill", or scaffold a new skill with SKILL.md. Guides through requirements, writing, registration, and verification.
Also in 3 projects that use this
Other versions14 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 14
- EmeaAppGbb/spec2cloud★ 100same name
- dannote/dot-pi★ 57same name
- wulaosiji/skills★ 28same name
- Samin12/skills★ 8same name
- L-yifan/skills★ 5same name
- crgarcia12/Liliput★ 4same name
- Roentek/Claude_Code_Boilerplate_Framework★ 4same name
- WupDev/skills_discovery★ 4same name
- AN0099/toothpaste-kit★ 1same name
- HyperVon/agent-guidance-kit★ 1same name
4 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 repository31 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- codex-evalSkill
- agent-adaptSkill
- agent-auditSkill
- agent-evalSkill
- agent-refineSkill
- agent-scoutSkill
- brain-captureSkill
- brain-compileSkill
- brain-context-packSkill
- brain-kernelSkill
- brain-promoteSkill
- brain-searchSkill
- brain-weekly-reviewSkill
- capture-learningSkill
- gstack-pattern-auditSkill
- project-auditSkill
- project-brain-bootstrapSkill
- project-ideaSkill
- project-setupSkill
- reference-repo-addSkill
- reference-repo-auditSkill
- reference-repo-pattern-extractSkill
- repo-auditSkill
- second-brain-setupSkill
- skill-adaptSkill
- skill-auditSkill
- skill-evalSkill
- skill-refineSkill
- skill-scoutSkill
- team-evalSkill
The file
We split this skill into the rules it gives an agent
10 rules. 0 are common, 5 are distinctive, and 5 are very specific to this project.
0
Common
Most of the 12 edited versions we read keep these.
5
Distinctive
This author's own choices. Worth a look.
5
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 12 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.
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.

