skill-discovery
Skill4 starsChanged 6 months agoMITView on GitHub
Search for reusable skills across OpenSpace's local registry and cloud community. Reusing proven skills saves tokens, improves reliability, and extends your capabilities beyond built-in tools.
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
- DentalEdge-Solutions/claude_codetheir 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
Used with
Projects with it also use code-review and skill-creator.
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.
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 · 1
- Samin12/skills★ 8100% same
Edited · 0
None found.
Wrote their own version · 13
- EmeaAppGbb/spec2cloud★ 100same name
- dannote/dot-pi★ 57same name
- wulaosiji/skills★ 28same name
- L-yifan/skills★ 5same name
- crgarcia12/Liliput★ 4same name
- WupDev/skills_discovery★ 4same name
- AN0099/toothpaste-kit★ 1same name
- DentalEdge-Solutions/claude_code★ 1same name
- HyperVon/agent-guidance-kit★ 1same name
- yogvidwankhede/vishwakarma★ 1same name
3 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 repository79 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- 21st-magicSkill
- alpacaSkill
- ask-mattSkill
- autoresearchSkill
- auto-stage-commitSkill
- browser-harnessSkill
- codebase-designSkill
- codeburnSkill
- codex-reviewSkill
- compact-memorySkill
- connect-recommendSkill
- connect-required-verification-informationSkill
- decision-mappingSkill
- delegate-taskSkill
- design-an-interfaceSkill
- design-mdSkill
- diagnosing-bugsSkill
- domain-modelingSkill
- edit-articleSkill
- extract-designSkill
- ffmpegSkill
- find-skillsSkill
- firecrawlSkill
- generateSkill
- git-guardrails-claude-codeSkill
- grillingSkill
- grill-me-codexSkill
- grill-meSkill
- grill-with-docs-codexSkill
- grill-with-docsSkill
- gwSkill
- handoffSkill
- implementSkill
- improve-codebase-architectureSkill
- kie-aiSkill
- lightragSkill
- llmfitSkill
- loop-meSkill
- migrate-to-shoehornSkill
- notebooklmSkill
- obsidian-vaultSkill
- openspaceSkill
- playwrightSkill
- prototypeSkill
- qaSkill
- request-refactor-planSkill
- resolving-merge-conflictsSkill
- reviewSkill
- roastSkill
- scaffold-exercisesSkill
- session-handoffSkill
- setup-matt-pocock-skillsSkill
- setup-pre-commitSkill
- site-teardownSkill
- skilluiSkill
- spline-3dSkill
- stripe-appsSkill
- stripe-best-practicesSkill
- stripe-directorySkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
1 rule. 0 are common, 1 is distinctive, and 0 are very specific to this project.
0
Common
Most of the 11 edited versions we read keep these.
1
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 47
Always tell the user what you found (or didn't find) and what you recommend.
“Common” is measured: kept by at least 6 in 10 of the 11 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 Discovery
Discover and browse skills from OpenSpace's local and cloud skill library.
When to use
- User asks "what skills are available?" or "is there a skill for X?"
- You encounter an unfamiliar task — a proven skill can save significant tokens over trial-and-error
- You need to decide: handle a task yourself, or delegate to OpenSpace
search_skills
search_skills(query="automated deployment with rollback", source="all")| Parameter | Required | Default | Description |
query | yes | — | Natural language or keywords |
source | no | "all" | Local + cloud; falls back to local-only if no API key |
limit | no | 20 | Max results |
auto_import | no | true | Auto-download top cloud hits locally |
After search
Results are returned to you (not executed). Cloud hits with auto_imported: true include a local_path.
Found a matching skill?
├── YES, and I can follow it myself
│ → read SKILL.md at local_path, follow the instructions
├── YES, but I lack the capability
│ → delegate via execute_task (see delegate-task skill)
└── NO match
→ handle it yourself, or delegate via execute_taskNotes
- This is for discovery — you see results and decide. For direct execution, use
execute_taskfrom thedelegate-taskskill. - Cloud skills have been evolved through real use — more reliable than skills written from scratch.
- Always tell the user what you found (or didn't find) and what you recommend.
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.