Output skill isn't being invoked by Claude

Check the SKILL.md frontmatter's description field — Claude's auto-invocation depends on it matching the user prompt.

freemcplab / 디렉터리 / 플레이그라운드 / Skill_Seekers

● 커뮤니티 yusufkaraaslan ⚡ 바로 사용

Skill_Seekers

Name: Skill_Seekers (Claude Skill)
Author: yusufkaraaslan

제작: yusufkaraaslan · yusufkaraaslan/Skill_Seekers

Turns docs sites, GitHub repos, PDFs, and videos into ready-to-use SKILL.md bundles — a factory for making new Claude skills.

Skill Seekers is a meta-skill: you point it at a documentation source and it produces a production-grade SKILL.md (500+ lines with examples) plus a references folder. It detects conflicts between documented APIs and real code, supports 18 source types, and exports to Claude Code, Cursor, Windsurf, LangChain, and vector DBs.

▶ 데모 보기 📦 설치 💡 사용 사례

왜 쓰나요

핵심 기능

Three-phase pipeline: ingest → AI enhancement → export
Supports docs sites, GitHub repos, PDFs, videos, notebooks, wikis (18 source types)
Conflict detection — flags when docs disagree with the actual source code
Exports to 12 LLM platforms and 8 RAG frameworks from one source
Checkpoint/resume and async scraping for large sources

라이브 데모

실제 사용 모습

skill-seekers-skill.replay ▶ 준비됨

0/0

설치

작성자 저장소 · Claude Skills 공식 문서

사용 사례

실전 활용법: Skill_Seekers

Turn a library's documentation site into a Claude skill in 10 minutes

👤 Developers who rely on a library Claude doesn't know well ⏱ ~15 min intermediate

언제 쓸까: Claude keeps inventing function signatures for your favorite library because its training data is stale.

사전 조건

URL of the library's docs site — The canonical ReadTheDocs, Docusaurus, or mintlify URL

흐름

Review the generated SKILL.md

Show me the frontmatter and the first 50 lines of the generated SKILL.md.✓ 복사됨

→ Valid YAML frontmatter, clear sections
Test with a real prompt

Now use the new example skill to do <representative task>.✓ 복사됨

→ Claude uses real API names, not hallucinated ones

결과: A new skill in your ~/.claude/skills/ folder that Claude picks up automatically.

함정

Docs-vs-code drift sneaks into the output — Let the conflict detector flag mismatches; skim the conflicts.md report it produces

함께 쓰기: firecrawl · filesystem

Generate a skill directly from a GitHub repo's code and README

👤 Anyone onboarding Claude onto an internal or obscure OSS codebase ⏱ ~20 min intermediate

언제 쓸까: No hosted docs exist — the README and the source are the only truth.

흐름

Run on the repo URL

Run skill-seekers on github.com/acme/internal-sdk, include code examples from tests/.✓ 복사됨

→ Extracts public API surface + example usage
Iterate on the skill

The first draft misses the auth flow — add a section on token setup.✓ 복사됨

→ SKILL.md expanded with that section

결과: A targeted skill Claude can invoke when working in that codebase.

함정

Repo is huge and scraping stalls — Use excludePaths to skip vendored directories and test fixtures

함께 쓰기: github

조합

다른 MCP와 조합해 10배 효율

skill-seekers-skill + firecrawl

Firecrawl does the heavy JS-rendered scraping; Skill Seekers does the structuring

Use firecrawl to crawl the docs site, then skill-seekers to turn the output into a SKILL.md.✓ 복사됨

skill-seekers-skill + github

Pull repo contents via GitHub MCP, enhance into a skill

Fetch the acme/sdk repo's README, examples/, and types, then build a skill from them.✓ 복사됨

도구

이 MCP가 노출하는 것

도구	입력	언제 호출	비용
Ingest	source URL / repo / PDF path	First phase — gather source material	Free (plus any scraper API if used)
Enhance	ingested content, target platform	Second phase — AI-write the skill	LLM tokens for enhancement
Conflict-detect	docs + code sources	Whenever you ingest both docs and source	0
Export	target platform (Claude, Cursor, LangChain, etc.)	Third phase — package for destination	0

비용 및 제한

운영 비용

API 쿼터: None for the skill itself; depends on which scraper you pair with
호출당 토큰: Generation phase can use 10-50k tokens for a large library
금액: Free — the skill itself. Pairing scrapers (Firecrawl) may cost credits.
팁: Cache ingested content; re-run enhance/export without re-scraping.

보안

권한, 시크릿, 파급범위

자격 증명 저장: No credentials in the skill. Paired scrapers may need their own API keys.

데이터 외부 송신: Only to the sources you point it at

Respect robots.txt and ToS of the sites you scrape.

문제 해결

자주 발생하는 오류와 해결

Generated SKILL.md has placeholder sections

Source was too thin — re-run with more inputs (add the GitHub repo alongside the docs site).

Checkpoint resume starts over

Make sure you're running from the same working directory where the .skillseekers/ cache was created.

확인: ls .skillseekers/

대안

Skill_Seekers 다른 것과 비교

대안	언제 쓰나	단점/장점
skillforge	You want an interactive skill router that also creates skills on demand	Lighter generator; Skill Seekers is more thorough on heavy doc sources
Manual SKILL.md writing	The skill is small and you know the library cold	Faster for trivial skills; tedious at scale