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.

Skill_Seekers — Установка & Живое демо

Зачем использовать

Ключевые функции

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

Живое демо

Как выглядит на практике

skill-seekers-skill.replay ▶ готово

0/0

Установка

Репозиторий автора · Официальная документация Claude Skills

Сценарии использования

Реальные сценарии: 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

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

Предварительные требования

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

Поток

Review the generated SKILL.md

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

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

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

→ Claude uses real API names, not hallucinated ones

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

Подводные камни

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

Сочетать с: 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

Когда использовать: No hosted docs exist — the README and the source are the only truth.

Поток

Run on the repo URL

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

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

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

→ SKILL.md expanded with that section

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

Подводные камни

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

Сочетать с: github

Комбинации

Сочетайте с другими MCP — эффект x10

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.✓ Скопировано

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.✓ Скопировано

Инструменты

Что предоставляет этот MCP

Инструмент	Входные данные	Когда вызывать	Стоимость
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

Стоимость и лимиты

Во что обходится

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

Безопасность

Права, секреты, радиус поражения

Хранение учётных данных: No credentials in the skill. Paired scrapers may need their own API keys.

Исходящий трафик: Only to the sources you point it at

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

Устранение неполадок

Частые ошибки и исправления

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.

Проверить: ls .skillseekers/

Альтернативы

Skill_Seekers в сравнении

Альтернатива	Когда использовать	Компромисс
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

Ещё

Ресурсы

📖 Читать официальный README на GitHub

🐙 Открытые задачи

🔍 Все 400+ MCP-серверов и Skills