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context7

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Library documentation lookup with tokenization and reranking. Use when user mentions external libraries, frameworks, or packages (e.g., how do I use React hooks, FastAPI authentication, pandas DataFrame). Triggers on library names, package imports, framework questions. Returns top 5 most relevant documentation chunks.

0 stars
1.2k downloads
Updated 2/18/2026

Package Files

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SKILL.md

Context7 - Library Documentation

Fetch up-to-date documentation for any library with intelligent chunking and reranking.

Workflow

Step 1: Resolve Library ID

First, resolve the library name to a Context7-compatible ID:

mcp__context7__resolve-library-id({ libraryName: "<package name>" })

Example: libraryName: "react" → returns /facebook/react

Step 2: Get Documentation

Fetch docs with topic focus and token budget:

mcp__context7__get-library-docs({
  context7CompatibleLibraryID: "<library_id>",
  topic: "<specific topic>",
  tokens: 5000
})

Step 3: Rerank Results

After receiving documentation, apply this mental reranking:

  1. Score by relevance - Prioritize chunks containing query terms
  2. Consider recency - Newer API patterns over deprecated ones
  3. Focus on examples - Code snippets > prose descriptions
  4. Limit to top 5 - Present only the 5 most relevant chunks

Quick Reference

Library TypeExample QueryTopic
React/Vue/Angular"React hooks for state""hooks" or "useState"
FastAPI/Flask/Django"FastAPI authentication""auth" or "security"
Pandas/NumPy"pandas merge dataframes""merge" or "join"
SQLAlchemy/Prisma"SQLAlchemy relationships""relationships"
Testing libs"pytest fixtures""fixtures"

Token Budget Guidelines

  • Quick lookup: 2000-3000 tokens
  • Deep dive: 5000-8000 tokens
  • Comprehensive: 10000+ tokens

Reranking Script

For programmatic reranking, use the wrapper script:

# Process context7 output and rerank
python ~/.config/context7/context7_wrapper.py process \
  --query "authentication middleware" \
  --top 5 \
  --input docs.md

Error Handling

If library not found:

  1. Try alternative names (e.g., "nextjs" vs "next.js")
  2. Check for organization prefix (e.g., "/vercel/next.js")
  3. Search for related libraries

Examples

React Hooks

1. resolve-library-id({ libraryName: "react" })
2. get-library-docs({
     context7CompatibleLibraryID: "/facebook/react",
     topic: "hooks",
     tokens: 5000
   })

FastAPI Auth

1. resolve-library-id({ libraryName: "fastapi" })
2. get-library-docs({
     context7CompatibleLibraryID: "/tiangolo/fastapi",
     topic: "security oauth2",
     tokens: 5000
   })

Install

Download ZIP
Requires askill CLI v1.0+

AI Quality Score

78/100Analyzed 2/24/2026

Well-structured documentation lookup skill with clear MCP workflow steps, quick reference tables, token guidelines, and examples. Covers resolve library ID → get docs → rerank workflow comprehensively. Minor gaps include missing setup prerequisites and mismatched tags. Not auto-generated boilerplate - appears to be a functional, reusable skill."

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Metadata

Licenseunknown
Version-
Updated2/18/2026
Publisherzach-source

Tags

apigithub-actionssecuritytesting