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• python-mcp-server

  aferreiraguido

  A

  license

  -

  quality

  C

  maintenance

  Enables deterministic static analysis of Python code, providing tools to inspect classes, functions, imports, dependencies, and more, without executing the code.

  Updated 2 months ago (2026-06-21 08:59 UTC)

  1

  MIT

• vaporcheck

  cdmx-in

  A

  license

  A

  quality

  B

  maintenance

  Blocks AI coding assistants from installing non-existent packages and accessing non-existent files.

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• AutoDocs MCP Server

  bradleyfay

  A

  license

  A

  quality

  D

  maintenance

  Automatically provides AI assistants with contextual, version-specific documentation for Python project dependencies by scanning pyproject.toml files. Eliminates manual package lookup and enables more accurate coding assistance through seamless integration with AI tools.

  Updated a year ago (2025-08-12 03:23 UTC)

  4

  MIT

• Code Reference Optimizer MCP

  FosterG4

  A

  license

  B

  quality

  D

  maintenance

  Extracts minimal, relevant code context from multiple programming languages while analyzing diffs and optimizing imports to reduce token usage for AI assistants. Supports TypeScript/JavaScript, Python, Go, and Rust with token-aware caching.

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  1

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• https://github.com/sammcj/mcp

  sammcj

  A

  license

  -

  quality

  F

  maintenance

  Suggests the latest stable package versions when writing code.

  Updated 7 months ago (2026-01-28 12:14 UTC)

  311

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• mcp-agent-opt

  justguy

  A

  license

  A

  quality

  D

  maintenance

  Provides code-aware context compression by stripping comments, docstrings, and whitespace while maintaining full logic fidelity for AI agents. It features tools for architectural mapping, symbol searching, and token-budgeted multi-file reading.

  Updated 5 months ago (2026-04-01 04:03 UTC)

  9

  10

  4

  MIT