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Related Servers

• @penqwin/mcp

  Penqwin

  A

  license

  A

  quality

  B

  maintenance

  An AST-based MCP server that provides token-efficient codebase skeletons to LLM agents, reducing context token usage by 80-95% by exposing structural information instead of full source files.

  Updated 2 months ago (2026-07-11 13:21 UTC)

  5

  16

  2

  MIT
• 

  Code Scalpelofficial

  3D-Tech-Solutions

  A

  license

  -Not graded

  quality

  C

  maintenance

  Enables AI assistants to surgically extract and analyze code, reducing token usage and costs by up to 200x compared to reading entire files.

  Updated 2 months ago (2026-06-23 23:22 UTC)

  17

  MIT

• mcp-code-context

  achatainga

  A

  license

  B

  quality

  B

  maintenance

  Enables LLMs to efficiently read, write, and refactor code using precise AST-based operations, reducing token usage and context window waste.

  Updated 2 months ago (2026-07-17 21:47 UTC)

  25

  33

  3

  MIT

• Symbol Delta Ledger

  GlitterKill

  A

  license

  -Not graded

  quality

  A

  maintenance

  Enables AI coding agents to efficiently query code context via a symbol graph, reducing token usage by up to 20x.

  Updated 6 days ago (2026-09-01 12:35 UTC)

  1,223

  469

  -

• codeskeleton

  dugd

  A

  license

  -Not graded

  quality

  D

  maintenance

  Enables AI agents to efficiently read Python code by first providing file skeletons then fetching only needed implementations, reducing noise and cost.

  Updated 4 months ago (2026-05-14 11:01 UTC)

  3

  MIT

• jCodeMunch

  adefemi-dev

  F

  license

  A

  quality

  B

  maintenance

  Enables precise source code retrieval via tree-sitter AST parsing, cutting AI token costs by 86-99% by indexing codebases and fetching only needed symbols and structural queries (e.g., blast radius, importers) on demand.

  Updated 14 days ago (2026-08-24 06:10 UTC)

  6

  -