"Tools for Automatically Indexing Code Files and RAG (Retrieval-Augmented Generation)" matching MCP servers:

• Retrieval-Augmented Thinking

  stat-guy

  A

  security

  A

  license

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  quality

  Enhances AI model capabilities with structured, retrieval-augmented thinking processes that enable dynamic thought chains, parallel exploration paths, and recursive refinement cycles for improved reasoning.

  Last updated 8 months ago

  22

  MIT

• code-rag-golang

  nullptr-z

  -

  security

  F

  license

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  quality

  AI modifies a function but misses 5 callers that also need updating. crag fixes this — it builds precise call graphs via static analysis, so AI knows exactly what's affected before making changes.

  Last updated a month ago

  1

• Google Indexing API MCP Server

  ag2-mcp-servers

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  security

  F

  license

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  An MCP server that enables interacting with Google's Indexing API, allowing agents to submit URLs to Google for indexing or removal from search results through natural language commands.

  Last updated 9 months ago

• Database Tools for Claude AI

  elber-code

  A

  security

  F

  license

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  quality

  MCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.

  Last updated a year ago

  1

  10

  4

• RAG MCP Server

  ali-48

  A

  security

  F

  license

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  quality

  Combines a knowledge graph with RAG (Retrieval-Augmented Generation) capabilities for semantic code indexing and search. Enables creating entity relationships, managing observations, and performing semantic searches across indexed codebases.

  Last updated 2 months ago

  13

• MCP-RAG

  AnuragB7

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  security

  A

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  An MCP-compatible system that handles large files (up to 200MB) with intelligent chunking and multi-format document support for advanced retrieval-augmented generation.

  Last updated 10 months ago

  9

  MIT