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"Studying MCP using Google Search" matching MCP servers:

  • Seroost Search MCP Server

    Parado-xy
    F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.
    Last updated
    3
    10
    7

  • Search Tools MCP Server

    voxmenthe
    A
    license
    -
    quality
    D
    maintenance
    Enables intelligent code analysis and search across repositories using the CodeRank algorithm (inspired by PageRank) to identify critical modules, trace dependencies, find code hotspots, and perform context-aware keyword searches with importance-ranked results.
    Last updated
    32
    Apache 2.0

  • Code Search MCP

    LLMTooling
    F
    license
    -
    quality
    D
    maintenance
    Enables LLMs to perform high-performance code search and analysis across multiple languages using symbol indexing, regex text search, and structural AST pattern matching. It also provides tools for technology stack detection and dependency analysis with persistent caching for optimized performance.
    Last updated
    4

  • Code Search MCP

    YamadaYoukai
    F
    license
    A
    quality
    B
    maintenance
    Provides a code search service via MCP, allowing AI clients to perform fast, indexed searches across large codebases using Zoekt, with support for filters like repository, language, and path.
    Last updated
    2

  • semantic-code-mcp

    vrppaul
    F
    license
    A
    quality
    D
    maintenance
    A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.
    Last updated
    3
    2

  • File Search MCP

    elad12390
    A
    license
    A
    quality
    C
    maintenance
    Enables blazingly fast file and content searching in large codebases using ripgrep, with intelligent filtering, fuzzy finding, and directory tree visualization while respecting .gitignore and avoiding common bloat directories.
    Last updated
    4
    9
    2
    MIT

  • zoekt-mcp

    radiovisual
    A
    license
    A
    quality
    C
    maintenance
    Exposes Sourcegraph Zoekt code search to MCP-capable AI agents, enabling fast, indexed regex/symbol-aware code search over repositories.
    Last updated
    3
    MIT

  • Fast Context MCP

    SammySnake-d
    A
    license
    A
    quality
    B
    maintenance
    Enables AI-driven semantic code search by leveraging Windsurf's reverse-engineered protocol to perform multi-round local searches using natural language. It automatically executes bundled ripgrep and file operations to return relevant code snippets and file paths to MCP-compatible clients.
    Last updated
    2
    90
    324
    MIT

  • ast-grep MCP Server

    ast-grep
    A
    license
    A
    quality
    F
    maintenance
    Enables AI assistants to search and analyze codebases using Abstract Syntax Tree (AST) pattern matching with ast-grep. Supports structural code search, pattern testing, and AST visualization across multiple programming languages.
    Last updated
    4
    435
    MIT

  • MCP-Hound

    jmagly
    A
    license
    A
    quality
    C
    maintenance
    Enables code search across indexed repositories using regex patterns, with pagination, repository listing, and file context retrieval via Hound integration.
    Last updated
    3
    1
    MIT

  • Lean LSP MCP

    oOo0oOo
    A
    license
    A
    quality
    A
    maintenance
    Enables LLM agents to interact with the Lean theorem prover through the Language Server Protocol, providing tools for analyzing Lean projects, accessing diagnostics, goal states, documentation, and searching for theorems using both local and external search services.
    Last updated
    23
    449
    MIT

  • Smart Coding MCP

    omar-haris
    A
    license
    A
    quality
    C
    maintenance
    Provides intelligent semantic code search using local AI embeddings, enabling natural language queries to find relevant code by meaning rather than exact keywords. Indexes codebases in the background with smart project detection and privacy-first local processing.
    Last updated
    6
    24
    200
    MIT