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  • All About Ads MCP

    rugvedp
    F
    license
    A
    quality
    B
    maintenance
    An MCP (Model Context Protocol) server that gives AI agents live, structured ad intelligence across Facebook, Google, and Instagram — data that no base model can produce from training alone. Powered by Apify actors. Works with any MCP-compatible client: Cursor, Claude, etc.
    Last updated
    11

  • code-rag-mcp

    qduc
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    license
    A
    quality
    C
    maintenance
    Enables semantic search over codebases using natural language queries, returning relevant code snippets with source locations. Integrates with Claude Code for automatic codebase exploration.
    Last updated
    1
    1
    MIT

  • semantic-code-mcp

    huawang1258
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    maintenance
    A self-hosted semantic code retrieval MCP server that enables natural language queries to find relevant code snippets using Tree-sitter AST parsing, embedding, and hybrid search with reranking.
    Last updated
    1
    1
    MIT

  • code-intel

    nairraf
    A
    license
    -
    quality
    C
    maintenance
    Provides semantic code search and code insights via a knowledge graph, enabling AI to understand, navigate, and modify complex projects with deep dependency and architecture analysis.
    Last updated
    MIT

  • code-graph-mcp

    sdsrss
    A
    license
    -
    quality
    A
    maintenance
    A high-performance code knowledge graph server implementing MCP, indexing codebases into a structured AST knowledge graph with semantic search, call graph traversal, and HTTP route tracing.
    Last updated
    3,489
    54
    MIT

  • mcp-code-indexer

    fluffypony
    A
    license
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    quality
    D
    maintenance
    Enables AI agents to intelligently navigate and understand codebases by providing instant file descriptions, semantic search, and context-aware recommendations, eliminating the need to repeatedly scan files.
    Last updated
    18
    MIT

  • Code-Index-MCP

    Consiliency
    A
    license
    -
    quality
    A
    maintenance
    Local-first code indexer that provides deep code understanding for Claude and other LLMs with symbol/text search across 48+ languages, semantic search capabilities, and real-time index updates through the Model Context Protocol.
    Last updated
    54
    MIT

  • code-search

    amolchanov
    A
    license
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    quality
    D
    maintenance
    Enables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file watching. Provides an admin UI and integrates with MCP clients for natural language code queries.
    Last updated
    MIT

  • code-search

    RaziStuff
    A
    license
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    quality
    B
    maintenance
    Semantic + lexical code search as an MCP server. Agents query in natural language and get back ranked file:line ranges to read precisely.
    Last updated
    12
    MIT

  • Code Context Manager

    theraaz
    A
    license
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    quality
    D
    maintenance
    Provides intelligent code context management and semantic search capabilities for software development, enabling natural language queries to find relevant code snippets, functions, and classes across Python, JavaScript, TypeScript, and SQL codebases.
    Last updated
    MIT

  • code-memory-rs

    juandisay
    F
    license
    -
    quality
    C
    maintenance
    Enables local semantic code search across repositories using natural language, with AST-aware chunking and hybrid vector/FTS5 retrieval.
    Last updated