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"A server for finding code examples on GitLab using semantic search" matching MCP servers:

  • semantic-code-mcp

    huawang1258
    A
    license
    A
    quality
    B
    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.
    1
    2
    MIT

  • semantic-search

    kengo006
    A
    license
    A
    quality
    A
    maintenance
    Local semantic recall MCP server for citation-integrity workflows. Enables semantic search over a text corpus, returning file paths and page numbers for verification, with 100% local processing using ONNX embeddings and LanceDB.
    2
    1
    MIT

  • Semantic Search MCP

    bborbe
    A
    license
    A
    quality
    B
    maintenance
    Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.
    3
    2
    BSD 2-Clause "Simplified"

  • Semantic Search MCP Server

    mix0z
    F
    license
    D
    quality
    D
    maintenance
    Enables AI agents to perform semantic search over codebases by converting natural language queries into efficient search patterns like grep and ripgrep. It utilizes LLMs to verify relevance and find code snippets that traditional keyword-based searches might miss.
    1

  • cowork-semantic-search

    ZhuBit
    A
    license
    -
    quality
    C
    maintenance
    Local offline semantic search over documents (txt, md, pdf, docx, pptx, csv). Indexes folders into a LanceDB vector database with multilingual embeddings and supports hybrid vector + keyword search via Reciprocal Rank Fusion. No API keys, no cloud, no Docker required.
    28
    AGPL 3.0

  • semantic-search-mcp

    adborroto
    -
    license
    -
    quality
    B
    maintenance
    A tiny RAG-lite retrieval engine that indexes files on disk and provides semantic search via MCP, returning relevant text chunks (file, line, score) without generating answers.

  • arxiv-semantic-search-mcp

    icyclv
    A
    license
    -
    quality
    D
    maintenance
    A lightweight MCP server for querying arXiv with semantic and keyword search, supporting natural language queries and structured filters.
    2
    MIT

  • code-search

    amolchanov
    A
    license
    -
    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.
    MIT

  • code-search

    RaziStuff
    A
    license
    -
    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.
    9
    MIT

  • Personal Semantic Search MCP

    Ethan2298
    F
    license
    -
    quality
    D
    maintenance
    Enables semantic search over local notes and documents using natural language queries. Supports multiple file types (Markdown, Python, HTML, JSON, CSV, text) with fast local embeddings and persistent ChromaDB vector storage.
    1

  • mcp-server-bm25-code-search

    toaruR
    A
    license
    A
    quality
    C
    maintenance
    Enables fast, low-token code search for AI coding agents via a local BM25 engine built on SQLite FTS5, with support for camelCase, snake_case, and Japanese text. Provides a stateless MCP stdio server and a Hermes adapter for multi-agent environments.
    1
    MIT

  • mcp-semantic-search

    lemuelflores
    F
    license
    A
    quality
    B
    maintenance
    Enables semantic search over local markdown specs, RFCs, and docs using Ollama and LanceDB, allowing AI agents to find relevant information by meaning rather than exact keywords.
    3