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"Enhance AI Coding Accuracy in Windsurf Code Editor by Codeium" matching MCP servers:

  • code-context

    nachogeinfor-ops
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.
    Last updated
    8
    MIT

  • 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

  • code-rag-mcp

    qduc
    A
    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

  • Hi-AI

    su-record
    A
    license
    C
    quality
    C
    maintenance
    A simple AI development tool that helps users interact with AI through natural language commands, offering 29 tools across thinking, memory, browser, code quality, planning, and time management capabilities.
    Last updated
    35
    17
    3
    MIT

  • ai-memory

    alphaonedev
    A
    license
    -
    quality
    A
    maintenance
    Persistent memory for any AI assistant. Zero token cost until recall. Stores memories in local SQLite, ranks by 6-factor scoring, returns results 79% smaller than JSON. Works with Claude, ChatGPT, Grok, Cursor, Windsurf, and any MCP client.
    Last updated
    35
    Apache 2.0

  • milvus-sdk-code-helper

    Shawnzheng011019
    A
    license
    -
    quality
    D
    maintenance
    An MCP server designed to assist with generating, converting, and translating Milvus SDK code by retrieving relevant documentation and snippets. It supports PyMilvus code generation, ORM-to-client conversion, and cross-language translation between Python, Java, Go, and other supported languages.
    Last updated
    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.
    Last updated
    MIT

  • code-grapher

    mufasadb
    F
    license
    -
    quality
    D
    maintenance
    Enables Claude to intelligently analyze and query codebases using knowledge graphs, supporting natural language code search, relationship discovery, and incremental updates.
    Last updated
    11

  • RAG In A Box MCP Server

    DevNexsler
    F
    license
    -
    quality
    B
    maintenance
    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    Last updated
    4

  • code-rag

    kkuppula
    F
    license
    -
    quality
    C
    maintenance
    A semantic code search MCP server that enables natural language queries against your codebase, supporting features like related file discovery and context expansion, all running locally.
    Last updated
    2