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  • A
    license
    Not graded
    quality
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    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.
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI coding assistants to semantically search codebases by meaning rather than exact text, with zero external daemons and fully local embeddings. Works out-of-the-box with Claude Code, Gemini CLI, Antigravity, and Cursor.
    4
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables dynamic tool discovery and loading for Claude using BM25, regex, and semantic search algorithms. It supports managing a catalog of over 10,000 tools with minimal context overhead and provides a REST API for tool management.
    -
  • A
    license
    A
    quality
    A
    maintenance
    Provides a SQLite-backed MCP server that records agent memory as history, enabling explicit consolidation, source checks, revisions, narrative versions, and accountable forgetting.
    15
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables querying a modular RAG knowledge base via MCP, with hybrid retrieval, reranking, and document summary tools.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides a Google search tool via the Serper API, returning structured results and a summary answer for LLMs like Claude.
    1
    -
  • A
    license
    A
    quality
    B
    maintenance
    Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.
    6
    273 PyPI
    17
    MIT
  • F
    license
    Not graded
    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.
    2
    -
  • F
    license
    A
    quality
    F
    maintenance
    Enables semantic search across documentation stored in Gemini FileSearchStores, returning AI-generated answers with source citations.
    1
    1
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  • A
    license
    A
    quality
    D
    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.
    1
    1
    MIT
  • A
    license
    A
    quality
    C
    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.
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Federated, local-first search for AI agents: one query fans across transcripts, files, a knowledge graph, a vector store, the live web, and YouTube, fused by trust-weighted RRF into one ranked answer. Five modes (grep/lexical/semantic/hybrid/rerank), runs entirely on your machine over MCP.
    6
    66 PyPI
    28
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables agents to run semantic search across one or more local project directories by automatically maintaining a LAN-local Qdrant index with Ollama embeddings. Indexing, staleness checks, and incremental updates happen transparently, so users can query code by meaning without managing collections, chunks, or hashes.
    6
    MIT