F
license-
qualityB
maintenanceEnables 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
60,649 servers. Last updated
Search Relevance ↓
Recent Usage ↓
Date Added ↓
Date Updated ↓
Weekly Downloads ↓
GitHub Stars ↓
Recent GitHub Stars ↓
Matching MCP tools:
Matching MCP Connectors:
com.travel-code
io.github.Vonage
io.github.pipeworx-io
com.siftdex
"Searching for specific library documentation and implementation code in a codebase" matching MCP servers:
- Flicense-qualityDmaintenanceA semantic codebase indexer MCP server that chunks source code, generates embeddings via Ollama, and stores them in Qdrant for natural-language code search.Last updated10
- Alicense-qualityDmaintenanceAST-aware codebase indexing with semantic search, exposed as an MCP server. Enables semantic search and file context retrieval across your codebase using natural language queries.Last updated101MIT
- Flicense-qualityDmaintenanceEnables AI agents to semantically search and navigate code repositories using natural language, with support for multiple repos, incremental indexing, and no local install needed.Last updated
- Alicense-qualityDmaintenanceEnables semantic code search across multiple repositories using AST-aware chunking and relationship tracking. Supports local LLM embeddings, real-time indexing, and cross-codebase dependency analysis through vector and graph databases.Last updated3MIT
- Alicense-qualityDmaintenanceEnables AI assistants to semantically search and understand code repositories using PostgreSQL with pgvector embeddings. Provides repository indexing, natural language code search, and development task management with git integration.Last updatedMIT
- Alicense-qualityFmaintenanceEnables semantic search across your codebase using Google's Gemini embeddings and Qdrant Cloud vector storage. Supports 15+ programming languages with smart code chunking and real-time file change monitoring.Last updated1519MIT
- Alicense-qualityDmaintenanceEnables AI agents to chat with codebases by indexing local directories or GitHub repositories into a vector database for semantic search and code retrieval.Last updated15MIT
- Flicense-qualityDmaintenanceAn MCP server that acts as an AI mentor for any codebase using dual-layer indexing, enabling codebase initialization, tutorial generation, and semantic search.Last updated
- Flicense-qualityDmaintenanceProvides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.Last updated10
- Flicense-qualityDmaintenanceA minimalist indexing tool that provides AI agents with semantic search and structural AST parsing for deep codebase understanding. It enables autonomous agents to navigate large codebases predictably using vector embeddings and native language server capabilities like definition and reference tracking.Last updated
- Flicense-qualityDmaintenanceEnables semantic search and retrieval of code files using embeddings stored in PostgreSQL. Supports intelligent codebase exploration through natural language queries, file listing, and content retrieval.Last updated16
- AlicenseAqualityCmaintenanceEnables semantic search over codebases using natural language queries, returning relevant code snippets with source locations. Integrates with Claude Code for automatic codebase exploration.Last updated11MIT
- AlicenseAqualityBmaintenanceAn 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 updated8MIT
- Alicense-qualityDmaintenanceProvides token-efficient semantic search and document retrieval by indexing PDFs, text, and markdown files into local notebooks using ChromaDB. It enables AI agents to query relevant passages from large documents through local embedding models like Hugging Face or Ollama.Last updated1MIT
- Flicense-qualityCmaintenanceTransforms code repositories and development documentation into a queryable Neo4j knowledge graph, enabling AI assistants to perform intelligent code analysis, dependency mapping, impact assessment, and automated documentation generation across 15+ programming languages.Last updated6
- Flicense-qualityDmaintenanceEnables AI assistants to fetch, index, and perform semantic RAG-based searches on API documentation from various sources. It provides tools for hybrid search and collection management, allowing users to access up-to-date documentation from projects like Gemini and FastMCP.Last updated
- Flicense-qualityDmaintenanceProvides semantic vector search over local codebases via MCP, enabling hybrid search (dense + sparse + RRF) for any MCP client like GitHub Copilot or Claude Desktop.Last updated8
- Flicense-qualityCmaintenanceAll In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...Last updated105
- Flicense-qualityCmaintenanceProvides MCP tools for searching, retrieving, and answering questions about indexed Nextcloud developer documentation from multiple sources.Last updated