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  • mem-context

    turbyho
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    quality
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    maintenance
    Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB with vector search, multi-factor scoring, and an LLM-driven consolidation pipeline.
    10
    MIT

  • MCP Compass

    liuyoshio
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    license
    B
    quality
    D
    maintenance
    MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.
    1
    131
    245
    MIT
  • CodeAlive MCP by CodeAlive-AI

    CodeAlive MCPofficial

    CodeAlive-AI
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    quality
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    A Model Context Protocol server that enhances AI agents by providing deep semantic understanding of codebases, enabling more intelligent interactions through advanced code search and contextual awareness.
    86
    MIT
  • Alkemi MCP Server by alkemi-ai

    Alkemi MCP Serverofficial

    alkemi-ai
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    quality
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    Connects MCP clients to databases like Snowflake, BigQuery, and Databricks through Alkemi's data platform, enabling natural language database queries with proper schema understanding and metadata management for consistent team-wide access.
    14
    4
    MIT
  • Morphik MCP by morphik-org

    Morphik MCPofficial

    morphik-org
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    license
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    quality
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    maintenance
    Enables interaction with the Morphik multi-modal database system for document ingestion, retrieval, querying, and management. Supports text and file ingestion, semantic search with LLM-powered completions, and file system navigation with security controls.
    9
    24
    ISC

  • Trinity Memory MCP Server

    trinity-tick
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    quality
    A
    maintenance
    A high-performance persistent memory layer for AI agents with multi-modal support, 47 retrieval channels, and 50-tier guardian chains, integrating 12+ memory approaches into a unified architecture.
    MIT

  • AgenticRAG MCP Server

    aibozo
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    quality
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    An intelligent codebase processing server that provides agentic RAG capabilities for code repositories, enabling semantic search and contextual understanding through self-evaluating retrieval loops.
    2
    MIT

  • CodeGraphMCPServer

    nahisaho
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    quality
    C
    maintenance
    A lightweight, zero-configuration MCP server for source code analysis with GraphRAG capabilities, enabling structural understanding and efficient code completion from MCP-compatible AI tools.
    12
    MIT

  • MCP Titan

    henryhawke
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    quality
    C
    maintenance
    This advanced memory server facilitates neural memory-based sequence learning and prediction, enhancing code generation and understanding through state maintenance and manifold optimization as inspired by Google Research's framework.
    10
    92
    MIT

  • Modular RAG MCP Server

    IcedVodka
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    quality
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    A pluggable and observable Retrieval-Augmented Generation framework that exposes hybrid search and document management tools via the Model Context Protocol. It features a complete ingestion pipeline with multi-modal support, automated evaluation using Ragas, and a Streamlit dashboard for real-time tracking.
    1
    MIT

  • RecallForge

    brianmeyer
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    quality
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    Local-first MCP server enabling cross-modal search across text, images, documents, video, and audio transcripts. Provides 26 tools for ingesting, searching, and navigating local file systems with a 3-stage pipeline including reranking.
    3
    MIT

  • M.I.M.I.R - Multi-agent

    orneryd
    A
    license
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    quality
    C
    maintenance
    Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.
    7
    278
    MIT

  • reporelay

    chwoerz
    A
    license
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    quality
    F
    maintenance
    Self-hosted MCP server for indexing and searching code repositories via hybrid search and deep code understanding.
    5
    18
    MIT

  • Solr MCP

    allenday
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    quality
    D
    maintenance
    A Python server that enables AI assistants to perform hybrid search queries against Apache Solr indexes through the Model Context Protocol, combining keyword precision with vector-based semantic understanding.
    20
    MIT

  • claude-context-local

    tazhate
    A
    license
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    quality
    C
    maintenance
    Provides Claude Code with local semantic search and indexing of your codebase using AST-aware chunking and hybrid search, enabling deep code understanding without sending data to the cloud.
    MIT