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  • MCP-Based Enterprise Knowledge

    Devidas-07
    F
    license
    Not graded
    quality
    B
    maintenance
    Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector search, Ollama-powered answer generation, and question routing to domain-specific retrieval tools.

  • On Board

    swisspra
    A
    license
    B
    quality
    A
    maintenance
    On Board is a local MCP server that gives multiple AI agents and IDEs a shared project memory, ticket queue, and handoff history, so agents can seamlessly continue each other's work. It supports agent-to-agent wake events, enabling autonomous workflows like reject-fix-resubmit cycles without human relay.
    30
    3
    Apache 2.0

  • MCP-based Knowledge Graph

    turambar928
    F
    license
    B
    quality
    C
    maintenance
    An automated system that processes raw text through a three-stage pipeline to assess data quality, enhance information, and generate structured knowledge graphs. It provides tools for triple extraction with confidence scoring and creates interactive HTML visualizations of the resulting graph.
    1
    5

  • mcp-luopan

    ZoezoeCookie
    A
    license
    A
    quality
    D
    maintenance
    Provides tools for Bazi (Chinese astrology) chart calculation and analysis, enabling LLMs to generate accurate birth charts, determine patterns, and answer follow-up questions based on actual calculations rather than model knowledge.
    2
    MIT

  • msp-tools-mcp

    Jackson-DM
    F
    license
    A
    quality
    B
    maintenance
    Provides MSP support tools (ticket search, draft response, KB search, update) with a deterministic security guardrail that refuses to draft responses for security tickets based on content scanning, even if mislabeled.
    5

  • Hookmark MCP Server

    mnott
    A
    license
    A
    quality
    D
    maintenance
    Provides full access to Hookmark on macOS, enabling users to create and manage bidirectional links between files, URLs, emails, and notes. It supports searching bookmarks, connecting items, and retrieving links from active applications through natural language.
    7
    17
    6
    MIT

  • KURA Notes MCP Client

    TillMatthis
    F
    license
    A
    quality
    D
    maintenance
    Enables Claude Desktop to interact with KURA Notes API for semantic search, note creation, retrieval, and management. Supports natural language queries to search, create, retrieve, list, and delete notes with metadata like titles, tags, and annotations.
    5

  • memsem

    WindSeries83
    A
    license
    A
    quality
    A
    maintenance
    Semantic memory MCP server that gives AI agents a self-writing, priority-based memory with local semantic search and automatic contradiction handling. It persists across sessions and projects, entirely on your machine.
    18
    2,791
    2
    MIT

  • RLM-MCP

    adrianwedd
    A
    license
    A
    quality
    D
    maintenance
    Implements the Recursive Language Model pattern, enabling LLMs to process arbitrarily long contexts through session-based document management, on-demand chunking, BM25 search, and artifact storage.
    12
    1
    MIT

  • xgmem

    meetdhanani17
    A
    license
    A
    quality
    D
    maintenance
    A TypeScript-based MCP server that provides project-specific knowledge graph memory for LLM agents to store and retrieve entities, relations, and observations. It features disk-persistent storage and supports cross-project knowledge sharing to enhance agent long-term memory.
    14
    8
    7
    MIT

  • MCP Memory Server

    StevenWangler
    A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that provides knowledge graph-based persistent memory for LLMs, allowing them to store, retrieve, and reason about information across multiple conversations and sessions.
    9
    70,558
    2
    MIT

  • mcp-rag-local

    renl
    A
    license
    B
    quality
    C
    maintenance
    Enables storing and retrieving text passages based on semantic meaning using local embeddings (Ollama) and vector storage (ChromaDB), allowing conversational memorization and retrieval of information.
    5
    18
    MIT