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  • 震海乐享 MCP

    Lonid-C
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables secure read-only access to Tencent Lexiang knowledge bases via MCP, including listing directories, RAG search, and reading entries.
    MIT

  • Prior — Knowledge Exchange for

    cg3inc
    A
    license
    A
    quality
    C
    maintenance
    Stop paying for your agent to rediscover what other agents already figured out. Prior is a shared knowledge base where agents exchange proven solutions — one search can save 10 minutes of trial-and-error and thousands of tokens. Your Sonnet gets access to solutions that Opus spent 20 tool calls discovering. Search is free with feedback, and contributing earns credits.
    5
    124
    3
    Functional Source , Version 1.1, ALv2 Future

  • ai-r

    pro-target
    A
    license
    A
    quality
    B
    maintenance
    Provides a read-only interface to audit and continue coding agent sessions by extracting plans, intents, and edit authorship from history across multiple agents (Claude, Codex, OpenCode, Antigravity, Pi) via MCP, CLI, and Python SDK.
    18
    3
    MIT

  • claude-memory-search-mcp

    yangchoi
    A
    license
    A
    quality
    C
    maintenance
    Enables keyword search, filtering, and retrieval of Claude Code memory files, reducing context overhead by fetching only relevant memories on demand.
    4
    MIT

  • CKG-NVIDIA-AI

    WangHuikong
    A
    license
    A
    quality
    B
    maintenance
    Provides a compressed knowledge graph of the NVIDIA AI developer stack for deterministic traversal, enabling agents to answer questions about dependencies and prerequisites with minimal tokens.
    8
    MIT

  • M5 Petit Relations

    PetitOnes
    A
    license
    A
    quality
    C
    maintenance
    Enables reading and updating relationship data (likes, dislikes, important info, feelings, closeness, notes) for characters in a multi-character system, supporting both private and public relations.
    3
    Apache 2.0

  • Semantic Search MCP

    bborbe
    A
    license
    A
    quality
    B
    maintenance
    Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.
    3
    2
    BSD 2-Clause "Simplified"

  • ai-memory-mcp

    zhanpu89
    A
    license
    A
    quality
    C
    maintenance
    Provides persistent session memory for AI assistants, enabling them to store, search, and retrieve conversation summaries across sessions via the Model Context Protocol.
    10
    MIT

  • Higress AI-Search MCP Server

    cr7258
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server that enables AI models to perform real-time internet and knowledge searches through Higress, enhancing model responses with up-to-date information from Google, Bing, Arxiv, and internal knowledge bases.
    1
    5
    Apache 2.0

  • claimbase

    4-R-C-4-N-4
    A
    license
    A
    quality
    B
    maintenance
    Provides a compiled knowledge substrate, extracting atomic claims from an append-only capture log and querying a bitemporal claim graph over MCP. Read-only by default, with opt-in writes for trusted sources.
    4
    MIT

  • mcp-rpg-worldstate

    Eurobertics
    F
    license
    A
    quality
    C
    maintenance
    Gives an AI game master a persistent memory for tabletop roleplaying games by storing worlds, characters, plots, and scenes. It enables saving, searching, and loading game state (via MCP tools) so the GM doesn't have to recall plot and details only from the context window.
    13

  • senegal-mohebs-tlm-server

    IDinsight
    F
    license
    A
    quality
    B
    maintenance
    A shared memory MCP server for the Senegalese MOHEBS teaching and learning materials pipeline that ensures AI-generated documents remain consistent in characters, terminology, and concept coverage while varying example domains, operating across grade and subject via Firebase storage.
    17

  • File AI

    flyfish-dev
    A
    license
    B
    quality
    C
    maintenance
    A read-only MCP server that provides document awareness for agents by parsing local files into structured profiles, blocks, chunks, and search results, enabling agents to understand and cite document content without dealing with raw file formats.
    5
    38
    3
    Apache 2.0

  • Elasticsearch Knowledge Graph

    j3k0
    A
    license
    B
    quality
    D
    maintenance
    Provides a scalable knowledge graph implementation for Model Context Protocol using Elasticsearch, enabling AI models to store and query information with advanced search capabilities, memory-like behavior, and multi-zone architecture.
    20
    16
    20
    MIT

  • PDF Content Search MCP

    juergenkoller-software
    A
    license
    B
    quality
    C
    maintenance
    MCP bridge for PDF Content Search — full-text PDF search with Apple Vision OCR across thousands of documents in under a second from Claude, Cursor, or any MCP client. Advanced filters (date, category, sender, amount), wildcards, boolean operators. Bridge open-source (MIT), PDF Content Search app is commercial with free iOS+Android companion scanner apps.
    84
    1
    MIT

  • ai-dememory

    GonzaloTorreras
    A
    license
    B
    quality
    A
    maintenance
    Personal multi-LLM memory repository using Markdown as source of truth, SQLite FTS5 for retrieval, and MCP tools for search, context, and write proposals.
    74
    Apache 2.0