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  • Primitiv

    AI-by-design
    A
    license
    A
    quality
    A
    maintenance
    Design contract layer for AI agents. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth so every agent gets the same authoritative design rules before it builds. Local-first.
    6
    823
    18
    Apache 2.0
  • Beever Atlas by Beever-AI

    Beever Atlasofficial

    Beever-AI
    A
    license
    A
    quality
    A
    maintenance
    Turns team chat (Slack, Discord, MS Teams, Mattermost) into a living knowledge base - a typed knowledge graph plus auto-generated wiki - exposed to AI agents through a 28-tool MCP server with semantic search, expert finding, and decision tracing.
    28
    439
    Apache 2.0

  • Prior — Knowledge Exchange for

    cg3inc
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    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
    91
    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

  • braintube-mcp

    lildaddyo
    F
    license
    A
    quality
    B
    maintenance
    Persistent knowledge-base MCP server. Semantic search with source citations over saved YouTube videos, podcasts, articles and PDFs — one endpoint for every MCP-capable AI client.
    28

  • 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

  • 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

  • AI-Collab-Memory

    sodam-ai
    A
    license
    A
    quality
    -
    maintenance
    An MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.
    7
    3

  • akyn-ai

    IlyesTal
    A
    license
    A
    quality
    D
    maintenance
    Turn any data source into an MCP server in 5 minutes. Build knowledge bases that AI assistants like Claude and Cursor can query directly.
    2
    22
    23
    MIT

  • 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
    15
    20
    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
  • SPOKEAgent by BaranziniLab

    SPOKEAgentofficial

    BaranziniLab
    A
    license
    -
    quality
    A
    maintenance
    A structure-aware MCP server for querying the SPOKE biomedical knowledge graph, enabling entity resolution, schema introspection, path finding, and safe Cypher queries for biomedical knowledge inference.
    Apache 2.0
  • INITE Brain by inite-ai

    INITE Brainofficial

    inite-ai
    A
    license
    -
    quality
    A
    maintenance
    An open-source bitemporal knowledge graph that provides long-term memory for AI agents via a native MCP endpoint, enabling conflict-aware ingest and hybrid retrieval.
    32
    AGPL 3.0
  • lobu by lobu-ai

    lobuofficial

    lobu-ai
    A
    license
    -
    quality
    A
    maintenance
    MCP server for Lobu, the open-source backend for AI teammates, providing durable memory and agent capabilities. It enables AI assistants to watch, remember, and act across company tools with sandboxed execution.
    1
    206
    Apache 2.0
  • Quotewise MCP Server by quotewise

    Quotewise MCP Serverofficial

    quotewise
    A
    license
    -
    quality
    C
    maintenance
    Enables semantic quote search, attribution verification, and collection management for AI assistants, with source transparency via QuoteSightings.
    13
    1
    MIT