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  • Design MCP

    S-s-Spudd
    A
    license
    -
    quality
    B
    maintenance
    Provides source-backed design context, route card validation, contract generation, critique and verification reports, evidence packages, Penpot change plans, and anti-repeat checks for design workflows. Does not directly mutate Penpot, but consumes read-only Penpot snapshots.
    11
    MIT

  • 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
  • Engram by get-engram

    Engramofficial

    get-engram
    A
    license
    -
    quality
    B
    maintenance
    Persistent memory for AI agents. Stores verbatim conversation transcripts and makes them searchable by meaning via semantic embeddings.
    26
    7
    MIT

  • shelfmark

    Dankaro-projects
    A
    license
    -
    quality
    B
    maintenance
    Shelfmark is an MCP server that builds a local metadata catalogue of your documents, enabling AI agents to discover, search, and select relevant files without opening or indexing their contents. It provides governed access with ownership and confidentiality controls, ensuring agents only see what they are permitted to.
    MIT

  • service-economics

    DigitalCoreApp
    A
    license
    -
    quality
    C
    maintenance
    Free service management tools — playbooks, benchmarks, and instant service health analysis. DigitalCore MCP gives you free access to service management expertise directly in your AI assistant. Run a Service Reality Check to score your service health in 60 seconds. Access strategy playbooks for ser
    MIT

  • GBrain for BOS

    cynthiajones34
    A
    license
    -
    quality
    -
    maintenance
    This MCP server provides a cost-optimized personal-knowledge brain, enabling AI agents to query imported documents via hybrid search and synthesis at minimal monthly spend.
    472
    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
    91
    3
    Functional Source , Version 1.1, ALv2 Future

  • 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