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  • F
    license
    Not graded
    quality
    B
    maintenance
    Provides four MCP tools for neural retrieval: personalized user recommendations, item-to-item similarity, cold-start text search, and explainable recommendation scores, enabling LLM agents to query a trained two-tower recommender over Amazon Reviews data.
    1
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  • F
    license
    A
    quality
    B
    maintenance
    MCP server providing governed access to board meeting data, with tools to query meetings, motions, and documents, automatically applying anonymity policies before returning answers.
    6
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  • A
    license
    A
    quality
    A
    maintenance
    Ultra-fast local markdown documentation RAG for AI coding agents, enabling instant BM25 search over official framework docs and live AI model registries via MCP.
    8
    149 PyPI
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables an AI agent to launch, monitor, and steer multiple coding agents running in tmux panes, including sending keystrokes, waiting for idle or output patterns, and managing sessions.
    9
    30 PyPI
    1
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Provides FastMCP-based servers with various tools for AI assistants including math operations, file management, note-taking, todo management, and database operations. Offers both basic and advanced server configurations with tools, resources, and prompt templates.
    4
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  • A
    license
    B
    quality
    A
    maintenance
    Enables local deterministic discovery, validation, and selection of validated skills through MCP tools, producing consistent plans without executing any skill.
    5
    38 PyPI
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    A local markdown memory and cross-agent context engine for AI coding assistants. It provides an MCP server with tools to search, add, retrieve, and distill persistent memory across tools like Claude Code, Cursor, and Zed.
    165 PyPI
    5
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to inspect, query, test, and safely fix dbt projects and BigQuery warehouses under policy-enforced controls, with read-only direct queries and dbt-only allowlisted writes.
    Apache 2.0
  • A
    license
    B
    quality
    C
    maintenance
    GOSCE Portfolio Router Single entry point for the GOSCE agent portfolio. Routes orchestrators to verified agents by capability with real example outputs from live self-test probes. Quality-assured broker, not a static directory. Structured Output MCP Agent Turn a prompt and field schema into validated, typed JSON using Instructor over Gemini 2.5 Flash. Ideal for extracting structured entities from
    9
    1
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Enables querying your own Garmin Connect health, sleep, training, and activity data, and creating or scheduling workout plans through natural language conversation.
    35
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to coordinate atomic distributed transactions across a swarm through a prepare/vote phase, unanimous commit-or-abort consensus, quorum validation, and failure recovery. It also layers in vector-clock causal stamping, LWW CRDT reconciliation, and gossip dissemination so multi-node state converges deterministically without external dependencies.
    7
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that runs AI-driven venture capitalist agents whose thinking is continuously enriched by Octagon Private Markets' real-time deals and intelligence for pitch feedback, diligence simulations, and term sheet negotiations.
    33
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables running isolated main and sub agent tasks in networkless Docker capsules with explicit input grants, verified artifact delivery, and independent reviewer oversight via MCP tools.
    MIT