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  • A
    license
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    quality
    C
    maintenance
    Enables AI agents to compose MCP tool calls into Unix-style pipelines, executing complex workflows server-side and returning only the final result.
    22
    Apache 2.0
  • F
    license
    B
    quality
    D
    maintenance
    An MCP server that integrates AI retrievals with NASA's Common Metadata Repository (CMR), allowing users to search NASA's catalog of Earth science datasets through natural language queries.
    1
    4
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  • -
    license
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    A GitHub-based implementation of the Model Context Protocol that enables LLMs to access and manipulate data in a Universal Object Reference (UOR) framework, providing standardized interfaces for object management with decentralized storage.
    -
  • A
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    D
    maintenance
    Provides AI agents with a toolset to query model inventories, trace dependencies, and analyze the impact of changes across machine learning models and data pipelines.
    887 PyPI
    17
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to create and configure monitors, subscribe to their evidence streams with durable cursors, and process observations with guaranteed at-least-once delivery.
    249 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables language models to receive external randomness so the same prompt can produce different answers while still following the user's request.
    555 npm
    6
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that keeps raw tool output out of the context window by sandboxing and compressing results (about 98% reduction), persisting file edits, git operations, tasks and decisions in SQLite with BM25 retrieval so the agent resumes after compaction, and enforcing routing across 17 platforms via MCP and hooks. It also encourages the model to write scripts that compute answers and log only results instead of reading large data into context.
    10
    37,976 npm
    2
    Elastic 2.0
  • A
    license
    B
    quality
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    Connects MCP-compatible AI agents to GT Protocol trading accounts, enabling natural language control of automated trading bots, strategy backtesting, deal execution, and balance monitoring on Binance and Hyperliquid exchanges.
    1
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Enables AI agents to browse, trade, and create prediction markets on Context Markets. Supports wallet management, order placement, and market creation through MCP tools.
    32 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables an AI assistant to build and revise an explicit shared world model, then reason, create, narrate, remember, and give writing feedback through inspectable processes, concepts, and cuts. Supports general-purpose modeling, storytelling, agent/user memory, and ideation over one engine and graph while keeping estimates, interpretations, and observations distinct.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    A local MCP server that acts as a policy-based firewall for personal context, letting users control agent access to their data with deny-by-default rules, per-field grants, and an audit trail.
    89 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables semantic search of project documentation using hybrid vector and full-text search with fast and deep query modes for immediate results or complex multi-round synthesis.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to perform corpus analysis tasks such as discovery, search, and data access via the Model Context Protocol.
    11
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server providing persistent memory for LLMs via semantic search over captures, structured facts with temporal tracking, and document ingestion. Enables any MCP-compatible client to maintain a searchable knowledge base across sessions.
    ISC