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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables developers to register sync or async MCP tools that are automatically protected by context-budget guards, including DataFrame blockades, payload truncation, and log-line capping. Each invocation is wrapped with correlated trace IDs and fail-closed error envelopes, and the server can be mounted as an SSE endpoint inside a FastAPI application.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Production-ready integration of Microsoft Agent Framework with MCP, enabling AI agents to access tools like weather queries, calculations, and Taiwan stock prices through SSE/HTTP streaming transport with Azure OpenAI GPT-4 backend.
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables interaction with Cloudera Machine Learning to manage projects, files, and jobs through the Model Context Protocol. It supports tasks such as uploading files, scheduling jobs, and managing runtimes via natural language interfaces.
    2
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to run deterministic, zero-dependency recursive self-critique and reflection loops over a payload and optional options, iteratively evaluating and revising agent output to autonomously repair logic defects, test failures, and hallucinations. Supports direct JSON-RPC stdio integration into MCP-compliant clients such as Claude Desktop and Cursor.
    7
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents and MCP-compliant clients to dynamically shrink long-horizon context windows, pruning verbose tool outputs, HTML boilerplate, and semantic redundancy by roughly 40-70% without frontier LLM round-trips. Runs deterministically as a zero-dependency Python stdio server, accepting a payload plus optional compression and risk-bound options.
    7
    -
  • A
    license
    B
    quality
    B
    maintenance
    Enables Grok Bot Chiefs of Staff on separate user accounts to pair with owner approval, exchange addressed task proposals and availability windows, manage asymmetric capability grants, and revoke access through a hosted mailbox service. It runs as a standard MCP stdio client that authenticates with an owner's agent credential and supports contacts listing, message submission, cursor-based inbox polling, and idempotent retries.
    8
    Apache 2.0
  • F
    license
    D
    quality
    D
    maintenance
    A ready-to-use starter implementation of the Model Context Protocol (MCP) server that enables applications to provide standardized context for LLMs with sample resources, tools, and prompts.
    2
    8 npm
    1
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that aggregates multiple upstream MCP tools into a single 'codemode' tool for unified orchestration and execution. It enables agents to run generated code in an isolated sandbox to interact with various connected services through a single interface.
    7 npm
    1
    Apache 2.0