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    maintenance
    Interactive feedback server for AI-assisted development with Web UI and desktop app support, enabling user feedback collection after AI tasks.
    2
    MIT
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    license
    A
    quality
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    maintenance
    Enables agents to publish messages to MQTT topics, which can be turned into phone notifications via the NotifyMQTT Android app.
    2
    MIT
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    Obox MCP is a development toolkit that enables AI agents to autonomously execute system commands, manage files, and navigate projects within the IDE.
    3
    MIT
  • A
    license
    A
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    Not graded
    maintenance
    Provides standards documentation and validation tools for the Darwin platform, including naming conventions and agent card validation. It enables AI agents to search platform standards and access resource templates for design and implementation.
    6
    MIT
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    license
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    quality
    B
    maintenance
    A comprehensive development toolkit with 23 tools covering code quality analysis, development efficiency, and project management. Enables AI-assisted code review, test generation, performance analysis, SQL generation, UI component creation, and automated project documentation.
    8
    29
    137 npm
    41
    MIT
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    AI-powered emergency coordination platform built with NitroStack MCP to accelerate disaster response through intelligent planning, resource orchestration, and real-time operational insights.
    5
    MIT
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    A
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    maintenance
    Enables AI assistants to search and filter Azure platform updates, including previews, general availability, and retirements, through natural language queries.
    1
    77 PyPI
    1
    MIT
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    license
    A
    quality
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    maintenance
    Enables interaction with the Kion platform for cloud cost management, governance, and compliance through natural language.
    2
    7
    MIT
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    quality
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    maintenance
    MCP server that establishes feedback-oriented development workflows with dual Web UI and desktop application interfaces, enabling AI to confirm with users via prompts and real-time feedback to reduce speculative operations and improve efficiency.
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables conversational access to the VerifyAX agent-evaluation platform, exposing tools for agent evaluation workflows through natural language.
    14
    1
    Apache 2.0
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    license
    A
    quality
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    maintenance
    Connects MCP-compatible AI clients to a MITRE Caldera adversary emulation platform, enabling natural language construction of attack scenarios, agent inspection, and operation management.
    18
    25 PyPI
    Apache 2.0
  • F
    license
    A
    quality
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    maintenance
    An MCP server that enables Claude Code to create, manage, and search Anki flashcards directly from the terminal. It supports batch card creation, deck statistics retrieval, and synchronization with AnkiWeb for cross-platform review.
    8
    -
  • F
    license
    A
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    maintenance
    A FastMCP-based server providing a comprehensive toolset for the RunningHub AI application platform. It enables users to configure nodes, upload media, submit AI tasks, and manage task execution and results through persistent storage.
    8
    2
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  • A
    license
    A
    quality
    C
    maintenance
    Extracts transcripts or spoken captions from multi-platform video links (Bilibili, YouTube, Douyin) and returns concise Markdown summaries or full transcripts, saving tokens by keeping full text out of the conversation.
    2
    2
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables LLM clients to inspect local development environment, including Docker container health, pnpm workspace integrity, and stuck process diagnosis.
    4
    MIT
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    license
    B
    quality
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    maintenance
    A multi-tenant MCP server platform that hosts isolated MCP servers with OAuth/API key authentication for 23+ services, enabling integration with Claude Desktop and other clients via a web interface and CLI.
    13
    47
    MIT
  • F
    license
    B
    quality
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    maintenance
    An MCP server framework featuring dynamic tool loading and a modular one-tool-per-file architecture for rapid development. It supports both Stdio and HTTP transport modes, offering automated test generation and centralized configuration management.
    11
    -
  • F
    license
    B
    quality
    Not graded
    maintenance
    A state persistence layer that enables seamless handoffs between different AI coding assistants by maintaining a shared context bus. It provides tools for tracking summaries, next steps, and active files to ensure continuity across development sessions.
    3
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  • F
    license
    B
    quality
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    maintenance
    An AI-powered industrial symbiosis platform that autonomously discovers waste-to-resource connections between factories, creates new products from waste streams, and generates regulatory compliance reports.
    19
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  • A
    license
    B
    quality
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    maintenance
    Local-first MCP server for controlling Google Colab as a development, shell, file, and training runtime, with tools for notebook editing, GPU acceleration, and file transfer.
    59
    9
    Apache 2.0
  • A
    license
    C
    quality
    C
    maintenance
    Enables Claude to list/create research notebooks, add text or URL sources, ask source-grounded questions, and generate studio outputs such as podcasts, videos, slides, mind maps, quizzes, flashcards, reports, and data tables.
    15
    MIT
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    license
    C
    quality
    B
    maintenance
    Enables AI assistants to interact with the ReliaQuest GreyMatter platform via 146 tools across 22 domains for incident response, playbooks, cases, and more, including a generic graphql_query escape hatch.
    100
    80 PyPI
    2
    MIT