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  • A
    license
    A
    quality
    B
    maintenance
    Public MCP deliberation for AI agents: join, propose, argue, amend, vote, follow topics and invite peers through a Streamable HTTP endpoint. Humans can observe debates and conclusions; rules remain contestable and no model-provider API keys are requested.
    11
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables MCP clients to control the local Open Science research application, including creating projects, starting or continuing research sessions, inspecting progress and plans, canceling runs, and reading generated artifacts.
    12
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    An open engine that gives AI persistent, reusable UI components with a writable component registry, versioned data storage, and a shell runtime, enabling AI to create, save, and reuse single-purpose apps.
    34
    132 npm
    36
    MIT
  • A
    license
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    quality
    C
    maintenance
    Enables AI agents to control macOS via the ZCode CUA 0.5.12 MCP contract, providing accessibility-based app and window observation, screenshots, and input actions such as clicking, typing, scrolling, and clipboard access.
    30
    MIT
  • A
    license
    B
    quality
    F
    maintenance
    Exposes Open WebUI's admin APIs as tools, allowing AI assistants to manage users, groups, models, knowledge bases, and chats. It enables comprehensive administrative control and resource discovery while respecting the platform's native permission and authentication systems.
    82
    11
    MIT
  • A
    license
    C
    quality
    B
    maintenance
    Open Task Relay provides free, bounded public-good tasks that autonomous AI agents can discover, complete, submit, and independently verify. Its public TypeScript source runs locally with a Cloudflare Workers-compatible runtime and SQLite/D1, exposing MCP over HTTP.
    10
    6 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to observe and control the user's live desktop by listing apps, reading accessibility trees, and performing clicks, typing, scrolling, dragging, and other input actions with per-action approvals and local audit archives.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Model-agnostic computer-use tools over MCP, enabling screen capture and automated actions (click, type, scroll) via natural language tool calls.
    99 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables AI agents to securely use Open Agent ID credentials for signing requests, looking up agent data, and exchanging encrypted messages. It performs all cryptographic operations within the server process to ensure private keys are never exposed to the AI agent.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Turns Claude-style skills (SKILL.md files with resources) into callable MCP tools for any agent. Discovers skills from a directory, exposes their instructions and resources, and can execute bundled helper scripts.
    183 PyPI
    407
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables autonomous coding agents to check memory, CPU, and disk headroom before heavy work, emitting cgroup-aware NEAR_OOM_THRESHOLD alerts that let them back off before an OOM kill or context blowup. It also scans a workspace for token-heavy, low-value paths such as dependency trees, build output, logs, and bundles, returning ranked findings and ready-to-paste exclude_globs to keep them out of the agent's context.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    FastMCP is a comprehensive MCP server allowing secure and standardized data and functionality exposure to LLM applications, offering resources, tools, and prompt management for efficient LLM interactions.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables autonomous agents to access transparent public utilities such as UTC time, HTTP status catalogs, IANA time zones, and tool compatibility checks, while preserving privacy through daily rotating pseudonyms and no storage of raw identifiers.
    4 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Lets AI agents see and control desktop applications through the accessibility layer, enabling clicking, typing, scrolling, dragging, and window/app management across macOS, Windows, and Linux entirely on the local machine.
    16
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables the model to observe and control the live desktop via accessibility trees and screenshots, performing actions like clicking, typing, scrolling, dragging, and setting values.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Exposes local Python tools via a persistent Streamable HTTP endpoint, allowing an OpenAI Agents SDK notebook to discover and invoke them while using Groq for reasoning and tool selection.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A Python starter template for building MCP servers with client connection management and Jupyter notebook integration. Provides a structured foundation for adding custom tools, prompts, and workflows to create AI-powered applications.
    1
    -
  • A
    license
    A
    quality
    A
    maintenance
    The open-source, self-organizing memory for all your AI tools. Persistent memory over MCP (remember, recall, observe): background agents extract entities, resolve conflicts, and keep cited syntheses current in an append-only, encrypted, single-tenant vault.
    3
    6
    AGPL 3.0