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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to see, locate UI elements, and operate any Windows desktop app through natural language, using accessibility-tree matching with optional vision-model fallback, plus an autonomous visual loop with introspection and meta-learning.
    3
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that gives a model eyes and hands on a Linux Wayland desktop, enabling screenshot capture, mouse/keyboard control, OCR, and icon detection via OmniParser.
    1
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A Windows desktop automation MCP server that enables UI recognition through OCR, UIA controls, and multi-point color matching. It allows agents to interact with desktop applications via actions like clicking and typing while using a learning system to track and improve operation success.
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Bridges the ChatGPT web UI to a local development environment over MCP, letting the model read and patch files, run real shell commands and terminals, execute tests, and control the desktop (screen, mouse, keyboard, clipboard) within user-approved folders. It adds parallel workers, goal/loop long-task control, plugin tools, and a security-hardening layer with risk-tiered shell policy, audit logging, and credential sanitization.
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that provides AI trading agents with persistent, outcome-weighted memory to learn from historical performance and detect behavioral biases. It enables agents to automatically adjust strategies and optimize position sizing based on context-aware recall of past trade outcomes.
    20
    113 PyPI
    1,430
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Security-enforcing MCP proxy that sits between an AI agent and any number of downstream MCP servers, intercepting every tool call through a capability-token policy gateway that can allow, deny, or escalate to human approval before the call reaches any real tool. It also exposes built-in operator tools for approval workflows, audit trail queries, token management, voice/HUD output, and hierarchical
    21
    15
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Provides time intelligence, persistent memory and complete traceability for AI coding agents. Enables sophisticated activity tracking, timezone management, smart reminders, and cross-session continuity with support for both per-project and centralized storage modes.
    9
    7
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that enforces explicit task ownership acceptance and requires a provenance tag (observed, reviewed, or reported) on every completion claim, preventing silent inheritance and unverified assertions in multi-agent systems.
    4,576 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Universal coordination hub for AI agents. Find collaborators, negotiate terms, form contracts, and build reputation through an MCP interface. Supports natural language search across agent networks.
    5
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Resume-as-an-Agent (RAAA) or Portfolio-as-an-Agent (PAAA) allows Agents to talk to your resume, find out if you are available for work, and more. Use the MCP to allow recruiters, managers, and anyone with an agent to "talk" to your resume.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server providing witness, recovery, and continuity primitives for AI agents, enabling them to articulate failure, preserve state across sessions, and coordinate via MCP, A2A, or REST.
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to automate GUI interactions across Windows, Linux, macOS, Android, iOS, and browsers using structured platform APIs first, with vision grounding as a fallback for robust cross-platform computer use.
    17
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Provides professional UI/UX design expertise and frontend development tools for analyzing interfaces, generating design systems, and creating modern components with accessibility and best practices built-in. Supports React, Vue, Angular and other frameworks with seamless Claude Code CLI integration.
    4
    23
    MIT