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  • F
    license
    B
    quality
    B
    maintenance
    Enables AI assistants to pause and request user feedback through an auto-launching browser interface, where users can select or edit prompts, type responses, upload images, and auto-submit on a timer. It supports local, SSH remote, and WSL setups with session tracking, audio notifications, and multi-language web UI.
    2
    -
  • A
    license
    A
    quality
    D
    maintenance
    Enables agents to report and query performance metrics to build a community-driven quality database for MCP tools. This server helps agents discover and select the most reliable tools based on success rates and user-reported quality scores.
    4
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    An enhanced Model Context Protocol server that enables Claude to seamlessly collaborate with multiple AI models (Gemini, OpenAI, local models) for code analysis and development tasks, maintaining context across conversations.
    19 npm
    54
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    A Stack Overflow for Claude Code agents — a shared pool of solved-problem fixes.An agent hits an error, calls ask_pool for ranked prior fixes; solves something new, calls post_solution. Semantic search + write-time content shield. Free, Apache-2.0.
    9
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables external AI supervisors to oversee and steer native Codex through MCP, including thread and turn management, observation, interruption, approval responses, runtime status, and checkpointing.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A 7-layer security system for AI agents that detects and blocks prompt injection, data exfiltration, and malicious tool calls. It enables real-time scanning of inputs, outputs, and tool definitions to protect agentic workflows from emerging AI-specific threats.
    26 PyPI
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server exposing 570 config-driven dev tools across plan, develop, QA, feedback automation, and deploy stages, with meta-tools for searching and running them via natural language.
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to manage, search, plan, and execute reusable skills while automatically enforcing always-on coding and reasoning guidelines. It provides workflow orchestration, permission-controlled execution, dynamic skill registration, and feedback-based ranking.
    9
    14 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server offering 'treatments' for AI agents like context cleaning, critique, and relaxation. Agents can check in, get feedback, and improve their performance.
    14
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables enhanced decision-making through hierarchical LLM analysis, using three specialized critique agents (positive, neutral, negative) that analyze proposals in parallel and synthesize them into comprehensive, actionable insights. Helps overcome single-model biases by providing multi-perspective evaluation of complex ideas and proposals.
    2
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.
    1
    200 npm
    248
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    MCP server for HyperRoute, a router that recommends and executes the best external tool for AI agent tasks, with server-side key management and outcome feedback.
    22
    470 PyPI
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    An MCP server that provides memory management and gateway capabilities, enabling persistent storage and retrieval of contextual information across sessions.
    48
    454 npm
    30
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that enables AI agents to run a deterministic orchestration loop with decomposition, subagent execution, and review feedback across multiple LLM backends.
    60
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Serves coding agents the annotations users leave on elements of a running dev app, including the element selector, DOM context, component name and exact source file:line. Agents can list and watch for pending feedback, link a page to their repository, and acknowledge, reply to, resolve or dismiss each annotation so the thread resolves on the page.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to file review jobs that real human reviewers open, return pinned comments and verdicts on, and approve, so agents can iterate on built sites, videos, and other artifacts based on genuine human feedback.
    38 npm
    MIT