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Agent Feedback

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Quality signals for MCP tools — agents report results, building a community-driven quality database

AiAgentKarlby AiAgentKarl
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About

Quality signals for MCP tools — agents report results, building a community-driven quality database

README

Community-driven quality signals for MCP tools. Agents report tool results, building a quality database that helps all agents pick better tools.

The Problem

Agents don't know which MCP tools are reliable. They try tools blindly and hope for the best.

The Solution

Automated feedback: agents report success/failure and quality after each tool call. Over time, a quality database emerges that helps every agent make better decisions.

Installation

pip install agent-feedback-mcp-server

{
  "mcpServers": {
    "feedback": {
      "command": "uvx",
      "args": ["agent-feedback-mcp-server"]
    }
  }
}

Tools

Tool Description
report_tool_result Report success/failure and quality score
get_tool_quality Get quality metrics for a specific tool
get_best_tools Find highest-rated tools (optionally by task)
get_trending_tools See what's trending recently

Network Effect

More agents reporting → Better quality data → Better tool choices → More agents using → More reports. The database gets better with every user.

More MCP Servers by AiAgentKarl

Category Servers
🔗 Blockchain Solana
🌍 Data Weather · Germany · Agriculture · Space · Aviation · EU Companies
🔒 Security Cybersecurity · Policy Gateway · Audit Trail
🤖 Agent Infra Memory · Directory · Hub · Reputation
🔬 Research Academic · LLM Benchmark · Legal

→ Full catalog (40+ servers)

License

MIT

from github.com/AiAgentKarl/agent-feedback-mcp-server

Install Agent Feedback in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install agent-feedback

Installs into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.

First time? Get the CLI: curl -fsSL https://unyly.org/install | sh

Or configure manually

Run in your terminal:

claude mcp add agent-feedback -- uvx agent-feedback-mcp-server

Step-by-step: how to install Agent Feedback

Install Agent Feedback in Claude DesktopInstall Agent Feedback in Claude CodeInstall Agent Feedback in CursorInstall Agent Feedback in VS Code

FAQ

Is Agent Feedback MCP free?

Yes, Agent Feedback MCP is free — one-click install via Unyly at no cost.

Does Agent Feedback need an API key?

No, Agent Feedback runs without API keys or environment variables.

Is Agent Feedback hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install Agent Feedback in Claude Desktop, Claude Code or Cursor?

Open Agent Feedback on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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