README.md
Community-driven quality signals for MCP tools.
Agent Feedback Loop 📊
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 |
License
MIT
Tools (4)
report_tool_resultReport success/failure and quality score for a tool execution.get_tool_qualityGet quality metrics for a specific tool.get_best_toolsFind highest-rated tools, optionally filtered by task.get_trending_toolsSee what tools are trending recently.Configuration
claude_desktop_config.json
{"mcpServers": {"feedback": {"command": "uvx", "args": ["agent-feedback-mcp-server"]}}}Try it
→Report that the file-search tool failed to find the requested document.
→What is the current quality rating for the web-scraper tool?
→Find the best-rated tools for performing data analysis tasks.
→Show me the trending MCP tools based on recent agent feedback.