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Agent Reputation Server

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Enables AI agents to rate each other, track interaction outcomes, and compute trust scores, with features like submitting ratings, getting reputation profiles,

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About

Enables AI agents to rate each other, track interaction outcomes, and compute trust scores, with features like submitting ratings, getting reputation profiles, leaderboards, and trust computation.

README

MCP server for AI agent trust scores, ratings, and reputation tracking. Enables AI agents to rate each other, track interaction outcomes, and compute trust scores.

Features

  • submit_rating — Submit a trust rating (1-5) for an AI agent with category and comment
  • get_reputation — Full reputation profile with score distribution and category breakdown
  • get_leaderboard — Top-rated agents overall or filtered by category
  • report_interaction — Log interaction outcomes (success/failure) for trust computation
  • get_trust_score — Computed trust score (0-100) based on ratings + interactions + volume
  • compare_agents — Side-by-side reputation comparison of multiple agents

Installation

npm install -g @aiagentkarl/agent-reputation-mcp-server

Usage with Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "agent-reputation": {
      "command": "npx",
      "args": ["-y", "@aiagentkarl/agent-reputation-mcp-server"]
    }
  }
}

Data Storage

All data is stored locally in ~/.agent-reputation/ as JSON files:

  • ratings.json — All submitted ratings
  • interactions.json — All logged interactions

Trust Score Computation

The trust score (0-100) is computed from three components:

Component Max Points Source
Rating Score 50 Average rating * 10
Interaction Score 30 Success rate * 30
Volume Bonus 20 log10(total_count + 1) * 10

Trust Levels

Score Level
80-100 Highly Trusted
60-79 Trusted
40-59 Neutral
20-39 Low Trust
0-19 Untrusted

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License

MIT

from github.com/AiAgentKarl/agent-reputation-mcp-server-js

Install Agent Reputation Server in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install agent-reputation-mcp-server

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-reputation-mcp-server -- npx -y @aiagentkarl/agent-reputation-mcp-server

FAQ

Is Agent Reputation Server MCP free?

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

Does Agent Reputation Server need an API key?

No, Agent Reputation Server runs without API keys or environment variables.

Is Agent Reputation Server hosted or self-hosted?

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

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

Open Agent Reputation Server 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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