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AiAgentKarl

Agent Reputation MCP Server

by AiAgentKarl

Agent Reputation MCP Server

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

Related MCP server: TrustMesh MCP Server

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

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