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Ludoonus

agentops-mcp

by Ludoonus
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agentops-mcp

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An MCP server that exposes AI-coding-agent operations analytics as tools any MCP client can call. Ask your assistant "how much did I spend on Claude Code this week?", "what dangerous commands did my agent attempt?", or "where are my tokens wasted?" — answered from the transcripts Claude Code already writes locally. Read-only, no telemetry.

Tools

Tool

Returns

cost_summary

tokens, cache hit rate, est. dollars, top projects & tools

audit_summary

commands run, file writes, errors, sensitive-path access

safety_report

dangerous actions the agent attempted (force-push, rm -rf, curl|sh)

efficiency_report

re-read waste, cache misses, concrete fixes

Each takes days (default 30) and an optional project filter.

Related MCP server: Claude Stats MCP

Install

pipx install git+https://github.com/Ludoonus/agentops-mcp
# or: uvx --from git+https://github.com/Ludoonus/agentops-mcp agentops-mcp

Use with Claude Desktop (or any MCP client)

Add to your MCP config:

{
  "mcpServers": {
    "agentops": { "command": "agentops-mcp" }
  }
}

Then ask your assistant about your Claude Code cost, audit trail, safety, or efficiency.

How it works

Reads ~/.claude/projects/*.jsonl (the transcripts Claude Code writes), parses the API-reported usage and tool calls, and serves the analysis over MCP (stdio). Nothing leaves your machine; the server only reads.

Companion projects

  • Operator — the same analytics as a CLI/TUI console.

  • cc-powerpack — guardrail hooks that prevent the dangerous actions this server reports.

Go deeper

These tools are the practical layer; The Claude Code Operator's Handbook is the full playbook — 18 chapters on running AI coding agents safely and efficiently (threat model, guardrails, cost, workflows, recovery, scaling). $29, with a free 3-chapter sample.

License

MIT.

Install Server
A
license - permissive license
A
quality
C
maintenance

How are these scores calculated?

Maintenance

–Maintainers
–Response time
–Release cycle
–Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Tools

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