kitaru MCP Server
zenml-io/kitaru
[](https://agentrank-ai.com/tool/zenml-io--kitaru/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) Agent traces you can run, not just read.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
zenml-io/kitaru is a Python tool licensed under Apache-2.0. Agent traces you can run, not just read. Topics: ai-agents, checkpoints, durable-execution, llm, mcp, mlops, observability, pydantic, pydantic-ai, python, replay, agent, agent-orchestration, agentic-ai, agents.
Ranked #614 out of 24844 indexed tools.
In the top 3% of all indexed tools.
Has 16 contributors.
Actively maintained with commits in the last week.
Ecosystem
Score Breakdown
301 stars → growing community
Last commit today → actively maintained
248/291 issues closed → responsive maintainer
16 contributors → active community
No dependents → no downstream usage
2,169 weekly installs → gaining traction
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
Matched Queries
From the README
<p align="center">
<a href="https://docs.zenml.io/kitaru">
</a>
</p>
<h3 align="center">Traces you can run, not just read.</h3>
<p align="center">
Kitaru (来る, "to arrive") gives you replay-based evals for AI agents. Record or import production runs as sessions, replay them against your next model, prompt, or code change, and see what improved and what broke before you ship. Open source, self-hosted, Python and TypeScript. From the team behind <a href="https://zenml.io">ZenML</a>.
</p>
<p align="center">
<a href="https://pypi.org/project/kitaru/"></a>
<a href="https://pypi.org/project/kitaru/"></a>
<a href="https://github.com/zenml-io/kitaru/blob/main/LICENSE"></a>
</p>
<p align="center">
<a href="https://docs.zenml.io/kitaru">Docs</a> ·
<a href="https://youtu.be/aYLfzXEr2Rk">Guided Tour</a> ·
<a href="#-get-started">Get Started</a> ·
<a href="https://www.zenml.io/roadmap">Roadmap</a> ·
<a href="https://kitaru.ai/slack">Communit Read full README on GitHub → Get the weekly AgentRank digest
Top movers, new tools, ecosystem insights — straight to your inbox.