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kitaru MCP Server

zenml-io/kitaru

Score: 87.0 → 0% Rank #612 Monitoring
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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 #612 out of 24846 indexed tools.

In the top 3% of all indexed tools.

Has 16 contributors.

Ecosystem

Python Apache-2.0 2,169 pypi/wk
ai-agentscheckpointsdurable-executionllmmcpmlopsobservabilitypydanticpydantic-aipythonreplayagentagent-orchestrationagentic-aiagents

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 307

307 stars → growing community

Freshness 25% 1mo ago

Last commit 1mo ago → recently updated

Issue Health 25% 86%

248/290 issues closed → responsive maintainer

Contributors 10% 16

16 contributors → active community

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads 13% 2,169/wk

2,169 weekly installs → gaining traction

Forks 26
Description Brief
License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

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AgentRank score for zenml-io/kitaru
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Matched Queries

topic:mcp

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> &middot;
  <a href="https://youtu.be/aYLfzXEr2Rk">Guided Tour</a> &middot;
  <a href="#-get-started">Get Started</a> &middot;
  <a href="https://www.zenml.io/roadmap">Roadmap</a> &middot;
  <a href="https://kitaru.ai/slack">Communit
Read full README on GitHub →

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