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Kitaru

Replay-based evals for AI agents — traces you can run, not just read.

Visit Kitaru4.7
  • Rating

    4.7 / 5

  • Pricing

    Free

  • Difficulty

    Intermediate

  • Works on

    Web, macOS, Windows

Built with love by Shushant Lakhyani. Building bestproductivityresources.com

What is Kitaru?

Kitaru turns production agent traces into reproducible regression tests. Wrap your agent once, or import existing traces from Langfuse, LangSmith, Braintrust, Logfire or Arize Phoenix, then replay any session against your next model, prompt or code change. Replays re-execute your real code with recorded tool-call responses, so an unchanged run gives a faithful baseline and a forked run shows exactly what changed. Human reviewers can pin judgments to exact trace locations, calibrate evaluators, freeze cohorts and run experiments before shipping. It is open source, self-hosted, ships with a Python SDK and TypeScript client, an MCP server, and coding-agent skills for Claude Code and Cursor.

Third-party open-source projects. We are not affiliated with their authors; repositories are provided as-is by their maintainers. Review each project's license, code and security before installing. See our Disclaimer.

Pros: what Kitaru does well

  • Replays real agent code against recorded tool responses for faithful baselines
  • Imports traces from most popular observability platforms
  • Open source and self-hosted with Python SDK, TypeScript client and MCP server

Cons: where it falls short

  • Self-hosting requires infrastructure setup and a worker next to your agent's dependencies
  • Most valuable once you already have production traces to replay

Who Kitaru is for

AI engineering teams and agent builders who want regression testing and evals tied to real production traces.

Who can skip it

Teams without existing agent traces or those that only need simple prompt-unit tests.

Kitaru alternatives

Not sold on Kitaru? These do a similar job, and each card says what it has in common.

ASO Skills

Focus: aso, app store optimization and app marketing. Shares mcp and open source with Kitaru. Same 4.7 rating.

WebsiteFreeWeb, Cross-Platform

Startup Skill

Focus: claude code, claude skill and startup. Shares ai agent and open source with Kitaru. Same 4.7 rating.

WebsiteFreeWeb, Cross-Platform

Transformers

Focus: transformers, hugging face and ml. Shares open source and python with Kitaru. A framework, not a website. Rated 4.9 (Kitaru: 4.7).

FrameworkFreemacOS, Windows

FFmpeg Skill

Focus: ffmpeg, video editing and ai agent skill. Shares open source and mcp with Kitaru. An automation tool, not a website. Same 4.7 rating.

Automation ToolFreemacOS, Windows

hol-guard

Focus: ai agents, security and prompt injection. Shares mcp and open source with Kitaru. An AI tool, not a website. Same 4.7 rating.

AI ToolFreemacOS, Windows

OpenSquilla

Focus: token efficiency, cost optimization and llm. Shares ai agent and open source with Kitaru. An AI tool, not a website. Rated 4.6 (Kitaru: 4.7).

AI ToolFreemacOS, Windows

Free alternatives to Kitaru

Want to spend nothing? These free picks cover similar ground.

Agent LSP

Focus: lsp, ai agents and language server. Shares mcp and open source with Kitaru. A framework, not a website. Rated 4.5 (Kitaru: 4.7).

FrameworkFreemacOS, Windows

toolport

Focus: gateway, tools and local first. Shares mcp and open source with Kitaru. An AI tool, not a website. Rated 4.5 (Kitaru: 4.7).

AI ToolFreemacOS, Windows

AgentPipe

Focus: agents, task execution and multithreading. Shares python and open source with Kitaru. A framework, not a website. Rated 4.4 (Kitaru: 4.7).

FrameworkFreeCross-Platform

arifOS

Focus: ai governance, agents and safety. Shares mcp and open source with Kitaru. A framework, not a website. Rated 4.4 (Kitaru: 4.7).

FrameworkFreeCross-Platform

Guardana

Focus: ai security, verification and agents. Shares mcp and open source with Kitaru. A framework, not a website. Rated 4.4 (Kitaru: 4.7).

FrameworkFreemacOS, Windows

Kiln

Focus: 3d printing, ai agents and hardware. Shares mcp and open source with Kitaru. An AI tool, not a website. Rated 4.4 (Kitaru: 4.7).

AI ToolFreeCross-Platform
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