kitaru: Instill trust in your agent evals

by zenml-io · MCP Server · ★ 316

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install kitaru

pip install kitaru
uv pip install kitaru

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 64/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agentagent-orchestrationagentic-aiagentsai-agentscheckpointsdurable-executionllmmcpmlops

Quick Facts

Stars316
Forks31
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score64/100
Open Issues76
Last Updated2026-11-04
Created2026-03-05
Platformsmcp, python
Est. Tokens~15k

About kitaru

The runtime layer underneath your agent stack. Kitaru (来る, "to arrive") is a self-hosted, framework-agnostic runtime for autonomous agents — underneath the harness your team already picked. You keep your agent SDK, your prompts, your tools, your model.

Compatible Skills

These tools work well together with kitaru for enhanced workflows:

  • pydantic-ai-todo — semantic(0.38)+complementary+rare_topics+same_lang+similar_pop+shared_platform (67%)
  • pydantic-ai-shields — semantic(0.33)+complementary+rare_topics+same_lang+similar_pop+shared_platform (65%)
  • pydantic-ai-skills — semantic(0.32)+complementary+rare_topics+same_lang+similar_pop+shared_platform (61%)

kitaru alternative? Top 6 similar tools

Looking for a kitaru alternative? If you're comparing kitaru with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • cuga-agent by cuga-project · ⭐ 1.1k

    CUGA is an open-source generalist agent harness for the enterprise, supporting complex task execution on web a

  • tools by strands-agents · ⭐ 1.3k

    A set of tools that gives agents powerful capabilities.

  • pydantic-deepagents by vstorm-co · ⭐ 1.1k

    Open-source, self-hosted Claude Code - a terminal AI assistant and the Python framework behind it. Tool-callin

  • samples by strands-agents · ⭐ 924

    Agent samples built using the Strands Agents SDK.

  • oreilly-ai-agents by sinanuozdemir · ⭐ 322

    An introduction to the world of AI Agents

  • orchestkit by yonatangross · ⭐ 300

    The Complete AI Development Toolkit for Claude Code. 115 skills, 36 agents, 161 hooks. Install `ork` for stabl

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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