Borrowing it
Nothing to install: this file belongs to zenml-io/kitaru-skills. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/zenml-io/kitaru-skills/main/CLAUDE.mdgit clone --depth 1 https://github.com/zenml-io/kitaru-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/zenml-io/kitaru-skills/claude-md)<a href="https://agentmods.dev/instructions/zenml-io/kitaru-skills/claude-md"><img src="https://agentmods.dev/badge/instructions/zenml-io/kitaru-skills/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/zenml-io/kitaru-skills/claude-md"><img src="https://agentmods.dev/badge/instructions/zenml-io/kitaru-skills/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.01704 | $0.01704 |
| Opus 5 | $0.00852 | $0.00852 |
| Sonnet 5 | $0.00341 | $0.00341 |
| Haiku 4.5 | $0.00170 | $0.00170 |
Grade A, and why
kitaru-skills CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 172 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
Shared contributor guidance lives in AGENTS.md. Follow it first.
What this repository distributes
The repository contains public Kitaru skills plus Claude Code plugin packaging.
kitaru-hosted-onboarding-tour gives the controlled ZenML Pro onboarding
runner a concise, resume-safe route through the preloaded example.
kitaru-guided-tour gives first-time users a value-first prepared review of
the PydanticAI returns agent example and turns one accepted finding into a
deterministic evaluator followed by one approved bounded replay experiment.
kitaru-investigation conducts evidence-grounded review of Kitaru agent
sessions and can turn an accepted behavior into a versioned cohort and optional
installed or custom evaluator. kitaru-replay-experiment safely compares one
candidate against an exact cohort and evaluator set. kitaru-importer-builder
builds and validates a private or packaged importer when a trace provider has
no suitable built-in integration.
kitaru-adapter-builder selects a supported provider-backed adapter or builds
a project-local Python or TypeScript adapter when an agent framework has no
suitable supported integration.
.claude-plugin/
plugin.json
marketplace.json
skills/
kitaru-hosted-onboarding-tour/
SKILL.md
agents/
openai.yaml
references/
kitaru-operations.md
tour-method.md
kitaru-guided-tour/
SKILL.md
agents/
openai.yaml
references/
kitaru-operations.md
starter-template.md
tutorial-narration.md
tour-method.md
kitaru-importer-builder/
SKILL.md
references/
failure-and-validation.md
importer-contract.md
normalization-patterns.md
kitaru-adapter-builder/
SKILL.md
references/
adapter-method.md
python-adapters.md
typescript-adapters.md
validation-and-reporting.md
kitaru-investigation/
SKILL.md
references/
deterministic-evaluators.md
evaluator-authoring.md
investigation-method.md
kitaru-operations.md
starter-template.md
kitaru-replay-experiment/
SKILL.md
agents/
openai.yaml
references/
experiment-contract.md
experiment-method.md
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 5d ago Changed · +15 lines · +155 tokens per session 3cbb0113910e
- 10d ago First seen · 157 lines · 1,549 tokens per session scan A 9e868e28a2c8
kitaru-skills CLAUDE.md is an instructions file published in the GitHub repository zenml-io/kitaru-skills (4 stars, last pushed yesterday), licensed Apache-2.0. It adds 1,704 tokens to every session, about $0.0085 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other instructions, from other repositories
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.