A development workflow and command guide for the Kitaru project, covering Python setup, checks, tests, command-line features, analytics, and pull requests.

Use it for Kitaru development tasks such as running formatting and lint checks, type checking, testing Python files, updating the API specification, or preparing pull requests.

It gives contributors a consistent way to install dependencies, validate changes, run targeted tests, and prepare project updates.

How zenml-io/kitaru configures Claude Code and Codex

Reuse

Borrowing it

Nothing to install: this file belongs to zenml-io/kitaru. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/zenml-io/kitaru/develop/.agents/skills/kitaru-dev/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/zenml-io/kitaru

Made for: Claude Code, Codex.

Wrote 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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/zenml-io/kitaru/kitaru-dev/github.svg)](https://agentmods.dev/skills/zenml-io/kitaru/kitaru-dev)

Your own site

<a href="https://agentmods.dev/skills/zenml-io/kitaru/kitaru-dev"><img src="https://agentmods.dev/badge/skills/zenml-io/kitaru/kitaru-dev/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/zenml-io/kitaru/kitaru-dev"><img src="https://agentmods.dev/badge/skills/zenml-io/kitaru/kitaru-dev.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 45 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 2,367 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits

NVIDIA SkillSpector pass 7 Sept 2026

How audits are shown

Origin original No closer match found in the catalogue.

Token cost

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	$0.00045	$0.02367
Opus 5.5	$0.00018	$0.00947
Sonnet 5.5	$0.00009	$0.00473
Haiku 4.5	$0.00005	$0.00237

Measured 8d ago against content hash 100ff4d2d039, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

kitaru-dev 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 8d 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.

.agents/skills/kitaru-dev/SKILL.md · 110 lines

How it starts

The opening of the file, as written. The whole thing — 110 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Kitaru Development, CLI, and PR Workflow

Use this when you need the command catalog beyond the daily loop in the root AGENTS.md, or when adding CLI commands, analytics events, or PR descriptions.

Python Workflows

uv sync: install the base SDK and development dependencies
uv sync --extra cli: include the optional CLI
uv sync --extra mcp: include the optional native MCP server
uv sync --extra server: include server components
uv sync --extra worker: include worker components
uv sync --extra otel: include OpenTelemetry integrations
just check: run formatting, lint, OpenAPI freshness, changelog fragments, typecheck, typos, YAML, actions lint, and links
just openapi-check: verify that the committed OpenAPI specification matches the application schema
just changelog-check: validate the changelog fragments under changelog.d/
just fix: auto-fix formatting, lint issues, and YAML
just test: run the full pytest suite
just test tests/test_file.py::test_name: run one targeted test
just lint: lint only
just typecheck: type check only
just typos: typo check only
just format-check: check formatting without modifying files
just yaml-check: check YAML formatting
just actions-lint: lint GitHub Actions workflows; requires actionlint
just zizmor: audit GitHub Actions workflow security with zizmor
just audit: audit Python dependencies with pip-audit and the documented ignore list
just links: check Markdown links offline; requires lychee
just links-external: check links including external URLs; slow
just example-coverage-audit: validate examples/example-coverage.yaml metadata and waivers
just build: build wheel and sdist locally
just cli-artifact-smoke: verify clean CLI wheel and source installations
just plugin-artifact-smoke: build every default-plugin wheel, load its configured entrypoints, and verify default registration
just mcp-schema-check: verify public MCP registry budgets and committed snapshots
just mcp-wheel-smoke: verify clean base and [mcp] installs from the wheel under dist/
just migration-check: compare Alembic migrations with the ORM schema; requires PostgreSQL

Read the full file on GitHub · 110 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

references/evaluation-contracts.md 2.0 KB

Changes

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.

8d ago Changed 100ff4d2d039
1mo ago Changed · +13 lines c7f09ddd02a7
1mo ago Changed b5d249b57037
1mo ago Changed · +3 lines 33328a224c2d
1mo ago Changed · +26 tokens per session 712359ccc53e
2mo ago Changed · +2 lines 635d197893f8
2mo ago First seen · 92 lines · 19 tokens per session scan A 6dd81d0fef25

Subscribe to this mod's changes

kitaru-dev is a skill published in the GitHub repository zenml-io/kitaru (317 stars, last pushed yesterday), licensed Apache-2.0. It adds 45 tokens to every session and 2,367 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-08-30.

Analytics and metrics Git and workflow LLM MLOps ai-agents checkpoints durable-execution mcp

kitaru-dev next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
kitaru-devzenml-io/kitaru	Skill	317	yesterday	Apache-2.0	A	45	Claude Code, Codex
deployment-patternsaffaan-m/ECC	Skill	298k	4d ago	MIT	A	41	Claude Code, Kiro
mem0-test-integrationmem0ai/mem0	Skill	68k	2d ago	Apache-2.0	A	207	Claude Code, Codex
resolve-handoffomnigent-ai/omnigent	Skill	11k	yesterday	Apache-2.0	A	23	Claude Code, Codex
otto-pr-review-loopomnigent-ai/omnigent	Skill	11k	yesterday	Apache-2.0	A	17	Claude Code, Codex
baby-sitlangchain-ai/open-swe	Skill	11k	yesterday	MIT	A	30	Claude Code, Codex
merge-drivelangwatch/langwatch	Skill	5.0k	yesterday	Apache-2.0	A	154	Claude Code

kitaru: Skill for Claude Code