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.
curl -O https://raw.githubusercontent.com/zenml-io/kitaru/develop/.agents/skills/kitaru-importer-development/SKILL.mdgit clone --depth 1 https://github.com/zenml-io/kitaruWrote 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/skills/zenml-io/kitaru/kitaru-importer-development)<a href="https://agentmods.dev/skills/zenml-io/kitaru/kitaru-importer-development"><img src="https://agentmods.dev/badge/skills/zenml-io/kitaru/kitaru-importer-development/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/skills/zenml-io/kitaru/kitaru-importer-development"><img src="https://agentmods.dev/badge/skills/zenml-io/kitaru/kitaru-importer-development.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00048 | $0.01630 |
| Opus 5.5 | $0.00019 | $0.00652 |
| Sonnet 5.5 | $0.00010 | $0.00326 |
| Haiku 4.5 | $0.00005 | $0.00163 |
Grade A, and why
kitaru-importer-development 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 14d 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 — 72 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Kitaru Importer Development
Read AGENTS.md, plugins/AGENTS.md, plugins/DEVELOPMENT.md, and src/kitaru/task/importer.py. Treat the task module as the executable importer contract. Read the JSONL importer first for the smallest example, then the closest provider importer and its fixtures. Load the same-name kitaru-dev repo skill for the current host for the general command and PR workflow. When an importer version or another release unit changes, also load the kitaru-release skill before opening or updating the PR. State whether each changed distribution will ship in the next applicable release or be deferred past it; attach its exact release-unit label when publication is deferred past that release.
First decide whether the request needs a reusable package. A one-off conversion to Kitaru JSONL or a self-contained registered script may be smaller. Registration stores source metadata; it does not upload or vendor a package.
Implement the parser contract
Implement parse(payload: bytes, params: dict[str, Any]) as an iterator of ImportedSession or ImportFailure.
- Choose and document the source-to-session boundary.
- Derive a stable source
external_idand use a nonempty importer provider. Kitaru 0.24.0 and later deduplicates on(imported_from, external_id, agent_id), across all versions of the destination logical agent. Kitaru 0.23.0 used a global provider/external-ID key; verify the destination server's contract when supporting older or unknown versions. - Preserve source inputs and outputs. Populate selectors, models, tokens, costs, reasoning selectors, framework, attributes, and metadata only when the export supports them without guessing.
- Yield
ImportFailurefor an isolated bad record. An exception raised while starting or advancing the parser ends the import task. - Preserve valid node ordering and graph relationships. Use either nested nodes or the flat indexed form accepted by
flatten_nodes; follow that function's validation rules. - Validate provider parameters and keep normalization or grouping provenance in metadata when it changes how the source is interpreted.
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.
- 14d ago Changed 0c3b88a95b7a
- 1mo ago Changed · +2 lines 7d568e27ca74
- 1mo ago Changed ca077457a49b
- 2mo ago Changed · +2 lines b179a8635ea0
- 2mo ago Changed · +9 lines 120af5756d27
- 2mo ago First seen · 59 lines · 48 tokens per session scan A 5d375b7e9ad6
kitaru-importer-development is a skill published in the GitHub repository zenml-io/kitaru (317 stars, last pushed yesterday), licensed Apache-2.0. It adds 48 tokens to every session and 1,630 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.
kitaru-importer-development compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| kitaru-importer-developmentzenml-io/kitaru | Skill | 317 | yesterday | Apache-2.0 | A | 48 | Claude Code, Codex |
| healthchainhealthchainai/HealthChain | Skill | 231 | yesterday | Apache-2.0 | A | 60 | Claude Code |
| stripe-projectsNousResearch/hermes-agent | Skill | 261k | yesterday | MIT | A | 15 | Claude Code, Codex |
| fastapi-patternsaffaan-m/ECC | Skill | 298k | 4d ago | MIT | A | 35 | Claude Code, Kiro |
| statusmem0ai/mem0 | Skill | 68k | 2d ago | Apache-2.0 | A | 54 | Claude Code |
| open-sourcebrowser-use/browser-use | Skill | 120k | yesterday | MIT | A | 137 | Claude Code |
| mem0-test-integrationmem0ai/mem0 | Skill | 68k | 2d ago | Apache-2.0 | A | 207 | Claude Code, Codex |