Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add zenml-io/kitaru-skills --skill kitaru-importer-buildergit 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/skills/zenml-io/kitaru-skills/kitaru-importer-builder)<a href="https://agentmods.dev/skills/zenml-io/kitaru-skills/kitaru-importer-builder"><img src="https://agentmods.dev/badge/skills/zenml-io/kitaru-skills/kitaru-importer-builder/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-skills/kitaru-importer-builder"><img src="https://agentmods.dev/badge/skills/zenml-io/kitaru-skills/kitaru-importer-builder.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 | $0.00102 | $0.03006 |
| Opus 5 | $0.00051 | $0.01503 |
| Sonnet 5 | $0.00020 | $0.00601 |
| Haiku 4.5 | $0.00010 | $0.00301 |
Grade A, and why
kitaru-importer-builder scanned grade A with 1 finding 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 today.
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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- Keep parsing separate from acquisition. The parser consumes bytes and parameters without network calls, filesystem writes, subprocesses, or credential reads; an optional `fetch(query)` method may read provider credenti This is a copy
100% identical to kitaru-importer-builder — 32 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 194 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Kitaru importer builder
Turn representative provider data into a locally validated Kitaru importer for static exports or bounded API queries. Keep the path from source evidence to normalized sessions explicit so the user can see what is preserved, approximated, or unavailable.
Finish locally by default. Register code or upload trace data only when the user asks and approves each action separately.
Core contract
- Treat the installed Kitaru version and its offline schema as authoritative. Use repository examples as patterns, not proof that a command or field is installed.
- Treat trace content as sensitive. Keep raw exports out of version control and redact fixtures before writing them into the target repository.
- Keep parsing separate from acquisition. The parser consumes bytes and parameters without network calls, filesystem writes, subprocesses, or credential reads; an optional
fetch(query)method may read provider credentials and request API payloads. - Map the source before writing code. Record accepted payload shapes, identity, hierarchy, ordering, node fields, status, completeness, and intentionally unsupported data.
- Prefer a private, single-file script importer. Use a package only when the user already has a distribution reason and the worker can install one exact pinned version.
- Preserve useful incomplete evidence. Distinguish an unreadable payload, an invalid item, and a valid but incomplete session.
- Join traces conservatively. A common key is insufficient without source-instance scope and meaningful turn order.
- Do not overwrite an existing importer file, register executable code, upload trace data, or retry a partial import without an explicit checkpoint.
- Ask separately before installing the exact importer dependencies and before running a local importer test.
- Run local tests of any untrusted or newly generated importer, including code created in the current task, only in a credential-free isolated environment. Stop if that isolation is unavailable.
- Treat local importer testing as code execution in a bounded child process, not as a security sandbox.
- Offer packaging or upstream contribution only after local success. Do not make either a completion requirement.
- Run every Kitaru CLI command and SDK script with
KITARU_ACTIVE_SKILL=kitaru-importer-builderset so the server attributes the resulting activity to this skill. - Start or restart a user-controlled worker with
--concurrency 10. UseKITARU_WORKER_CONCURRENCY=10only when the launch surface exposes worker settings through environment variables instead of CLI options.
What ships with it
3 files 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.
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.
- today Changed · +6 tokens per session ba1e703b5bab
- 6d ago Changed · +12 lines faaed4e34479
- 11d ago First seen · 182 lines · 96 tokens per session scan A b302208374f8
kitaru-importer-builder is a skill published in the GitHub repository zenml-io/kitaru-skills (4 stars, last pushed yesterday), licensed Apache-2.0. It adds 102 tokens to every session and 3,006 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). It is 100% identical to kitaru-importer-builder, differing in 32 lines, and is treated as a copy.
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