Home / zenml-io / kitaru-skills · skills/kitaru-adapter-builder/SKILL.md · GitHub

kitaru-adapter-builder skillA

kitaru-adapter-builder is agent-read markdown (skill) from zenml-io/kitaru-skills: Select a supported Kitaru adapter or build a project-local one for an unsupported Python or TypeScript agent framework. Use when a user wants to record or replay framework-native agent runs in Kitaru, needs a custom adapter, has no supported Kitaru integration for their framework, or needs to assess whether public framework hooks and the installed Kitaru SDK can support an adapter..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Kitaru adapter builder

First select the smallest honest supported integration. Build an adapter inside
the user's project only when no supported route meets the requested recording
and replay boundary. Preserve the framework's public entrypoint and report
exactly what the selected or custom adapter can observe, record, replay, and
recover from.

Do not assume every framework can support the same fidelity. A useful result is
either a locally tested adapter or a precise blocker tied to the installed
versions and public hooks.

## Core contract

- Start with read-only inspection of the user's project and installed packages.
- Prefer supported Kitaru adapters, importers, or OTLP export when they meet the
  requested recording and replay needs. Do not create a duplicate integration.
- For an already instrumented Python agent using Langfuse, Braintrust,
  LangSmith, Logfire, or Arize Phoenix, check the provider's importer-backed
  adapter before proposing custom code. Read [the Python adapter
  reference](references/python-adapters.md) for the package and capability
  contract.
- Treat the user's installed SDK and framework as authority. Use Kitaru reference
…

Read the whole file at its exact version.

How to install

Latest version
mdr add zenml-io/kitaru-skills/kitaru-adapter-builder@git:20260902.d9aba70
Exact content
mdr add zenml-io/kitaru-skills/kitaru-adapter-builder@sha256:531bb0665e9d9abe

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_re3rwaezfd3lr4tm.svg)](https://markdownregistry.com/a/art_re3rwaezfd3lr4tm)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260902.d9aba70 latest2026-09-02 d9aba70 10,570 BA view · diff
git:20260817.b7bf9582026-08-17 b7bf958 9,656 BA view · diff
git:20260817.70446852026-08-17 7044685 9,441 BA view · diff
git:20260813.cba0d662026-08-13 cba0d66 9,274 BA view · diff
git:20260810.25738082026-08-10 2573808 9,537 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (10570 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

zenml-io/kitaru-skills · 5 stars · license Apache-2.0 · pushed 2026-09-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_re3rwaezfd3lr4tm
GET https://markdownregistry.com/api/v1/resolve?ref=zenml-io/kitaru-skills/kitaru-adapter-builder
GET https://markdownregistry.com/api/v1/blob/531bb0665e9d9abef65f012f3e2775ca73d6383c31d453ca4aa4e750b2f385c9

Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

More from zenml-io/kitaru-skills

skills-release skill
zenml-io/kitaru-skills · .claude/skills/skills-release/SKILL.md · Use when cutting a release of the kitaru-skills repository — pushing develop to main, bumping the kitaru plugin…
git:20260821.5fabdd1 · audit A · 5 stars
AGENTS.md agents
zenml-io/kitaru-skills · AGENTS.md
git:20260921.499e730 · audit A · 5 stars
CLAUDE.md claude
zenml-io/kitaru-skills · CLAUDE.md
git:20260921.499e730 · audit A · 5 stars
kitaru-guided-tour skill
zenml-io/kitaru-skills · skills/kitaru-guided-tour/SKILL.md · Give first-time users a short, value-first Kitaru tour with the PydanticAI returns agent example in the Kitaru…
git:20260825.cf46ae3 · audit A · 5 stars
kitaru-hosted-onboarding-tour skill
zenml-io/kitaru-skills · skills/kitaru-hosted-onboarding-tour/SKILL.md · Guide the ZenML Pro hosted Kitaru onboarding tour from preloaded traces through human review, one reusable evaluator…
git:20260901.180473c · audit B · 5 stars
kitaru-importer-builder skill
zenml-io/kitaru-skills · skills/kitaru-importer-builder/SKILL.md · Build and validate a custom Kitaru trace importer when a provider, observability platform, export format, or agent…
git:20260910.8a51df1 · audit A · 5 stars
kitaru-investigation skill
zenml-io/kitaru-skills · skills/kitaru-investigation/SKILL.md · Guide users from their own agent code or recorded traces through Kitaru setup, session import or recording, human…
git:20260921.499e730 · audit A · 5 stars
kitaru-replay-experiment skill
zenml-io/kitaru-skills · skills/kitaru-replay-experiment/SKILL.md · Run and interpret one safe, bounded Kitaru replay comparison against an accepted cohort and exact evaluators. Use when…
git:20260903.598f4b2 · audit A · 5 stars
kitaru-validate-evaluator skill
zenml-io/kitaru-skills · skills/kitaru-validate-evaluator/SKILL.md · Guide a human through checking one evaluator against criterion-specific Kitaru investigation verdicts, inspecting…
git:20260921.499e730 · audit A · 5 stars

Every file in zenml-io/kitaru-skills

Browse by kind, by grade A, or by owner.