kitaru-investigation SKILL.md skillA
kitaru-investigation from zenml-io/kitaru-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add zenml-io/kitaru-skills/kitaru-investigation@git:20261030.d38c791Pins git:20261030.d38c791 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- zenml-io/kitaru-skills
- Path
skills/kitaru-investigation/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261030.d38c791, committed Oct 30, 2026
- First version recorded
- Aug 25, 2026
- Size
- 26,875 bytes
- Repository stars
- 6
- License
- Apache-2.0
Guide users from their own agent code or recorded traces through Kitaru setup, session import or recording, human review, an accepted behavior, a versioned cohort, and evaluator selection, then hand one bounded change to the replay-experiment skill. Use when a user wants to connect or inspect an existing agent, import real traces from files or provider APIs, follow up on a post-import insight, investigate a known bad or surprising session, discover recurring failure modes, learn the…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Kitaru investigation Treat this skill as Kitaru's evidence-led front door for real agents and traces. Guide one continuous journey from the evidence the user has to a reviewed behavior and, when they want to test a change, the `kitaru-replay-experiment` skill. ## Core contract - Treat the human as the judge. Select, summarize, organize, and compile evidence; never turn an agent suggestion into a human label. - Preserve durable Kitaru state. Re-read existing objects before creating replacements, and carry exact agent, import, insight, session, investigation, investigation-session, annotation, cohort-version, evaluator, and evaluator-version identifiers plus evaluator agent scope forward. - Separate observed behavior from desired behavior. A trace records what happened, not what should have happened or whether the external outcome was correct. - Distinguish agent behavior, external dependency behavior, product purpose, and independent outcome evidence. - Use open observations before proposing a taxonomy. Deterministic signals may select sessions; they do not judge them. - Explain remote writes and paid or live execution before running them. Ask for …
Read the whole file at its exact version.
How to install
mdr add zenml-io/kitaru-skills/kitaru-investigation@sha256:3c22c6e007da4630The line at the top of this page pins the label git:20261030.d38c791, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_yiu7sbyphpziswek)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Aug 25, 2026 and Oct 30, 2026, about one every 13 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261030.d38c791 latest | 2026-10-30 | d38c791 | 26,875 B | A | view · diff |
| git:20260921.499e730 | 2026-09-21 | 499e730 | 26,382 B | A | view · diff |
| git:20260910.8a51df1 | 2026-09-10 | 8a51df1 | 25,618 B | A | view · diff |
| git:20260902.d9aba70 | 2026-09-02 | d9aba70 | 23,874 B | A | view · diff |
| git:20260825.cf46ae3 | 2026-08-25 | cf46ae3 | 23,411 B | A | view · diff |
| git:20260825.ed9c6c3 | 2026-08-25 | ed9c6c3 | 23,376 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (26875 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
zenml-io/kitaru-skills · 6 stars · license Apache-2.0 · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_yiu7sbyphpziswek GET https://markdownregistry.com/api/v1/resolve?ref=zenml-io/kitaru-skills/kitaru-investigation GET https://markdownregistry.com/api/v1/blob/3c22c6e007da4630eeef21ec163e2b797f5f3f33f307340cc27e6350af88a874
Your AI assistant 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.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.