autoresearch SKILL.md skillA

autoresearch from naimkatiman/continuous-improvement is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

mdr add naimkatiman/continuous-improvement/autoresearch@git:20260503.16cdfd3

Pins git:20260503.16cdfd3 in mdr.lock. Pin the fingerprint instead.

Audit grade

A, 17 of 17 checks passed

Kind

SKILL.md skill

Repository

naimkatiman/continuous-improvement

Path

third-party/oh-my-claudecode/skills/autoresearch/SKILL.md

Versions recorded

1

Latest version

git:20260503.16cdfd3, committed May 3, 2026

Size

3,580 bytes

Repository stars

9

License

MIT

Stateful single-mission improvement loop with strict evaluator contract, markdown decision logs, and max-runtime stop behavior.

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

<Purpose>
Autoresearch is a stateful skill for bounded, evaluator-driven iterative improvement. It owns one mission at a time, keeps iterating through non-passing results, records each evaluation and decision as durable artifacts, and stops only when an explicit max-runtime ceiling or another explicit terminal condition is reached.
</Purpose>

<Use_When>
- You already have a mission and evaluator from `/deep-interview --autoresearch`
- You want persistent single-mission improvement with strict evaluation
- You need durable experiment logs under `.omc/autoresearch/`
- You want a supported path for periodic reruns via Claude Code native cron
</Use_When>

<Do_Not_Use_When>
- You need evaluator generation at runtime — use `/deep-interview --autoresearch` first
- You need multiple missions orchestrated together — v1 forbids that
- You want the deprecated `omc autoresearch` CLI flow — it is no longer authoritative
</Do_Not_Use_When>

<Contract>
- Single-mission only in v1
- Mission setup/evaluator generation stays in `deep-interview --autoresearch`
- Evaluator output must be structured JSON with required boolean `pass` and optional numeric `score`
…

Read the whole file at its exact version.

How to install

mdr add naimkatiman/continuous-improvement/autoresearch@sha256:f98736d700b4bff6

[![mdr](https://markdownregistry.com/badge/art_vm4ok7ixhattknjx.svg)](https://markdownregistry.com/a/art_vm4ok7ixhattknjx)

Versions

The registry has recorded 1 version of this file, committed on May 3, 2026.

Audit of the latest version

Source

API

GET https://markdownregistry.com/api/v1/artifacts/art_vm4ok7ixhattknjx
GET https://markdownregistry.com/api/v1/resolve?ref=naimkatiman/continuous-improvement/autoresearch
GET https://markdownregistry.com/api/v1/blob/f98736d700b4bff63a6bad4abe0ee4c44eba0f43c1d6c0ca15089c8b9799d9a5

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.

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