autoresearch SKILL.md skillA
autoresearch from dannykkh/skill-olympus is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add dannykkh/skill-olympus/autoresearch@git:20261002.a341c48Pins git:20261002.a341c48 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- dannykkh/skill-olympus
- Path
skills/autoresearch/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261002.a341c48, committed Oct 2, 2026
- First version recorded
- Mar 28, 2026
- Size
- 27,212 bytes
- Repository stars
- 7
- License
- MIT
Karpathy의 autoresearch 패턴을 스킬 프롬프트 최적화에 적용. 체크리스트(3~6개 예/아니오 기준) 기반 hill-climbing 루프로 SKILL.md를 자동 개선합니다. 한 번에 하나만 바꾸고, 채점하고, 유지하거나 되돌립니다. 95%+ × 3회 연속 달성 시 종료. 최종 합격은 라운드에 쓰지 않은 holdout 입력으로 독립 채점합니다. 기본 설치에서는 카탈로그의 source-only 원본을 직접 읽고, 전체 활성화 설치에서는 /autoresearch로 실행.
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
# Autoresearch > **Karpathy의 autoresearch** — 한 번에 하나만 바꾸고, 채점하고, 유지하거나 되돌린다. > 레시피를 고쳐서 앞으로 만드는 요리를 전부 좋게 만드는 것. --- ## 핵심 원리 ``` 점수를 매길 수 있으면, autoresearch할 수 있다. — Ole (@unclejobs) ``` | 원본 (Karpathy ML) | 이 스킬 (프롬프트 최적화) | |--------------------|-----------------------| | `train.py` 수정 | `SKILL.md` 수정 | | `program.md` 지침 | 이 SKILL.md = 루프 지침 | | `val_bpb` 메트릭 | 체크리스트 점수 (pass/total × 100) | | 학습 데이터 ≠ 검증 데이터 | 최적화 입력 ≠ holdout 입력 (holdout은 라운드에 쓰지 않고 최종 판정에만) | | `results.tsv` | `autoresearch-log.md` 변경 로그 | | `git commit/reset` | 유지/되돌림 | --- ## 사용법 기본 설치에서는 카탈로그에서 이 `SKILL.md`를 직접 읽고 아래 인자 의도를 적용합니다. 다음 표기는 명령 실행이 아니라 route intent입니다. `--include-source-only-skills`로 전체 활성화한 설치에서만 같은 앞에 `/`를 붙인 `/autoresearch` compatibility alias를 사용할 수 있습니다. ```text # 기본 — 단일 스킬 최적화 autoresearch humanizer # 옵션 지정 autoresearch humanizer --input sample.md --rounds 20 # 체크리스트 파일 직접 지정 autoresearch humanizer --checklist my-checklist.md # 스캔 모드 — 전체 스킬 품질 진단 autoresearch --scan # 스캔 후 바로 최적화 autoresearch --scan --auto ``` ### 인자 | 인자 | 필수 | 기본값 | 설명 | |------|------|--------|------| | `<skill-name>` | — | — | 개선할 대상 스킬 이름 (scan 모드 시 생략) | | `--scan` | — | — | 전체 스킬 품질 스캔 모드 | …
Read the whole file at its exact version.
How to install
mdr add dannykkh/skill-olympus/autoresearch@sha256:a54419afdaba9bf9The line at the top of this page pins the label git:20261002.a341c48, 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_zb6cfjqguc4aguxj)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Mar 28, 2026 and Oct 2, 2026, about one every 38 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261002.a341c48 latest | 2026-10-02 | a341c48 | 27,212 B | A | view · diff |
| git:20260901.8bc747e | 2026-09-01 | 8bc747e | 21,799 B | A | view · diff |
| git:20260812.afc9950 | 2026-08-12 | afc9950 | 21,767 B | A | view · diff |
| git:20260623.9b0dc32 | 2026-06-23 | 9b0dc32 | 20,696 B | A | view · diff |
| git:20260529.b363f96 | 2026-05-29 | b363f96 | 19,590 B | A | view · diff |
| git:20260328.f05ffbb | 2026-03-28 | f05ffbb | 19,585 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 (27212 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
dannykkh/skill-olympus · 7 stars · license MIT · pushed 2026-10-22 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_zb6cfjqguc4aguxj GET https://markdownregistry.com/api/v1/resolve?ref=dannykkh/skill-olympus/autoresearch GET https://markdownregistry.com/api/v1/blob/a54419afdaba9bf9861deda964a89eb8c4130a8c7a1f46d573af15564f1d09ba
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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