autoresearch SKILL.md skillB
autoresearch from akillness/jeo-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add akillness/jeo-skills/autoresearch@v1.2.0Pins v1.2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- akillness/jeo-skills
- Path
.agent-skills/autoresearch/SKILL.md- Versions recorded
- 5
- Latest version
- v1.2.0, committed Jul 27, 2026
- First version recorded
- Jun 24, 2026
- Size
- 11,346 bytes
- Repository stars
- 52
- License
- none declared
Run Karpathy-style autonomous ML search on a real training repo: choose the right mode (setup, program.md, bounded loop, results interpretation, or constrained-hardware adaptation), preserve the immutable prepare.py / 300-second / val_bpb contract, and route prompt/skill eval work away to LangSmith, Promptfoo, Braintrust, or skill-autoresearch.
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 Autoresearch is a **closed-loop ML experimentation workflow**: - human writes `program.md` - agent edits `train.py` - `prepare.py` stays fixed - every run gets the same 300-second budget - lower `val_bpb` wins - regressions get reverted This skill should behave like a **routing-first front door**, not a giant tutorial. Pick the user's mode, enforce the immutable-harness rules, then hand them to the smallest useful script or reference. ## When to use this skill - Set up `karpathy/autoresearch` on a real GPU machine - Write or refine `program.md` before a session - Run a bounded overnight `train.py` search loop - Interpret `results.tsv` after a session - Adapt the workflow to tighter VRAM constraints without invalidating comparisons - Explain the ML-specific boundary between `autoresearch` and nearby eval tooling ## Do not use this skill when - The user wants to optimize a `SKILL.md`, prompt, or repo-local workflow with frozen prompts/evals — use `skill-autoresearch` - The user wants app-level tracing, dataset-backed LLM evals, feedback review, or observability — use LangSmith, Braintrust, Weave, Promptfoo, or similar tools …
Read the whole file at its exact version.
How to install
mdr add akillness/jeo-skills/autoresearch@sha256:206ed9ccf1c89fa5The line at the top of this page pins the label v1.2.0, 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_yuvl2jyri4czsmpf)
6 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jun 24, 2026 and Jul 27, 2026, about one every 8 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.2.0 latest | 2026-07-27 | 056e3f8 | 11,346 B | B | view · diff |
| v1.2.0 | 2026-06-26 | 48fd3af | 11,011 B | B | view · diff |
| v1.2.0 | 2026-06-26 | 4f9b684 | 11,008 B | B | view · diff |
| v1.2.0 | 2026-06-24 | e051a1e | 11,006 B | B | view · diff |
| v1.2.0 | 2026-06-24 | 4861747 | 11,004 B | B | view |
Audit of the latest version
- fail: No curl or wget piped into a shell (matched: curl -LsSf https://astral.sh/uv/install.sh | sh)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (11346 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 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
akillness/jeo-skills · 52 stars · license none declared · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_yuvl2jyri4czsmpf GET https://markdownregistry.com/api/v1/resolve?ref=akillness/jeo-skills/autoresearch GET https://markdownregistry.com/api/v1/blob/206ed9ccf1c89fa5a0d08527efc69fb0d3b11cf20ad996b4de3656a5fae9a7cf
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.
More from akillness/jeo-skills
Every file in akillness/jeo-skills