autoresearch SKILL.md skillA
autoresearch from lazyisefficient/agentic-os is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add lazyisefficient/agentic-os/autoresearch@git:20260716.7c29779Pins git:20260716.7c29779 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- lazyisefficient/agentic-os
- Path
.claude/skills/autoresearch/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260716.7c29779, committed Jul 16, 2026
- First version recorded
- Jun 10, 2026
- Size
- 4,653 bytes
- Repository stars
- 17
- License
- MIT
Run Karpathy-style autoresearch optimization on any content. Generates 50+ variants, scores with a 5-expert simulated panel, evolves winners through multiple rounds, outputs optimized version + full experiment log. Use when optimizing landing pages, email sequences, ad copy, headlines, form pages, CTA text, or any conversion-focused content. Triggers on "optimize this page", "run autoresearch", "score these variants", "A/B test this copy".
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 Skill
Karpathy-style optimization loops for any conversion-focused content. No traffic needed. Simulated expert panel. Minutes, not weeks.
> **The sequence:** Run autoresearch FIRST to hit 85+ simulated score. Then deploy. Then validate with real traffic.
## What You'll Produce
Every run outputs 3 files:
| File | Purpose |
|------|---------|
| `{name}-optimized.{ext}` | The winning optimized content |
| `data/{name}-experiments.json` | Full experiment log — all variants + all scores |
| `data/{name}-optimization-report.md` | Human-readable summary with winner rationale |
## Core rules
1. Intake: parse content type from file extension (HTML → landing/form page; markdown → email/ad copy). List all optimizable elements and confirm with user before starting.
2. Score every variant against the 5-expert panel in a single batched API call per round — never one call per variant.
3. Run up to 3 rounds per element; stop early when top variant hits the minimum score threshold (default: 80).
4. Cross-breed only after each element has its own winner — premature cross-breeding creates incoherent combinations.
…Read the whole file at its exact version.
How to install
mdr add lazyisefficient/agentic-os/autoresearch@sha256:c724930c053f5d6fThe line at the top of this page pins the label git:20260716.7c29779, 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_7zuor5jimpfu22wf)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jun 10, 2026 and Jul 16, 2026, about one every 9 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260716.7c29779 latest | 2026-07-16 | 7c29779 | 4,653 B | A | view · diff |
| git:20260713.e86d282 | 2026-07-13 | e86d282 | 4,643 B | A | view · diff |
| git:20260623.d427312 | 2026-06-23 | d427312 | 4,674 B | A | view · diff |
| git:20260611.6cb5919 | 2026-06-11 | 6cb5919 | 4,539 B | A | view · diff |
| git:20260610.aeb7c1a | 2026-06-10 | aeb7c1a | 4,466 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 (4653 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
lazyisefficient/agentic-os · 17 stars · license MIT · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7zuor5jimpfu22wf GET https://markdownregistry.com/api/v1/resolve?ref=lazyisefficient/agentic-os/autoresearch GET https://markdownregistry.com/api/v1/blob/c724930c053f5d6f92c48b9b0982290a6131ac4d7bc63df155587077938d6a09
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 lazyisefficient/agentic-os
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