autoresearch SKILL.md skillA
autoresearch from ericosiu/ai-marketing-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ericosiu/ai-marketing-skills/autoresearch@git:20260404.0076d34Pins git:20260404.0076d34 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ericosiu/ai-marketing-skills
- Path
autoresearch/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260404.0076d34, committed Apr 4, 2026
- Size
- 8,794 bytes
- Repository stars
- 3,761
- 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.
**When to use this:** Pre-launch content optimization. Generate 50+ variants, score with 5 simulated experts, evolve winners, output the best version + full experiment log.
**When NOT to use this:** Post-launch real-traffic A/B testing — that requires real analytics, not simulated scoring.
> **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 |
---
## Expert Panel (5 Personas)
Score every variant against all 5. Batch all variants into a **single API call** per round.
| # | Persona | Scoring Lens |
|---|---------|-------------|
| 1 | **CMO at a mid-market B2B company (50M+ revenue)** | "Would this make me stop and engage?" |
…Read the whole file at its exact version.
How to install
mdr add ericosiu/ai-marketing-skills/autoresearch@sha256:4c7732e3ad0f4f70The line at the top of this page pins the label git:20260404.0076d34, 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_lj3amkexvzbel3ky)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Apr 4, 2026.
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 (8794 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
ericosiu/ai-marketing-skills · 3,761 stars · license MIT · pushed 2026-10-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lj3amkexvzbel3ky GET https://markdownregistry.com/api/v1/resolve?ref=ericosiu/ai-marketing-skills/autoresearch GET https://markdownregistry.com/api/v1/blob/4c7732e3ad0f4f70472c1102b957d2c4ac92dbc4bb3f0f3afd91f8daa5e7fcab
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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