lab:autoresearch SKILL.md skillA

lab:autoresearch from oliver-kriska/claude-elixir-phoenix is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add oliver-kriska/claude-elixir-phoenix/lab:autoresearch@git:20260325.91f9837

Pins git:20260325.91f9837 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
oliver-kriska/claude-elixir-phoenix
Path
lab/autoresearch/SKILL.md
Versions recorded
2
Latest version
git:20260325.91f9837, committed Mar 25, 2026
First version recorded
Mar 25, 2026
Size
4,678 bytes
Repository stars
569
License
MIT

Self-improving loop for plugin skills. Reads program.md, proposes one mutation per iteration, evaluates against deterministic scorer, keeps improvements via git, reverts failures. Targets weakest skill+dimension. Use with /loop for overnight runs.

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 — Plugin Skill Self-Improvement

Iteratively improve plugin skills via the autoresearch pattern:
propose one mutation -> eval -> keep/revert -> repeat.

## Usage

```
/lab:autoresearch                           # Targeted: attack weakest skill+dimension
/lab:autoresearch --skill review            # Focus on one skill
/lab:autoresearch --strategy sweep          # Process all skills alphabetically
/lab:autoresearch --dry-run                 # Show what would change, don't commit
```

For overnight runs:

```
/loop 5m /lab:autoresearch --strategy sweep --max-iterations 200
```

## Iron Laws

1. **ONE mutation per iteration** — if description needs "and", split into two
2. **NEVER mutate read-only files** — check program.md before every write
3. **EVAL is deterministic** — always use the wrapper script, never LLM-judge
4. **REVERT on regression OR checks failure** — no exceptions
5. **LOG every iteration** — use `keep` or `revert` command (never skip)
6. **CHECK ideas.md before proposing** — don't rediscover known optimizations

## Wrapper Script Commands

All eval/git/journal operations go through ONE script. Do NOT run these manually.

```bash
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add oliver-kriska/claude-elixir-phoenix/lab:autoresearch@sha256:c72c8d11ef020e4f

The line at the top of this page pins the label git:20260325.91f9837, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_pgbsnrb4gsg5m2zz.svg)](https://markdownregistry.com/a/art_pgbsnrb4gsg5m2zz)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, all committed on Mar 25, 2026.

versioncommittedcommitsizeaudit
git:20260325.91f9837 latest2026-03-25 91f9837 4,678 BA view · diff
git:20260325.d20c8dd2026-03-25 d20c8dd 5,209 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4678 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

GitHub

oliver-kriska/claude-elixir-phoenix · 569 stars · license MIT · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pgbsnrb4gsg5m2zz
GET https://markdownregistry.com/api/v1/resolve?ref=oliver-kriska/claude-elixir-phoenix/lab:autoresearch
GET https://markdownregistry.com/api/v1/blob/c72c8d11ef020e4fd1c53774ea2834697f18c0967ea08d3d1970034701223d16

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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