auto-review-loop-minimax SKILL.md skillA

auto-review-loop-minimax from wanshuiyin/auto-claude-code-research-in-sleep is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add wanshuiyin/auto-claude-code-research-in-sleep/auto-review-loop-minimax@git:20260601.65b8880

Pins git:20260601.65b8880 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
wanshuiyin/auto-claude-code-research-in-sleep
Path
skills/skills-codex/auto-review-loop-minimax/SKILL.md
Versions recorded
5
Latest version
git:20260601.65b8880, committed Jun 1, 2026
First version recorded
Mar 29, 2026
Size
12,132 bytes
Repository stars
18,383
License
MIT

Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review. Trigger with "auto review loop minimax" or "minimax review".

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

# Auto Review Loop (MiniMax Version): Autonomous Research Improvement

Autonomously iterate: review → implement fixes → re-review, until the external reviewer gives a positive assessment or MAX_ROUNDS is reached.

## Context: $ARGUMENTS

## Constants

- MAX_ROUNDS = 4
- POSITIVE_THRESHOLD: score >= 6/10 AND verdict ∈ {"ready", "almost"} — both must hold, matching the operative STOP CONDITION below. Verdict vocabulary is {"ready", "almost", "not ready"}. (Earlier wording used "or" + a stale verdict set; the AND form is authoritative.)
- REVIEW_DOC: `review-stage/AUTO_REVIEW.md` (cumulative log) *(fall back to `./AUTO_REVIEW.md` for legacy projects)*
- REVIEWER_MODEL = `MiniMax-M3` — Model used via MiniMax API

## API Configuration

This skill uses MiniMax API for external review. Two methods are supported:

### Method 1: MCP Tool (Primary)

If `mcp__minimax-chat__minimax_chat` is available, use it:

```
mcp__minimax-chat__minimax_chat:
  message: |
    [Review prompt content]
  model: "MiniMax-M3"
  system: "You are a senior machine learning researcher..."
```

### Method 2: curl (Fallback)

If MCP is not available, use curl directly:

```bash
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add wanshuiyin/auto-claude-code-research-in-sleep/auto-review-loop-minimax@sha256:a6f768b079f1ef3f

The line at the top of this page pins the label git:20260601.65b8880, 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_iasv3dhxu5cepvyu.svg)](https://markdownregistry.com/a/art_iasv3dhxu5cepvyu)

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

Versions

The registry has recorded 5 versions of this file, between Mar 29, 2026 and Jun 1, 2026, about one every 16 days.

versioncommittedcommitsizeaudit
git:20260601.65b8880 latest2026-06-01 65b8880 12,132 BA view · diff
git:20260529.e5132632026-05-29 e513263 12,146 BA view · diff
git:20260413.8bcc5362026-04-13 8bcc536 11,933 BA view · diff
git:20260413.c65e97d2026-04-13 c65e97d 11,771 BA view · diff
git:20260329.b00dec82026-03-29 b00dec8 11,232 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 (12132 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

wanshuiyin/auto-claude-code-research-in-sleep · 18,383 stars · license MIT · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_iasv3dhxu5cepvyu
GET https://markdownregistry.com/api/v1/resolve?ref=wanshuiyin/auto-claude-code-research-in-sleep/auto-review-loop-minimax
GET https://markdownregistry.com/api/v1/blob/a6f768b079f1ef3f9531167c4557a09cef64aae69518ee557317263fd2c8bc33

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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