simmer-setup SKILL.md skillA

simmer-setup from 2389-research/simmer is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add 2389-research/simmer/simmer-setup@git:20260706.3f264f4

Pins git:20260706.3f264f4 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
2389-research/simmer
Path
skills/simmer-setup/SKILL.md
Versions recorded
5
Latest version
git:20260706.3f264f4, committed Jul 6, 2026
First version recorded
Mar 18, 2026
Size
17,520 bytes
Repository stars
16
License
MIT

Do not invoke directly — called by the simmer orchestrator. Inspects the artifact or workspace, infers evaluation contracts and search space, proposes an assessment for user confirmation, and emits the setup brief that drives the entire refinement loop.

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

# Simmer Setup

Inspect the artifact, infer what "better" means and how to measure it, propose an assessment to the user, produce the setup brief that drives the entire refinement loop.

**Core principle:** Inspect first, infer second, propose third, confirm last. The agent does the thinking — the user validates, adjusts, or overrides. Never ask the user to describe something the agent can read.

## Phase 1: Identify and Inspect

### Identify the Artifact

Look for:
- A file path mentioned or open in context
- Text pasted by the user
- A directory path or workspace
- A description of something to generate from scratch (seedless mode)

If ambiguous, ask once:

```
What are we refining?
1. A file (give me the path)
2. Something you'll paste
3. A workspace/directory (give me the path)
4. Generate from a description (I'll create the starting point)
```

Set mode and artifact type:

| Mode | Artifact Type | When |
|------|--------------|------|
| **from-file** | single-file | User provides a file path |
| **from-paste** | single-file | User pastes content |
| **from-workspace** | workspace | User provides a directory path |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add 2389-research/simmer/simmer-setup@sha256:d6a0efe687ca2134

The line at the top of this page pins the label git:20260706.3f264f4, 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_bnxronxlbbby3jpd.svg)](https://markdownregistry.com/a/art_bnxronxlbbby3jpd)

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

Versions

The registry has recorded 5 versions of this file, between Mar 18, 2026 and Jul 6, 2026, about one every 28 days.

versioncommittedcommitsizeaudit
git:20260706.3f264f4 latest2026-07-06 3f264f4 17,520 BA view · diff
git:20260323.61cec922026-03-23 61cec92 17,552 BA view · diff
git:20260322.6813bc52026-03-22 6813bc5 17,722 BA view · diff
git:20260322.e9c02942026-03-22 e9c0294 17,247 BA view · diff
git:20260318.4f67c142026-03-18 4f67c14 16,401 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 (17520 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

2389-research/simmer · 16 stars · license MIT · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_bnxronxlbbby3jpd
GET https://markdownregistry.com/api/v1/resolve?ref=2389-research/simmer/simmer-setup
GET https://markdownregistry.com/api/v1/blob/d6a0efe687ca2134e1bd35b4a7f6b6e90bcee54a5e74b4f8424b45f55fc549ad

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 2389-research/simmer

CLAUDE.md CLAUDE.md file
2389-research/simmer · CLAUDE.md
git:20260507.5c94896 · audit A · 16 stars
simmer-generator SKILL.md skill
2389-research/simmer · skills/simmer-generator/SKILL.md · Do not invoke directly — dispatched as a subagent by the simmer orchestrator. Produces an improved artifact version by…
git:20260706.3f264f4 · audit A · 16 stars
simmer-judge-board SKILL.md skill
2389-research/simmer · skills/simmer-judge-board/SKILL.md · Do not invoke directly — dispatched by the simmer orchestrator when JUDGE_MODE is board. Runs a panel of…
git:20260706.3f264f4 · audit A · 16 stars
simmer-judge SKILL.md skill
2389-research/simmer · skills/simmer-judge/SKILL.md · Not invoked from user context — dispatched by the simmer orchestrator and simmer-judge-board panelists. Scores a…
git:20260706.3f264f4 · audit A · 16 stars
simmer-reflect SKILL.md skill
2389-research/simmer · skills/simmer-reflect/SKILL.md · Do not invoke directly — called by the simmer orchestrator after each judge round. Records iteration scores in the…
git:20260706.3f264f4 · audit A · 16 stars
simmer SKILL.md skill
2389-research/simmer · skills/simmer/SKILL.md · Refines any artifact through scored iterations using an investigation-first judge board. Use when the user says "simmer…
git:20260706.3f264f4 · audit A · 16 stars

Every file in 2389-research/simmer

Browse by kind, by grade A, or by owner.