simmer-generator SKILL.md skillA
simmer-generator from 2389-research/simmer is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add 2389-research/simmer/simmer-generator@git:20260706.3f264f4Pins 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-generator/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260706.3f264f4, committed Jul 6, 2026
- First version recorded
- Mar 18, 2026
- Size
- 8,127 bytes
- Repository stars
- 16
- License
- MIT
Do not invoke directly — dispatched as a subagent by the simmer orchestrator. Produces an improved artifact version by executing the judge's ASI (highest-leverage direction), targeting single-file edits or coordinated multi-file workspace changes.
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 Generator Produce an improved version of the artifact. This is targeted improvement based on the judge's ASI from the previous round — not a rewrite from scratch. ## Context You Receive - **Current candidate**: the full artifact text (single-file) or workspace path (workspace) - **Criteria rubric**: what "better" means (2-3 criteria with descriptions) - **ASI**: the highest-leverage direction to pursue (from previous judge round) - **Iteration number**: which round this is - **Artifact type**: single-file or workspace - **Background** (optional): constraints, available resources, domain knowledge - **Panel deliberation summary** (optional, if judge board enabled): what the judge panel concluded last round — WORKING elements to preserve, NOT WORKING approaches to avoid, DIRECTION for this iteration. Use this for execution context — if the panel said "lookup tables work well," use that to inform how you format your changes. Do NOT use it to decide *what* to change — that's the ASI's job. …
Read the whole file at its exact version.
How to install
mdr add 2389-research/simmer/simmer-generator@sha256:4aad520731ee00a7The 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.
[](https://markdownregistry.com/a/art_5pqa2vgfuqfwe7o5)
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.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260706.3f264f4 latest | 2026-07-06 | 3f264f4 | 8,127 B | A | view · diff |
| git:20260323.6bc6bed | 2026-03-23 | 6bc6bed | 8,118 B | A | view · diff |
| git:20260322.317a097 | 2026-03-22 | 317a097 | 8,565 B | A | view · diff |
| git:20260322.3493e9c | 2026-03-22 | 3493e9c | 8,332 B | A | view · diff |
| git:20260318.4f67c14 | 2026-03-18 | 4f67c14 | 7,584 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 (8127 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
2389-research/simmer · 16 stars · license MIT · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5pqa2vgfuqfwe7o5 GET https://markdownregistry.com/api/v1/resolve?ref=2389-research/simmer/simmer-generator GET https://markdownregistry.com/api/v1/blob/4aad520731ee00a7aa4026f0ad26abded6b435d139441a2ba7b8c15c429da30b
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.