simmer-reflect SKILL.md skillA
simmer-reflect 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-reflect@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-reflect/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260706.3f264f4, committed Jul 6, 2026
- First version recorded
- Mar 18, 2026
- Size
- 8,189 bytes
- Repository stars
- 16
- License
- MIT
Do not invoke directly — called by the simmer orchestrator after each judge round. Records iteration scores in the trajectory table, tracks the best candidate across regressions, and passes the ASI forward to the next generator.
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 Reflect
You are the only subskill that sees the full score history. Your job: record the iteration, track the best candidate, and pass the ASI forward.
## Context You Receive
- **Full score history**: all iterations so far (scores, composites, key changes)
- **Current iteration number** and **max iterations**
- **Latest judge output**: scores + ASI for this round
- **Generator report**: what changed this round (2-3 sentences)
- **Artifact type**: single-file or workspace
## What To Do
### 1. Record in Trajectory
Update `{OUTPUT_DIR}/trajectory.md` with the running score table.
**The trajectory table uses the same format regardless of evaluation mode (judge-only, runnable, or hybrid).** Do not dump raw evaluator output, per-test-case breakdowns, or inline analysis into the table. The table is a clean score record.
**Required format (do not add extra columns beyond those listed below):**
*Single-file mode:*
- Columns: Iteration, [criterion names from rubric], Composite, Key Change
- Below table: `Best candidate: iteration [N] (composite: [N.N]/10)`
```markdown
# Simmer Trajectory
…Read the whole file at its exact version.
How to install
mdr add 2389-research/simmer/simmer-reflect@sha256:13f988b2435462c4The 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_epkbhbtn2xqthazv)
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 | 8,189 B | A | view · diff |
| git:20260323.52a50f2 | 2026-03-23 | 52a50f2 | 8,258 B | A | view · diff |
| git:20260323.61cec92 | 2026-03-23 | 61cec92 | 8,326 B | A | view · diff |
| git:20260323.ffe3ddc | 2026-03-23 | ffe3ddc | 8,368 B | A | view · diff |
| git:20260318.4f67c14 | 2026-03-18 | 4f67c14 | 7,133 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 (8189 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_epkbhbtn2xqthazv GET https://markdownregistry.com/api/v1/resolve?ref=2389-research/simmer/simmer-reflect GET https://markdownregistry.com/api/v1/blob/13f988b2435462c4cd4e542d1ff651a0532139423ad2ba6a83e62f26c9c0c3d8
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.