run-iteration-eval SKILL.md skillA
run-iteration-eval from hyhmrright/logic-lens is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hyhmrright/logic-lens/run-iteration-eval@git:20260601.6510174Pins git:20260601.6510174 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hyhmrright/logic-lens
- Path
.claude/skills/run-iteration-eval/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260601.6510174, committed Jun 1, 2026
- Size
- 3,116 bytes
- Repository stars
- 25
- License
- MIT
Run the Logic-Lens content-eval pipeline for one iteration and produce a scored summary.json — use to measure a skill change. Wraps scripts/run-content-evals.sh (runner, costs tokens) and scripts/grade-iteration.py (grader, free, re-runnable). ALWAYS sync the plugin cache first. Use when the user wants to "run the evals", "score this iteration", "measure the skill change", "smoke-test before the full run", or "re-grade existing outputs".
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
# run-iteration-eval Measures a skill change by running the content cases in `evals/content/v2/evals-v2.json` through `claude -p` and grading the outputs. Outputs land in `skills-workspace/iteration-<TAG>/`. The runner and grader are split on purpose: **running** calls Claude and costs tokens; **grading** is pure regex Python and is free to re-run on outputs that already exist. Never re-run the runner just to re-score — re-grade instead. ## Steps 1. **Sync the cache first — non-negotiable.** The runner loads the skill from the plugin cache, not `skills/`. Run the `sync-skill-cache` skill (or its script directly). If you skip this, the eval grades the previously-published skill and the entire run is wasted: ```bash bash .claude/skills/sync-skill-cache/scripts/sync-cache.sh ``` 2. **Pick a scope.** Full runs cost real tokens; scope down while iterating: ```bash SMOKE=1 bash scripts/run-content-evals.sh # one case per mode (~$0.10) — fast sanity CASES="200 201 202" bash scripts/run-content-evals.sh # only the cases a diagnosis flagged TAG=myfix bash scripts/run-content-evals.sh # full run, named tag …
Read the whole file at its exact version.
How to install
mdr add hyhmrright/logic-lens/run-iteration-eval@sha256:0755688051d7c4e9The line at the top of this page pins the label git:20260601.6510174, 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_7fbhtebivjpxtmtz)
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Versions
The registry has recorded 1 version of this file, committed on Jun 1, 2026.
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 (3116 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
hyhmrright/logic-lens · 25 stars · license MIT · pushed 2026-10-30 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7fbhtebivjpxtmtz GET https://markdownregistry.com/api/v1/resolve?ref=hyhmrright/logic-lens/run-iteration-eval GET https://markdownregistry.com/api/v1/blob/0755688051d7c4e9bace52a786caefa2d67e43545a6a4df9fa965bab7d83ad13
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.