iterate-skill SKILL.md skillA
iterate-skill 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/iterate-skill@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/iterate-skill/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260601.6510174, committed Jun 1, 2026
- Size
- 7,393 bytes
- Repository stars
- 25
- License
- MIT
Run the Logic-Lens skill-improvement loop end to end — baseline → diagnose failures → edit → sync cache → re-eval → verify net gain → iterate until clean. Use whenever the goal is to RAISE a skill's eval score or fix a failing eval mode: "improve logic-review", "the format compliance is failing, fix it", "iterate on this skill until the evals pass", "raise the score", "re-run the loop on the latest failures", "run another iteration", "tune the skill description / disambiguation table against…
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
# iterate-skill — the Logic-Lens improvement loop This is the harness orchestrator. It coordinates three agents and two support skills into one deterministic loop that raises a skill's eval score without overfitting or grader-gaming. **Execution mode: sub-agent pipeline (generate → test → verify).** Each step's output is the next step's input, handed off through the filesystem (`skills-workspace/iteration-<TAG>/`) and agent return values. There is no peer-to-peer team chatter, so agents are spawned via the `Agent` tool — **always with `model: "opus"`**, and **`subagent_type` set to the agent's own definition name** (e.g. `subagent_type: "skill-editor"`), not `"general-purpose"` — passing `general-purpose` would discard the role/principles in `.claude/agents/<name>.md`, defeating the harness. Agents return results to this orchestrator, which owns state and the ship/rollback decisions. **Agents (who) — all in `.claude/agents/`, spawn by these exact `subagent_type` names:** | `subagent_type` | Role | |-----------------|------| | `eval-failure-analyzer` | Read-only: cluster failures, map to eval IDs, propose minimal edits | …
Read the whole file at its exact version.
How to install
mdr add hyhmrright/logic-lens/iterate-skill@sha256:22cc9b50c1bbce25The 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_v62zcaj2obufvrvp)
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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 (7393 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_v62zcaj2obufvrvp GET https://markdownregistry.com/api/v1/resolve?ref=hyhmrright/logic-lens/iterate-skill GET https://markdownregistry.com/api/v1/blob/22cc9b50c1bbce25a6e5478a11ec0e882fbdf53306f4f600ab38d165a3da6a9d
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.