patrickserrano/lacquer · core/skills/evaluator-optimizer/SKILL.md

evaluator-optimizer skillA

evaluator-optimizer is agent-read markdown (skill) from patrickserrano/lacquer: Generate a solution, evaluate it against explicit pass/fail criteria, refine using the feedback, repeat until it passes or a round cap is hit. Use for tasks with a clear, checkable bar and demonstrable value from iteration — a bug fix that must pass a test suite, code that must satisfy a lint/style rubric, a document that must meet stated requirements. Distinct from advisor-checkpoint (one strategic consult before committing) — this is a convergence loop against a concrete standard..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add patrickserrano/lacquer/evaluator-optimizer@git:20260725.3f0d943
Exact content
mdr add patrickserrano/lacquer/evaluator-optimizer@sha256:4b149e0c03c2c857

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_75fyk7pmvh7x3cns.svg)](https://markdownregistry.com/a/art_75fyk7pmvh7x3cns)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260725.3f0d943 latest2026-07-25 3f0d943 4,587 BA view · diff
git:20260711.16c43d12026-07-11 16c43d1 4,105 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (4587 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

patrickserrano/lacquer · 3 stars · license MIT · pushed 2026-09-18 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_75fyk7pmvh7x3cns
GET https://markdownregistry.com/api/v1/resolve?ref=patrickserrano/lacquer/evaluator-optimizer
GET https://markdownregistry.com/api/v1/blob/4b149e0c03c2c857d650305925c197b7360b779d732f2be067503218c6ba464c

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.