richfrem/agent-plugins-skills · plugins/exploration-cycle-plugin/skills/exploration-optimizer/SKILL.md

exploration-optimizer skillA

exploration-optimizer is agent-read markdown (skill) from richfrem/agent-plugins-skills: Evaluates and improves the exploration-cycle skills, prompts, routing, and artifact quality using baseline-first, one-hypothesis iteration loops with keep-discard decisions and experiment ledgers..

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 richfrem/agent-plugins-skills/exploration-optimizer@git:20260427.a7c1e49
Exact content
mdr add richfrem/agent-plugins-skills/exploration-optimizer@sha256:2a651de8dcb89627

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_sdfnppcuqrhg6gqj.svg)](https://markdownregistry.com/a/art_sdfnppcuqrhg6gqj)

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Versions

versioncommittedcommitsizeaudit
git:20260427.a7c1e49 latest2026-04-27 a7c1e49 3,388 BA view · diff
git:20260420.06c37662026-04-20 06c3766 3,355 BA view · diff
git:20260406.0ede68a2026-04-06 0ede68a 3,356 BA view · diff
git:20260404.d9db4952026-04-04 d9db495 3,571 BA view · diff
git:20260403.ed37eec2026-04-03 ed37eec 3,567 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 (3388 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

richfrem/agent-plugins-skills · 6 stars · license MIT · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_sdfnppcuqrhg6gqj
GET https://markdownregistry.com/api/v1/resolve?ref=richfrem/agent-plugins-skills/exploration-optimizer
GET https://markdownregistry.com/api/v1/blob/2a651de8dcb896272ec7694c525d5547222ebcdc5954d2a3267e7ad182eb421f

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