method-optimize SKILL.md skillA
method-optimize from sajor2000/methodsmith is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add sajor2000/methodsmith/method-optimize@git:20261016.73e5a37Pins git:20261016.73e5a37 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- sajor2000/methodsmith
- Path
plugins/methodsmith/skills/method-optimize/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261016.73e5a37, committed Oct 16, 2026
- Size
- 15,967 bytes
- Repository stars
- 3
- License
- MIT
Runs bounded, metric-scored experiment loops to improve a model, prompt, or pipeline without touching the test set. Use when a scored metric must improve; broken runs go to method-debug.
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
# Iterative Optimization Loop ## Skill Value - **Problem it solves:** Optimization work drifts when success metrics, samples, judges, and stopping criteria are unclear. - **Use when:** The user wants to optimize a prompt, workflow, model behavior, or scored process. - **Output:** An optimization spec, scored iterations, winning candidate, and residual risks. - **Ask only if:** Only when objective, sample set, scoring rubric, or acceptable tradeoff is unclear, or at the resume, baseline-approval, new-dependency, and wrap-up decision points. - **Do not do:** Do not optimize without a measurable target or representative cases. - **Interaction:** Check repo/config/chat evidence first. Ask one decision-changing question at a time; use the current harness's blocking question UI when available, otherwise present numbered choices and wait. ## Data Science Guardrails …
Read the whole file at its exact version.
How to install
mdr add sajor2000/methodsmith/method-optimize@sha256:76285eb349c8d9fbThe line at the top of this page pins the label git:20261016.73e5a37, 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_5blykjxwwn2gcbjw)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 16, 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 (15967 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
sajor2000/methodsmith · 3 stars · license MIT · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5blykjxwwn2gcbjw GET https://markdownregistry.com/api/v1/resolve?ref=sajor2000/methodsmith/method-optimize GET https://markdownregistry.com/api/v1/blob/76285eb349c8d9fbae3aced9ab18c39a2cfbb5576411a25f75f7c01007be5a0f
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.