nw-ab-optimize-skill SKILL.md skillA
nw-ab-optimize-skill from nwave-ai/nwave is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nwave-ai/nwave/nw-ab-optimize-skill@git:20261102.c67d57bPins git:20261102.c67d57b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nwave-ai/nwave
- Path
nWave/skills/nw-ab-optimize-skill/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261102.c67d57b, committed Nov 2, 2026
- Size
- 4,469 bytes
- Repository stars
- 633
- License
- MIT
PROCEDURE — optimize one requested existing skill. Measures multi-trigger, duplication, and resident-context debt before editing; preserves its name as the lean core and behavioral projections.
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
# nw-ab-optimize-skill (PROCEDURE) **Kind**: PROCEDURE | **One job**: optimize one existing skill | **One trigger**: an existing skill is requested for optimization. ## Eligibility 1. **Measure debt** — Record source lines, words, bytes; classify every rule and firing condition; identify duplication and resident-context cost. Compute `static_resident`; compute `expected_runtime` only from evidenced trigger probabilities, otherwise `INDETERMINATE`; compute `worst_runtime`. Use “tokens” only for exact compatible token measurements, otherwise report `INDETERMINATE`. Stop: a small coherent single-trigger skill; return `NOT_ELIGIBLE` without edits. 2. **Protect behavior** — Inventory the skill's public name, global invariants, referenced callers, textual pins, public/private fan-out, and existing behavioral projections. Stop: baseline red, a pin cannot be preserved, or a public fan-out is missing. ## Deterministic workflow Run these steps in order: 1. **Map ownership** — Assign every original rule exactly one owner: original lean core, existing reused skill, or one extracted skill. Reuse first. Stop: duplicate or unowned rule. …
Read the whole file at its exact version.
How to install
mdr add nwave-ai/nwave/nw-ab-optimize-skill@sha256:795a666905100bb1The line at the top of this page pins the label git:20261102.c67d57b, 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_bes3hykx3wcxune2)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Nov 2, 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 (4469 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
nwave-ai/nwave · 633 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bes3hykx3wcxune2 GET https://markdownregistry.com/api/v1/resolve?ref=nwave-ai/nwave/nw-ab-optimize-skill GET https://markdownregistry.com/api/v1/blob/795a666905100bb104fc03900888a336c4fe01a988c839e03b60d241bea846f6
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.