optimize SKILL.md skillA

optimize from illyism/dev-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add illyism/dev-skills/optimize@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
illyism/dev-skills
Path
code/optimize/SKILL.md
Versions recorded
1
Latest version
v1.0.0, committed Oct 15, 2026
Size
2,213 bytes
Repository stars
6
License
none declared

Optimizes code, queries, and features based on actual usage by removing unused fields, aggregations, JOINs, and unused complexity. Use when the user invokes /optimize or asks to slim queries to what the UI actually uses.

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

TARGET:

- Optimize code/queries/features based on ACTUAL usage, not assumptions
- Remove everything that's not needed
- Question every field, query, feature, and piece of complexity

ALGORITHM:

1. **Audit actual usage**:
   - Grep/search codebase for each field/query/feature usage
   - Check UI components - what fields are actually rendered?
   - Check queries - what fields are actually selected?
   - Check APIs - what data is actually returned?

2. **Remove aggressively**:
   - Delete unused fields from SELECT queries
   - Remove expensive aggregations if not displayed
   - Drop unused exports, functions, components
   - Eliminate unnecessary JOINs, GROUP BYs, subqueries

3. **Optimize for reality**:
   - Base SELECT on actual UI needs (not "might need later")
   - Use scalar subqueries instead of JOINs when possible
   - Remove fields only used for filtering (keep in WHERE, remove from SELECT)
   - Cache only what's actually accessed frequently

4. **Simplify ruthlessly**:
   - If it's expensive and not used → remove it
   - If it's "nice to have" → remove it
   - If it adds complexity without clear benefit → remove it
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add illyism/dev-skills/optimize@sha256:ef36c52c97f14164

The line at the top of this page pins the label v1.0.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_zqdo4jalzeon2p5q.svg)](https://markdownregistry.com/a/art_zqdo4jalzeon2p5q)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 15, 2026.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-10-15 1d6b30b 2,213 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (2213 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

illyism/dev-skills · 6 stars · license none declared · pushed 2026-10-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_zqdo4jalzeon2p5q
GET https://markdownregistry.com/api/v1/resolve?ref=illyism/dev-skills/optimize
GET https://markdownregistry.com/api/v1/blob/ef36c52c97f1416448da4851e3c5384e96bb968849f48ae429954e801acf473d

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.

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