performance
Skill3 starsChanged 53 days agoMITView on GitHub
Keep sessions fast and cheap. Always on.
78 other projects use a version of this.
Adopted by
Most recently taken up by
- Stijnus/dsh-rev-engtheir own version, first seen Nov 8, 2026
- Mahesh-Bishnoi/skillstheir own version, first seen Nov 8, 2026
- AnyOrgName/php-skillstheir own version, first seen Nov 8, 2026
- daveebbelaar/bawatheir own version, first seen Nov 8, 2026
- cognitedata/builder-skillstheir own version, first seen Nov 4, 2026
- theexperiencecompany/gaiatheir own version, first seen Nov 3, 2026
Used with
Projects with it also use app-brief, design-from-app and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
StijnusSkillapp-brief
One-page brief (docs/BRIEF.md) for a new macOS app, written before any code. Use when the user has an app idea, wants to replace an app they pay for, or the research and clone skills are done.
Also in 3 projects that use this
StijnusSkilldesign-from-app
Rebuild the look of an app the user likes as a native SwiftUI design kit, by measuring its screenshots (sizes, spacing, type, colors, icons), building its parts, and comparing pixel by pixel until they match. Use when the user names an app whose look they want, shares screenshots of one, or says "make it look like X".
Also in 3 projects that use this
FlorianBruniauxSkilltdd-rust
Also in 3 projects that use this
RodrigoTomeESSkillweb-quality-audit
Comprehensive web quality audit covering performance, accessibility, SEO, and best practices. Use when asked to "audit my site", "review web quality", "run lighthouse audit", "check page quality", or "optimize my website".
Also in 9 projects that use this
launchapp-devSkilllayout-grid
Define responsive layout grid systems with columns, gutters, margins, and breakpoint behavior.
Also in 3 projects that use this
MohamedAbdallah-14Skillapp-icon
Generate an app icon from a single 1024² master and fan out to iOS (AppIcon.appiconset with squircle-ready 1024 opaque), Android (adaptive foreground + background + Android 13 monochrome), PWA (192/512 + 512 maskable with 80% safe zone), and visionOS (3-layer parallax).
Also in 3 projects that use this
- +1 more from Stijnus
Other versions78 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 78
- rtk-ai/rtk★ 86ksame name
- millionco/react-doctor★ 15ksame name
- midudev/preguntas-entrevista-react★ 7.8ksame name
- BuilderIO/agent-native★ 7.6ksame name
- ethereum/ethereum-org-website★ 6ksame name
- plugin87/ux-ui-agent-skills★ 3.1ksame name
- static-web-server/static-web-server★ 2.4ksame name
- daveebbelaar/bama★ 1.7ksame name
- lichtblick-suite/lichtblick★ 1.2ksame name
- theexperiencecompany/gaia★ 325same name
68 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository5 other files it gives its agents.
- AGENTS.mdAGENTS.md
- .cursor/rules/harness.mdcCursor rule
- memory-syncSkill
- research-firstSkill
- security-guardSkill
The file
We split this skill into the rules it gives an agent
3 rules. 0 are common, 2 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 52 edited versions we read keep these.
2
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 21
Batch things: If you need to read 3 files, read them in the same turn.
- Distinctive: line 23
Grep first, read second: Never read a big unknown file just to see what's in it.
- Very specific: line 29
Measure: Run harness bench --quick before and after you try to optimize.
“Common” is measured: kept by at least 6 in 10 of the 52 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Performance
Make it fast, keep tokens low.
How
Batch things. If you need to read 3 files, read them in the same turn. Same for greps. Don't do git status then git diff in two separate calls.
Grep first, read second. Never read a big unknown file just to see what's in it. Grep, then read the exact spot.
Don't load everything. MEMORY summary first, details on demand. Skills load when triggered, not at boot. That's what memory/tiers is for.
Keep context small. Summarize long logs instead of pasting 500 lines. Keep MEMORY.md under 2k. Prefer surgical edit over rewriting a whole file.
Measure. Run harness bench --quick before and after you try to optimize. Track cold start, tokens, tool calls, hook time.
Targets I try to hold:
- cold start <15s
- tokens per task <50k avg
- tool calls per task <60
- hook p99 <100ms
Check
harness bench --task cold-start --harness opencode
harness bench --compare mainDoes it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

