principle-explain-the-number
Skill107 starsChanged todayNo licenceView on GitHub
Apply before you measure, and before you trust, report, or act on a number you measured: a speedup, a regression, a throughput, a latency, or an eval result. Find what limits it, and rule out that it measured something other than the work you think.
33 other projects use a version of this, 23 of them edited.
Adopted by
Steady: 0 new projects took it in the last 4 weeks, none the 4 weeks before.thin data
Most recently taken up by
- Dimon94/skillsword for word, first seen Nov 15, 2026
- backnotprop/pstackword for word, first seen Nov 15, 2026
- upamune/skillsword for word, first seen Nov 15, 2026
- mdsmithaustin/pstackedited, first seen Nov 15, 2026
- painhardcore/pstackedited, first seen Nov 8, 2026
- paramcodes/skillsedited, first seen Nov 8, 2026
Used with
Projects with it also use ketchup-video, statechart and 5 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.
tristanphvnSkillketchup-video
Catch the user up like /keel:ketchup, with a short silent video of slides for what happened and the waiting calls as text under it. Use for /keel:ketchup-video.
Also in 11 projects that use this
TheOnlyFusionCubeSkillstatechart
Draw what an app's user sees as a Mermaid statechart from a TLA+ model. States are gray if they work, red if still wrong, and green if fixed. Each bug TLC finds is a numbered path. Use for /statechart, \"show the PM the bug\", or to turn an agreed chart into a TLA+ skeleton.
Also in 15 projects that use this
instructureSkillketchup
Rebuild context after /clear by analyzing uncommitted changes across Canvas LMS and all plugin repositories
Also in 18 projects that use this
ElyzeSolutionsSkillcontrol-cli
Build or adapt a local harness to drive, inspect, and profile an interactive CLI or TUI without external services. Use for CLI UX checks, startup regressions, memory leaks, hangs, prompt flows, or terminal demos.
Also in 3 projects that use this
gandolhSkillthermo-nuclear-review
Comprehensive security and correctness audit of a branch's changes. Use for thermo nuclear, thermonuclear, or deep review requests, or branch/PR diff audits focused on bugs, breaking changes, security issues, devex regressions, and feature-gate leaks.
Also in 3 projects that use this
ElyzeSolutionsSkillcontrol-ui
Build or adapt a local browser/CDP harness to drive and inspect a web, IDE, or Electron UI. Use for local UI verification, screenshots, accessibility snapshots, perf profiles, visual diffs, or reproducing UI bugs.
Also in 3 projects that use this
Other versions33 projects use a version of this.
Word for word · 9
- backnotprop/pstack★ 4.2k100% same
- Dimon94/skills★ 107100% same
- mariusflorescu/pstack-t3★ 13100% same
- adjohn/pstack★ 9100% same
- alexnthnz/keel★ 5100% same
- conscientiousness/herdr-pstack-orchestrator★ 2100% same
- fullerzz/agent-skills★ 2100% same
- upamune/skills★ 1100% same
- MondayNotAGoodDay/skills★ 0100% same
Edited · 23
- jtaroreh/agystack★ 12811% same
- uzairansaruzi/p3-stack★ 12670% same
- dsebban/skills★ 7191% same
- TheOnlyFusionCube/potetos-for-everyone★ 2187% same
- creedants/pstack-t3★ 1899% same
- painhardcore/pstack★ 1899% same
- mdsmithaustin/pstack★ 990% same
- Timmyy3000/skills★ 268% same
- christofferbergj/agent-skills★ 195% same
- hidenobunagai/astack★ 115% same
13 more not listed
Wrote their own version · 1
- requie/endostack★ 4same name
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 repository79 other files it gives its agents.
- AGENTS.mdAGENTS.md
- skills/vercel-react-best-practices/AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
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- The first 60 shown.
The file
We split this skill into the rules it gives an agent
1 rule. 1 is common, 0 are distinctive, and 0 are very specific to this project.
1
Common
Most of the 23 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 23 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.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
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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.

