reference-driven-product
Skill8 starsChanged 9 days agoMITView on GitHub
Use when improving or rebuilding a product from a reference app, screenshots, user feedback, or open-source alternatives, when speed and a restart guide matter. Not for isolated bug fixes or purely visual imitation.
In this repository17 other files it gives its agents.
- app-controlSkill
- artifactSkill
- clean-systemSkill
- contribution-checklistSkill
- debuggingSkill
- doc-styleSkill
- experiment-workflowSkill
- first-principlesSkill
- latex-authoringSkill
- logoSkill
- multi-agentSkill
- product-designSkill
- project-docsSkill
- specSkill
- tddSkill
- test-auditSkill
- word-farsi-docxSkill
The file
We split this skill into the rules it gives an agent
1 rule. About 0 are common, 1 is distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈1
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 13
Measure fairly: Use the experiment workflow: equal work, same host, run serially.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Improve a product from a working reference
Deliver the user's important workflows, prove each claim, and leave a guide that reaches the same place without this conversation.
- Destination. Read the real project state and the user's newest priorities before extending an old plan. Name the few jobs they want done and what they value in the reference; not every visible reference feature is a requirement. One acceptance contract, per the spec skill.
- Compare like with like. View every screenshot and use the reference. Compare the same task in the same state, and record differences in behavior, hierarchy, type, spacing and interaction. Match zoom, scale, window size and theme before measuring pixels. Check what reached the built executable, not only the source.
- Learn from open source. Study a few relevant projects from primary sources: version, license, platform, gaps. Separate their claims from what you observe. Read the code behind an advantage and reuse it when the architecture and license fit, with attribution. Do not switch stacks because another product looks fast.
- Measure fairly. Use the experiment workflow: equal work, same host, run serially; keep startup, indexing, input-to-frame and save latency apart; check correctness (exact saved text, Unicode) with speed.
- Fix the most valuable gap. A small change tied to the user's priority, with a check that fails today, made through the shared component or path, verified on the built artifact in the real flow. Show it early; fold feedback into the contract. Never call partial work finished or ship controls that do nothing.
- Guide for a restart. One project guide, linked from the orientation file, answering: what we build and what waits; which references and observations matter; the simplest architecture and why; the build-and-verify order from a clean checkout; what failed and the decision that avoids it; what is verified, unknown and next. A route, not a diary; link the evidence.
Does 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.

