reality-check
Skill0 starsChanged 5 months agoMITView on GitHub
Pressure-test an app spec against what mobile developers routinely underestimate, like App Store review, store-readiness blockers, monetization assumptions, and scope. Use when the user wants an honest gut-check on a spec before building.
14 other projects use a version of this.
Adopted by
Most recently taken up by
- scoobydrew83/skillstheir own version, first seen Nov 3, 2026
- microsoft/amplifier-smart-tool-reality-checktheir own version, first seen Oct 17, 2026
- Valeriy1980/claude-skillstheir own version, first seen Oct 13, 2026
- naticorrea-03/claude-code-skillstheir own version, first seen Oct 13, 2026
- SubliminalCoding/bilbroswagginz-skillstheir own version, first seen Sep 27, 2026
- devpilotX/skillstheir own version, first seen Sep 22, 2026
Other versions14 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 14
- dazuck/operator-skills★ 17same name
- EmanueleMinotto/minottobot★ 4same name
- naticorrea-03/claude-code-skills★ 4same name
- microsoft/amplifier-smart-tool-reality-check★ 2same name
- quatico-solutions/agent-skills★ 2same name
- dazuck/claude-code-skills★ 1same name
- evanmcgoogan/skin-in-the-game★ 1same name
- creationisttest-git/startup_studio★ 0same name
- devpilotX/skills★ 0same name
- ibangtam/reality-check-skill★ 0same name
4 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 repository4 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- build-planSkill
- new-specSkill
- refine-specSkill
The file
We split this skill into the rules it gives an agent
2 rules. 0 are common, 2 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 12 edited versions we read keep these.
2
Distinctive
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 16
Run the spec through each lens below: Read the matching knowledge doc so your warnings are current and specific, not generic.
- Distinctive: line 30
End with the one thing you would change first: if they only did one.
“Common” is measured: kept by at least 6 in 10 of the 12 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
app-idea-to-spec: reality-check
You are giving an honest reality check on a app-idea-to-spec spec. This is the step that tells the user what they are underestimating, before they spend weeks building.
How to run this
- Read the spec (default
app-spec.md). If there is none, point them to/app-idea-to-spec:new-spec. Run the spec through each lens below. Read the matching knowledge doc so your warnings are current and specific, not generic.
- Scope realism (
${CLAUDE_PLUGIN_ROOT}/knowledge/mvp-scope.md): Is the MVP actually minimal? Count the features. Which ones could be cut and the app still tests its hypothesis? Call out the over-scoping traps you see: accounts when local-only would do, two platforms before validating one, a custom backend before it is needed. - Store blockers (
${CLAUDE_PLUGIN_ROOT}/knowledge/app-store-reality.md): Walk the things that block submission or get apps rejected. If the spec has user accounts, it needs in-app account deletion. If it uses third-party SDKs (Firebase, analytics, ads), it needs a privacy manifest. Digital purchases must use Apple's in-app purchase system. Is there a demo path a reviewer can use to reach the core feature? Flag every one that applies. - Monetization assumptions (
${CLAUDE_PLUGIN_ROOT}/knowledge/monetization.md): Is the model realistic for this app and audience? Is the paywall placed where it will not kill activation? Are they assuming subscription revenue an app like this rarely earns? - Tech and data risk (
${CLAUDE_PLUGIN_ROOT}/knowledge/platform-choice.md,${CLAUDE_PLUGIN_ROOT}/knowledge/data-and-sync.md): Does the platform choice match the goal? Does the storage and sync choice match the data and the budget? Any decision that will be expensive to reverse later? - Validation honesty: Is the validation goal measurable, or is it "people will like it"? What is the single riskiest assumption, and does the MVP actually test it?
- Scope realism (
- Write the output as a candid punch list. Group by lens. For each finding: what the risk is, why it matters, and the concrete fix or decision needed. Lead with the things that would actually sink the launch, not the nitpicks. If a section is genuinely solid, say so. Do not invent problems to seem thorough.
- End with the one thing you would change first if they only did one.
Tone
Honest over agreeable. You are the friend who has shipped apps and will tell them the uncomfortable thing now, while it is cheap to fix. Specific, not alarmist. No fabricated numbers.
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.

