Copy, remix, and improve AI prompts that solve real tasks
Browse community prompts and early agent-skill ideas for design, coding, testing, research and content. Everyone can copy and privately remix; public publishing is limited to approved beta creators.
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Prompt directory
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- Micro-Interaction Spec Sheet
Turns 'add some animations' into a concrete table of triggers, properties, values, and easing curves — the difference between premium and template.
- Five Whys Root Cause
Stops the AI from patching symptoms: five levels of 'why' before any fix, ending in a one-sentence root cause and a minimal correct change.
- SEO Outline Architect
Front-loads keyword strategy before a word is written: meta title, H2/H3 map with word counts, PAA questions, and an honest 'this won't rank' flag.
- Brutally Honest Self-Review
Memory-aware prompt that analyzes your full ChatGPT conversation history to deliver a specific, honest critique of your work patterns and blind spots.
- Drizzle ORM Migration Writer
Generates type-safe Drizzle schema migrations from plain English or existing Prisma/SQL schemas. Trending as Drizzle adoption accelerates in 2025. — spotted on r/webdev and Drizzle Discord
- Personal AI Task Automator
Creates custom Python automation scripts for daily workflow tasks. Trending for building practical, personalized AI assistants that actually save time.
- 7 Cross-Model A/B-Tested Prompt Techniques
Compilation of six months of A/B testing on Claude, GPT-4, and Gemini covering persona stacking, anti-examples, role-reversal QA, and emotional priming techniques.
- UGC-Style Ad Video
The imperfect-on-purpose formula for Sora/Runway/Veo ad clips — handheld feel, natural light, casual setting — because authenticity outperforms polish.
- Antigravity IDE Planning Prompt
Structured prompt format for Antigravity IDE that forces clear context, guidelines, file paths, and modularization to prevent AI from generating unmaintainable code.
- Rubber Duck Confession
Makes the AI interrogate its own freshly-written code — every decision, skipped edge case, and unverified assumption — and fix what falls apart.
- One-Prompt PRD
A full PRD from one sentence — but it asks clarifying questions first, splits must/should/won't-have, and demands measurable success metrics.
- React Component from Screenshot
Generate pixel-perfect React + Tailwind components from UI screenshots. Trending on r/cursor for its accuracy in matching design specs without manual CSS tweaking.
- Agentic Loop Debugger
Multi-turn autonomous debugging agent that reproduces bugs, proposes fixes, tests them, and iterates until resolved. Trending for complex production issues.
- Commit Message Conventional Generator
Generates semantic commit messages following Conventional Commits spec from git diffs. Trending as teams adopt strict commit conventions for automated changelogs.
- Retention-Beat YouTube Script
A full timecoded script with the beats that drive watch time: hook, promise, section cliffhangers, and the critical 50%-mark re-engagement.
- Regression Risk Scanner
Pre-merge ritual: traces callers, shared state, and test coverage of your diff, then gives a reasoned Low/Medium/High regression risk rating.
- Source-Checked Fact Audit
Pre-publish hallucination check: every claim rated for verifiability and confidence, with special suspicion for stats, dates, and 'studies show'.
- Brand Vibe → Design Tokens
Describe your brand in plain language and get back a full token set — palette, fonts, radius, shadows — as a drop-in Tailwind config.
- Multi-File Refactor Planner
Plans complex refactoring across multiple files without executing changes, allowing review before modification. Trending for safe large-scale code transformations.
- Bug Report Format for AI Fixes
Structured bug reporting format that dramatically improves AI fix accuracy by providing symptom, repro, expected behavior, and environment in one shot.
- Cinematic Image Formula
The subject→setting→mood→lighting→lens→style→parameters formula that makes Midjourney/Flux output cinematic instead of flat, with a worked example.
- Bug Report Reproducer
Turns a vague user complaint into an engineering-ready bug report with repro steps, environment gaps, severity, and a root-cause hypothesis.
- One Idea, Five Formats
Repurposes one piece of content into a thread, LinkedIn post, 3 short-video scripts, newsletter blurb, and quote captions — each native to its platform.
- Senior Code Reviewer
A strict, structured PR review: must-fix, should-fix, nits, missing tests, and a production risk assessment — no softened feedback.
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