ProdMoh — AI Coding Prompt Generator

Hey everyone — Akhil here 👋 Over the last year, I’ve watched something interesting happen: LLMs got insanely good at writing code… but teams are still shipping bugs, rewrites, and half-finished features. Why? Because the hard part isn’t code generation anymore — it’s giving AI the right input. Tools like Cursor, Windsurf, Claude Code, GPT-5.2, Opus, and Gemini work brilliantly only when the prompt contains full structure, constraints, edge cases, and guardrails. But real-world requirements usually look like this: “Add RBAC” “Fix onboarding bug” “Make it faster” “User says this is broken” AI can’t guess the missing context — so it hallucinates, overbuilds, or misunderstands the intent. Why we built ProdMoh — AI Coding Prompt Generator We kept seeing the same problems across teams: Vague Jira tickets Ambiguous Slack threads PMs writing specs at midnight Engineers vibe-coding around missing requirements AI tools producing code that “kind of works” but fails review So we built a generator that takes any messy requirement and produces a perfectly structured prompt that AI coding agents can trust. It includes: 🔒 Security + validation rules 🧪 Edge cases & test paths 🧭 Architecture & file structure 🚫 Guardrails to avoid hallucinations 📦 Exact implementation requirements 🐞 Debugging + observability instructions This dramatically improves output quality across Cursor, Claude, GPT, and Gemini. ⚡ What to try first Generate user story or PRD based on your feature or idea. Open it and select the requirement and click on "Generate coding promot". Then paste that into Cursor, Claude Code, Windsurf, or Gemini Code Assist. You’ll instantly feel the difference — your AI becomes predictable, reliable, and review-ready. ❤️ Feedback we’d love Does the generated prompt feel “production-ready”? Which coding model are you using (Cursor, Claude, GPT, Gemini, Opus)? What integrations should we ship next? (GitHub? Linear? VS Code Live?) We’re here all day answering questions and shipping improvements. Thanks for checking us out! 🙏🚀 — Akhil, Founder of ProdMoh