Roundups
Six development prompt libraries, six genuinely different jobs
AI-assisted development spans genuinely different problems — architecting a RAG pipeline is not the same job as refactoring a React component or briefing a no-code app builder. Six libraries, six real scopes.
Last updated Aug 15 · 11 min read
AI Agents & RAG: the mid-build engineering decisions
The AI Agents & RAG library targets someone actually mid-build on a real agent or RAG pipeline — chunking strategy, hybrid retrieval tuning, evaluation harnesses, guardrail policy design — the decisions that determine whether a production system actually works, not tutorial-level basics.
React and Next.js: real component contracts and App Router specifics
The React library names real prop contracts and hook patterns rather than hand-waving component generation. The Next.js library covers what generic React advice misses entirely — server-client component boundaries, cache semantics, route handlers — the App Router-specific concepts a Pages Router mental model gets wrong.
Python: type hints and error handling from the start
The Python library bakes type hints and real error handling into the initial spec rather than requesting them as a bolted-on second pass — across scripting, FastAPI, pandas, testing and production concerns like structured logging.
No-code builders: the first prompt matters more here
The no-code app builder library covers Lovable, Bolt.new, v0 and Replit Agent — tools that generate a working app from one description, which raises the stakes on getting scope, data model and UI right in the first shot rather than iterating in a chat.
Coding assistants: the sixth library, covered separately
Claude Code, Cursor and GitHub Copilot each have their own dedicated prompt library, since they solve a genuinely different problem — augmenting an existing codebase rather than generating one from scratch, with their own reusable-rules and constraint-brief conventions.
When AI-assisted development needs a real engineering team
These prompts sharpen individual pieces of work. A full production system — architected, tested, deployed and maintained — is real engineering. That's exactly what Scult's software team builds, or book a meeting to talk through your project.
Need this built into your business?
The free tools and prompts on this site handle the small, solved problems. If what you need is bigger — custom software, built and maintained for you — that's Scult's day job.
