NeVibeCode · 84 prompts
Prompts catalog for AI agents
Development prompts and patterns that work in any chat or agent.
SwiftUI iOS App taste A set of rules for SwiftUI work: how to build screens, where state lives and which APIs to drop. Useful when an agent writes fresh iOS code.
GP ChatGPT
★ 174,597repo stars
Universal LLM Operating Guidelines A rule set for LLM-assisted coding: understand the task first, then touch the code. Cuts invented APIs and stray edits.
GP ChatGPT
★ 174,597repo stars
Redis Caching taste A prompt that hands your AI assistant a working set of Redis caching rules: cache-aside reads, TTL with jitter, delete-on-write invalidation. Useful when you design a cache and want the sharp edges covered.
GP ChatGPT
★ 174,597repo stars
Error Handling taste A prompt that gives an AI assistant the error-handling taste of a TypeScript backend engineer: validate input, split expected errors from bugs, log once, answer with problem+json.
GP ChatGPT
★ 174,597repo stars
Kubernetes taste A prompt that hands your AI assistant a platform team's Kubernetes rules: GitOps, probes, resources, pod security. Useful when you ask a model to write or review manifests.
GP ChatGPT
★ 174,597repo stars
Git Workflow taste A prompt that gives an AI assistant trunk-based habits: short-lived branches, Conventional Commits, squash-merge and a protected main.
GP ChatGPT
★ 174,597repo stars
Monorepo taste A prompt that hands the agent a fixed set of monorepo conventions: pnpm workspaces, Turborepo, package boundaries and shared configs. Useful when repo structure keeps drifting.
GP ChatGPT
★ 174,597repo stars
Rust CLI taste A prompt that tells the model how to write a Rust command-line tool: argument parsing, error handling, output streams, tests.
GP ChatGPT
★ 174,597repo stars
React State Management taste A ruleset for picking React state tools: when to use useState, Zustand, Context and TanStack Query. Helps avoid overbuilt global stores and duplicated state.
GP ChatGPT
★ 174,597repo stars
Observability taste A prompt that tells an AI assistant how to wire traces, metrics and logs into a service. Handy when you ask a model to write instrumented code.
GP ChatGPT
★ 174,597repo stars
Python Packaging taste A prompt that hands the model a fixed set of Python packaging rules: pyproject.toml, src/, uv, Ruff. Useful when a new package needs one consistent style.
GP ChatGPT
★ 174,597repo stars
Dockerfile and CI taste A prompt that lists rules for Dockerfiles and CI: multi-stage builds, non-root user, image scanning. Useful when you ask an AI to write or review a build config.
GP ChatGPT
★ 174,597repo stars
Senior Code Reviewer (severity-ranked) A code review prompt that ranks findings from blockers down to nits and closes with a verdict. Useful when you need to know what in a patch actually breaks.
GP ChatGPT
★ 174,597repo stars
TypeScript Library taste A prompt that pins down conventions for a TypeScript library: pnpm, strict tsconfig, tsup, vitest, Changesets. Useful when a project needs one style from the first commit.
GP ChatGPT
★ 174,597repo stars
Claude Web Page Redesign Planning Prompt A prompt that makes the model audit the current markup and code first, then hand back a redesign plan in markdown. No edits get made.
GP ChatGPT
★ 174,597repo stars
Automated Text Typing Every 5 Minutes with Python This prompt turns the chat into a Python automation engineer that writes a script typing your text on a timer. Handy when the same line has to go into another window without you touching the keyboard.
GP ChatGPT
★ 174,597repo stars
Fix LaTeX dollars This prompt sorts every $ in Markdown into currency, math or shell code and escapes only the currency ones. Useful when your build throws warnings.
GP ChatGPT
★ 174,597repo stars
Vector-Based Space Combat System A prompt that turns the chat into a game mechanics engineer: give it a high-speed combat concept, get movement and projectile logic back.
GP ChatGPT
★ 174,597repo stars
High-Velocity Dogfight A prompt that asks a model to build a 3D flight simulator: a cylindrical particle tunnel, 5,000 star particles, and speed-driven motion blur.
GP ChatGPT
★ 174,597repo stars
Gravity Shift: Low-Poly Physics Platformer A prompt that lays out the concept and the technical brief for a 3D puzzle-platformer where the whole world turns 90 degrees on a keypress. Useful as a starting skeleton for a Three.js and Cannon.js build.
GP ChatGPT
★ 174,597repo stars
Code Review Professional A prompt that turns a chat model into a code reviewer: it checks quality, coding standards and optimization spots. Handy when you want a second opinion on fresh code.
GP ChatGPT
★ 174,597repo stars
⚙️ PromptForge A prompt that takes your prompt apart step by step: finds ambiguities, rewrites it tighter, then stress-tests it.
GP ChatGPT
★ 174,597repo stars
Potato Critic A prompt that flips the model into a hostile critic: type “Potato” before an idea and it hunts for holes in your logic instead of cheering you on.
GP ChatGPT
★ 174,597repo stars
Small Functional Analyst mode A prompt that puts the assistant into senior functional analyst mode: it restates requirements and unknowns first, works in phases, and holds back artefacts until you approve.
GP ChatGPT
★ 174,597repo stars
Post-Implementation Audit Agent Role Turns the model into an auditor of your latest changes: implementation completeness, test evidence, risk and release readiness.
GP ChatGPT
★ 174,597repo stars
SQL Query Builder & Optimiser A seven-step prompt that takes a SQL task from brief to a parameterised production query with index recommendations.
GP ChatGPT
★ 174,597repo stars
Code Translator — Idiomatic, Version-Aware & Production-Ready A prompt for translating code between languages. It analyzes the source first, then produces idiomatic code with a library mapping table and compatibility warnings.
GP ChatGPT
★ 174,597repo stars
Python Unit Test Generator — Comprehensive, Coverage-Mapped & Production-Ready This prompt turns a Python snippet into a full pytest suite with a coverage map and mocks for external dependencies.
GP ChatGPT
★ 174,597repo stars
Python Security Vulnerability Auditor (OWASP-Mapped & Production-Hardened) A prompt that audits Python code: it lists vulnerabilities, maps them to the OWASP Top 10, and returns a hardened rewrite.
GP ChatGPT
★ 174,597repo stars
Python Code Performance & Quality Enhancer A review prompt for Python: adds docstrings, fixes PEP8, lists performance issues with Big O impact, and returns the full rewritten file.
GP ChatGPT
★ 174,597repo stars
Hallucination Vulnerability Prompt Checker Audits your prompt for structural gaps that push the model into inventing facts or losing its format after an update.
GP ChatGPT
★ 174,597repo stars
Code Recon A prompt that walks through unfamiliar code, rates its maturity, hunts for vulnerabilities and hands back a fix list.
GP ChatGPT
★ 174,597repo stars
Comprehensive Code Review Expert A prompt that reviews your code: finds bugs, suggests optimizations and checks coding standards. Handy when you need a second pass over unfamiliar code.
GP ChatGPT
★ 174,597repo stars
create a drag-and-drop experience using UniApp A prompt that describes a drag-and-drop scene where cards are dropped into a washing machine, with sound, animation and a cleaned-items counter.
GP ChatGPT
★ 174,597repo stars
Sentry Bug Fixer A prompt that turns a chat model into a Sentry debugging assistant: read the report, rank the bug, propose a fix, verify it.
GP ChatGPT
★ 174,597repo stars
Code Review Specialist 2 A prompt that turns a chat model into a code reviewer: it checks readability, bugs, security holes and performance. Handy when you want a second pair of eyes on a commit.
GP ChatGPT
★ 174,597repo stars
File Analysis API with Node.js and Express A prompt that adds file analysis to an Express API while keeping the response format untouched.
GP ChatGPT
★ 174,597repo stars
Code Review Expert A prompt that turns a chat into a reviewer: it checks code for quality, performance, security and best practices. Useful before you commit.
GP ChatGPT
★ 174,597repo stars
ESP32 UI Library Development A prompt that puts the model in an embedded systems role and walks it through building a UI library for ESP32 on a fixed stack.
GP ChatGPT
★ 174,597repo stars
Bug Discovery Code Assistant Turns a chat model into a code reviewer: it hunts logical, syntax and runtime errors and suggests fixes. Handy when you need a second pass over an unfamiliar file.
GP ChatGPT
★ 174,597repo stars
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Which prompts are collected here
A prompt here is request text or a template that is not tied to any agent format: paste it into a chat, save it as a slash command or put it inside a skill. This section collects prompts for development work such as reviews, tests, refactoring, documentation and debugging. NeVibeCode lists 84 prompts.
The largest open sources use permissive licenses. prompts.chat (formerly awesome-chatgpt-prompts) publishes its prompts under CC0, and Fabric has 265 patterns under MIT. We show their text with attribution.
GitHub also hosts a whole genre of leaked system prompts from commercial agents. The repository license grants no rights to someone else's text, so we list those as links only, without a copy. If you reuse a prompt often, save it as a command: a skill or a file in .claude/commands/ for Claude Code, .github/prompts/*.prompt.md for Copilot. Paths for other agents: AI agent config files.
