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AI Prompt Library

25 AI prompt templates for coding, code review, strategy, and personal development. Works with Claude Code, ChatGPT, Codex, Cursor, and other LLMs.

Curated from workflows worth sharing. Inspired by Jose Casanova's prompt library.

Coding & Development

Prompts for code review, Git workflows, performance optimization, and development best practices.

Cross-Agent Review Skill Prompt

AI skill prompt to consult a peer agent (Codex or Claude) for a second opinion on design decisions or a diff review before declaring work complete

ProgrammingCode ReviewClaude CodeCursor

Relentless Plan Interview Prompt

Get grilled on every design decision in your plan until nothing is left vague

Critical ThinkingStrategyDecision MakingProgramming

GitHub Release Draft Prompt

AI prompt to create versioned GitHub release drafts with commit analysis, highlights, and auto-generated changelogs

GitProgrammingClaude CodeCursor

AI Code Slop Reviewer Prompt

AI code review prompt to identify and remove AI-generated slop — excessive comments, unnecessary defensive code, type workarounds, and over-engineering

ProgrammingCode ReviewClaude CodeCursor

Dead Code Audit Prompt

AI prompt for comprehensive codebase audits to find all unused files, functions, classes, and variables that can be safely deleted

ProgrammingCode ReviewClaude CodeCursor

Verification Suite Prompt

AI prompt to run all code verification checks — linting, typechecking, formatting, and tests — and report results concisely

ProgrammingClaude CodeCursorOpencode

Branch Catchup Prompt

AI prompt to read all modified files in the current git branch and summarize completed vs in-progress changes

GitProgrammingClaude CodeCursor

Frontend Aesthetics Prompt

AI design prompt to build distinctive, high-quality frontend interfaces that avoid generic AI-generated aesthetics

ProgrammingDesignClaude CodeCursor

Go Static Check and Fix Errors Prompt

AI prompt to run staticcheck on Go projects, automatically detecting and fixing code quality issues and common bugs

GolangProgrammingClaude CodeCursor

Go Code Performance Optimization Prompt

AI prompt to analyze Go codebase performance and generate three targeted optimizations with implementation examples and benchmarks

GolangProgrammingClaude CodeCursor

Comprehensive GitHub PR Review Prompt

AI code review prompt for thorough GitHub pull request analysis covering code quality, security vulnerabilities, and engineering best practices

ProgrammingGitClaude CodeCursor

Concise GitHub PR Review Prompt

Fast AI code review prompt for GitHub PRs focused on performance bottlenecks, security flaws, and correctness issues

ProgrammingGitClaude CodeCursor

Go Vet Analysis and Fix Prompt

AI prompt to run go vet analysis on your codebase, identify all issues, and automatically apply fixes

GolangProgrammingClaude CodeCursor

Implementation Plan Executor Prompt

AI prompt to review and execute implementation plans step-by-step with changelog and README updates

ProgrammingClaude CodeCursorOpencode

Git Commit with Analysis Prompt

AI prompt to generate meaningful git commits using Conventional Commits format with thorough change analysis

GitProgrammingClaude CodeCursor

Create GitHub Pull Request Prompt

AI prompt to generate comprehensive GitHub pull requests with summaries, test plans, and Conventional Commits format

ProgrammingGitClaude CodeCursor

Clean Code Principles Prompt

AI coding prompt with clean code principles covering naming conventions, code structure, DRY patterns, and engineering best practices

Cursor RulesProgramming

Strategy & Business

Prompts for growth strategy, market research, brand development, and business consulting.

Personal Growth & Thinking

Prompts for mental models, self-reflection, critical thinking, and personal development.

How to use these prompts

Copy a prompt and paste it into Claude, ChatGPT, Cursor, or whatever AI tool you use. Many include placeholders you can swap out. The coding prompts work best with Claude Code, Cursor, or Codex.