Production-ready system prompts for Claude AI and coding agents. Built on the APEI cycle : Analyze → Plan → Execute → Iterate.
🤖 Agent Prompts (Autonomous AI Agents)
Prompt
Purpose
Tokens
File
Agent System ⭐
Core operating system
~1.5K
View
Error Analysis
Debugging & root cause
~2K
View
Project Workflow
Full lifecycle management
~2.5K
View
Quick Reference
Cheat sheet (minimal)
~0.8K
View
Code Review
Systematic PR review
~2K
View
Security Audit
Vulnerability detection
~2.5K
View
Refactoring
Code improvement
~2.5K
View
Testing
Test design & TDD
~3K
View
Documentation
Technical writing
~2.5K
View
Performance
Optimization & profiling
~3K
View
Git & VCS
Branching & commits
~2.5K
View
Integration Guardian
System integrity
~3.5K
View
🎯 Claude Code-Specific Prompts
Prompt
Purpose
Tokens
File
Mode Transitions ⭐
/think, /ultrathink, /compact modes & planning
~2.5K
View
Token Optimization
Token saving strategies for Claude Code
~2.5K
View
Workflow & Config
CLAUDE.md, hooks, permissions, MCP
~3K
View
🏗️ Architecture & Full-Stack Prompts
Prompt
Purpose
Tokens
File
Technology Stack ⭐
Library discovery, modern tools, hidden gems
~4K
View
Architecture Patterns
System design, microservices, DDD, CQRS
~3.5K
View
Full-Stack Development
Next.js/Nuxt/SvelteKit, end-to-end type safety
~3.5K
View
Prompt Chaining
Multi-step workflows, context management
~3K
View
📋 Foundation & Project Prompts (Interactive Sessions)
Prompt
Purpose
Technologies
File
Foundation ⭐
Universal best practices
Any
View
Web Development
Frontend apps
React, Vue, Angular, CSS
View
API Development
Backend services
REST, GraphQL, Node, Go
View
Data Science & ML
ML pipelines
Python, pandas, PyTorch
View
Mobile
Mobile apps
iOS, Android, Flutter, RN
View
DevOps & CI/CD
Infrastructure
K8s, Docker, Terraform
View
Database & SQL
Data layer
PostgreSQL, MySQL, Redis
View
General Software
Cross-language
Python, JS, Go, Java, C#
View
For AI Agents (Claude Code, Copilot)
1. Copy content of claude-agent-system-prompt.md
2. Paste as system prompt
3. Give task → Agent runs APEI cycle automatically
1. Copy Foundation prompt + project-type prompt
2. Paste at start of Claude session
3. Describe your task → Follow the APEI cycle together
Context Budget
Recommended Setup
< 2K tokens
Quick Reference only
2K–8K tokens
Agent System Prompt
8K+ tokens
Agent System + project-type prompt
Project Type
Prompts to Use
AI Agent Task
Agent System
Claude Code Setup
Agent System + Workflow & Config
Claude Code Planning
Agent System + Mode Transitions
Token-Efficient Session
Agent System + Token Optimization
Debug / Fix Bugs
Agent System + Error Analysis
New Project
Agent System + Project Workflow
Choose Best Tools
Agent System + Technology Stack
System Architecture
Agent System + Architecture Patterns
Full-Stack App (modern)
Agent System + Full-Stack Development
Complex Multi-Step Task
Agent System + Prompt Chaining
Code Review
Agent System + Code Review
Security Check
Agent System + Security Audit
Reduce Tech Debt
Agent System + Refactoring
Write Tests
Agent System + Testing
Write Docs
Agent System + Documentation
Optimize Speed
Agent System + Performance
Git Workflow
Agent System + Git & VCS
Cross-Cutting Integrity
Agent System + Integration Guardian
React / Vue App
Foundation + Web Development
REST API
Foundation + API Development
ML Model
Foundation + Data Science & ML
Mobile App
Foundation + Mobile
DevOps / Infra
Foundation + DevOps & CI/CD
Database Design
Foundation + Database & SQL
General Software
Foundation + General Software
prompts/
└── english/
├── agents/ # Agent-optimized prompts (19 files)
├── base/ # Foundation prompt
├── project-types/ # Domain-specific prompts (7 files)
├── examples/ # Real-world usage examples
└── workflows/ # APEI methodology guide
Fork → Modify prompts → Add team standards → Use.
All prompts are MIT-licensed templates. Adapt for your stack, conventions, and tools.
See CONTRIBUTING.md . Key areas: new project types, prompt improvements, examples.
MIT License — use, modify, and distribute freely.