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system-prompts-and-models-o.../README.md
Claude cb8bb88b4f
refactor: Major repository enhancement v2.0 
This commit represents a comprehensive refactor and enhancement of the
entire repository, transforming it from a simple collection to a
searchable, analyzable, and well-documented resource.

## Fixed Issues
- Fixed broken link for Amp directory (./AMp/ → ./Amp/)
- Added missing Emergent and Traycer AI entries to README
- Fixed file extension for Traycer AI/plan_mode_prompts.txt
- Updated line count statistics for accuracy (30,000+ → 25,000+)

## New Infrastructure
- Created scripts/ directory with automation tools
- Added .gitignore for generated files and common artifacts
- Implemented comprehensive metadata system

## New Scripts
- generate_metadata.py: Generate searchable index with tool metadata
- validate.py: Automated repository validation and quality checks
- search.py: Search and filter tools by multiple criteria
- analyze.py: Generate statistics, charts, and comparisons

## Enhanced Documentation
- CONTRIBUTING.md: Comprehensive contribution guidelines
- CHANGELOG.md: Version history and release notes
- README.md: Complete reorganization with categories and search guide
- scripts/README.md: Documentation for all automation tools

## Individual Tool READMEs
- Anthropic/README.md: Claude models documentation
- Cursor Prompts/README.md: Cursor AI system documentation
- Open Source prompts/README.md: Open source tools overview

## Improved Organization
- Reorganized tools by category (IDE, AI Agent, Code Assistant, etc.)
- Added Quick Start section with usage examples
- Added Search & Discovery section
- Better categorization and navigation

## Features
- Searchable metadata index (32 tools, 96 files, 20K+ lines)
- Category-based browsing (11 categories)
- Company and model filtering
- Automated validation checks
- Statistics and analysis tools
- Comparison table generation

## Statistics
- 32 AI tools documented
- 96 total files (76 txt, 15 json, 5 md)
- 20,045 lines of prompts and configuration
- 11 distinct categories
- 4 new Python scripts for automation

Version: 2.0.0
2025-11-15 02:08:32 +00:00

9.9 KiB
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System Prompts and Models of AI Tools

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Join the Conversation: New system instructions are released on Discord before they appear in this repository. Get early access and discuss them in real time.

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📜 Over 25,000+ lines of insights into 32+ AI coding tools and their system prompts.

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If you find this collection valuable and appreciate the effort involved in obtaining and sharing these insights, please consider supporting the project. Your contribution helps keep this resource updated and allows for further exploration.

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📑 Table of Contents

🚀 Quick Start

Browse Tools

Explore 32+ AI coding tools organized by category below, or use our search tools:

# Generate metadata index
python scripts/generate_metadata.py

# Search by category
python scripts/search.py --category "Code Assistant"

# Search by company
python scripts/search.py --company "Anthropic"

# View statistics
python scripts/analyze.py

# Validate repository
python scripts/validate.py

What's Included

Each tool directory contains:

  • System prompts - The core instructions that guide AI behavior
  • Tool definitions - JSON schemas for function calling and tool use
  • Documentation - READMEs explaining the tool and its features

📂 Available Tools

🏢 IDEs & Code Editors

AI-powered development environments with integrated assistants

🤖 Autonomous AI Agents

Tools that can independently execute complex coding tasks

  • Devin - Autonomous AI software engineer
  • Emergent - AI coding agent
  • Manus - Agent with loop and modules
  • Poke - Multi-part agent system
  • Trae - Builder and chat modes
  • Traycer AI - Multi-mode agent (Phase, Plan)

💻 Code Assistants

AI helpers for code completion, generation, and analysis

🌐 Web & App Builders

AI tools for building full applications and UIs

  • v0 - Vercel's AI UI generation
  • Lovable - AI-powered app builder
  • Leap.new - AI web application builder
  • Bolt - Full-stack web development

🏭 Cloud Platforms

Integrated development platforms with AI

  • Replit - Cloud IDE with AI agent
  • Amp - AI coding platform

🖥️ Terminal & CLI

Command-line AI assistants

🧠 Foundation Models

Core AI model prompts from major providers

📝 Document & Knowledge

AI assistants for documentation and knowledge work

🌟 Open Source Collection

Community-built and transparent AI tools

  • Cline - Autonomous VSCode agent
  • RooCode - Comprehensive assistant
  • Lumo - Lightweight coding AI
  • Bolt - Full-stack web tool

🔍 Search & Discovery

Using Search Tools

Search by category:

python scripts/search.py --category "Code Assistant"

Find tools by company:

python scripts/search.py --company "Anthropic"

Search for specific models:

python scripts/search.py --model "gpt-5"

Full-text search:

python scripts/search.py --text "agent"

Detailed view:

python scripts/search.py --category "IDE" --verbose

Analysis & Statistics

Generate comprehensive statistics:

python scripts/analyze.py

Validate repository structure:

python scripts/validate.py

Quick Reference

List all categories:

python scripts/search.py --list-categories

List all companies:

python scripts/search.py --list-companies

🛠 Roadmap & Feedback

What's New in v2.0 🎉

Major enhancements:

  • ✨ Searchable Index: Find tools by category, company, or model
  • 📊 Analysis Tools: Generate statistics and comparisons
  • ✅ Validation: Automated quality checks
  • 📚 Better Documentation: Individual READMEs for key tools
  • 🗂️ Organized by Category: Browse by IDE, Agent, Assistant, etc.
  • 🔍 Discovery Tools: Python scripts for searching and analysis

New Scripts:

  • generate_metadata.py - Create searchable index
  • validate.py - Check repository quality
  • search.py - Search and filter tools
  • analyze.py - Generate statistics

See CHANGELOG.md for full details.

Future Roadmap

  • Web interface for browsing prompts
  • Prompt comparison and diff tools
  • Community ratings and reviews
  • API for programmatic access
  • More individual tool READMEs
  • Automated version tracking

Open an issue for feature requests or bug reports.

Latest Update: 15/11/2025

🔗 Connect With Me

🛡️ Security Notice for AI Startups

⚠️ Warning: If you're an AI startup, make sure your data is secure. Exposed prompts or AI models can easily become a target for hackers.

🔐 Important: Interested in securing your AI systems?
Check out ZeroLeaks, a service designed to help startups identify and secure leaks in system instructions, internal tools, and model configurations. Get a free AI security audit to ensure your AI is protected from vulnerabilities.

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