{
  "markdown": "# Useful AI Prompts - Production-Ready AI Prompt Library\n\n[![Run in Smithery](https://smithery.ai/badge/skills/aj-geddes)](https://smithery.ai/skills?ns=aj-geddes&utm_source=github&utm_medium=badge)\n[![GitHub Stars](https://img.shields.io/github/stars/aj-geddes/useful-ai-prompts?style=social)](https://github.com/aj-geddes/useful-ai-prompts)\n[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)\n[![Prompts](https://img.shields.io/badge/Prompts-488+-green)](prompts/)\n[![Skills](https://img.shields.io/badge/Skills-260+-orange)](skills/)\n[![Hooks](https://img.shields.io/badge/Hooks-7-purple)](hooks/)\n\n> **488 production-ready AI prompts, all following a standardized template with validated quality gates.**\n\nTransform ChatGPT, Claude, and other AI assistants into expert consultants. Every prompt in this library passes 11 quality validation checks, ensuring consistent structure, clear deliverables, and measurable quality criteria.\n\n---\n\n## What's Inside\n\n| Resource Type                     | Count | Description                                         |\n| --------------------------------- | ----- | --------------------------------------------------- |\n| **[AI Prompts](prompts/)**        | 488+  | Standardized expert prompts across 47 categories    |\n| **[Claude Code Skills](skills/)** | 260+  | Auto-triggering capabilities with code examples     |\n| **[Automation Hooks](hooks/)**    | 7     | Security, testing, formatting, and CI/CD automation |\n\n---\n\n## Standardized Prompt Format\n\nEvery prompt follows the same validated structure:\n\n```markdown\n# [Prompt Name]\n\n## Metadata\n\n- **ID**: `category-prompt-slug`\n- **Version**: 1.0.0\n- **Category**: Primary category\n- **Tags**: searchable, keywords, here\n- **Complexity**: simple | intermediate | advanced\n- **Interaction**: single-shot | conversational | iterative\n- **Models**: Claude 3+, GPT-4+\n\n## Overview\n\n2-3 sentences explaining what the prompt does and who it's for.\n\n## When to Use\n\n- Specific scenario 1\n- Specific scenario 2\n\n**Don't use for**: Anti-patterns where this prompt isn't appropriate\n\n---\n\n## Prompt\n\n<role>Expert identity with specific credentials and experience</role>\n\n<context>Situation, success criteria, and key assumptions</context>\n\n<input_handling>\nRequired: Must-have inputs\nOptional: Inferred defaults when not provided\n</input_handling>\n\n<task>\nClear steps (3-7) for what to accomplish\n</task>\n\n<output_specification>\nFormat, length, and structure requirements\n</output_specification>\n\n<quality_criteria>\nMeasurable standards for excellent output\n</quality_criteria>\n\n<constraints>\nHard boundaries and limitations\n</constraints>\n\n---\n\n## Example Usage\n\n### Input\n\nRealistic user request (20-200 words)\n\n### Output\n\nRepresentative response demonstrating quality (100-600 words)\n\n## Related Prompts\n\nLinks to complementary prompts\n```\n\n---\n\n## XML Tag Structure\n\nThe prompt section uses semantic XML tags for consistent parsing:\n\n| Tag                      | Purpose             | Content                                              |\n| ------------------------ | ------------------- | ---------------------------------------------------- |\n| `<role>`                 | Expert identity     | Specific credentials, experience, reasoning approach |\n| `<context>`              | Situation framing   | When used, success criteria, key assumptions         |\n| `<input_handling>`       | Input specification | Required vs optional inputs with defaults            |\n| `<task>`                 | Process steps       | 3-7 numbered action steps                            |\n| `<output_specification>` | Deliverable format  | Format, length, structure, must-include elements     |\n| `<quality_criteria>`     | Success measures    | Objective standards and anti-patterns                |\n| `<constraints>`          | Hard boundaries     | Non-negotiable limits on scope/format                |\n\n---\n\n## Quality Gates\n\nEvery prompt passes these 11 validation checks:\n\n| Gate                  | Requirement                                                                                |\n| --------------------- | ------------------------------------------------------------------------------------------ |\n| `metadata_complete`   | All required fields present (ID, Version, Category, Tags, Complexity, Interaction, Models) |\n| `overview_concise`    | 3 sentences or fewer, no marketing fluff                                                   |\n| `role_specific`       | Concrete expertise defined, not \"I'll help you\"                                            |\n| `inputs_categorized`  | Required vs optional distinguished with defaults                                           |\n| `task_structured`     | 3-7 clear numbered steps                                                                   |\n| `outputs_specified`   | Format + length + requirements for each deliverable                                        |\n| `criteria_measurable` | Objective quality standards, not vague aspirations                                         |\n| `example_realistic`   | Input shows real usage (20-200 words)                                                      |\n| `example_concise`     | Output demonstrates pattern (100-600 words)                                                |\n| `no_duplication`      | No repeated information across sections                                                    |\n| `copy_paste_ready`    | Prompt section is standalone and clearly delimited                                         |\n\n---\n\n## Quick Start\n\n### Using Prompts\n\n1. **Browse** the [prompts directory](prompts/) or [web interface](https://aj-geddes.github.io/useful-ai-prompts/)\n2. **Copy** the content within the `## Prompt` section (including XML tags)\n3. **Paste** into ChatGPT, Claude, or your preferred AI assistant\n4. **Provide** your specific input - the prompt handles the rest\n\n### Example: Competitive Analysis\n\n```text\n<role>\nYou are a competitive intelligence strategist with 12+ years of experience\nin market analysis, having led competitive strategy for both startups and\nFortune 500 companies.\n</role>\n\n<context>\nBusinesses need competitive intelligence to make informed strategic decisions.\nSuccess means identifying specific opportunities that inform immediate action.\n</context>\n\n<input_handling>\nRequired: Industry, top competitors, current market position\nInfer if not provided: Geographic scope, analysis timeline\n</input_handling>\n\n<task>\n1. Map competitive landscape with positioning matrix\n2. Profile key competitors (strengths, weaknesses, strategies)\n3. Identify competitive gaps and white space opportunities\n4. Create action recommendations with timelines\n</task>\n\n<output_specification>\n- Format: Strategic analysis with visual frameworks\n- Length: 500-800 words\n- Must include: Positioning map, competitor profiles, action plan\n</output_specification>\n```\n\n---\n\n## Prompt Categories\n\n### Business & Strategy\n\n| Category                                          | Prompts | Key Use Cases                                 |\n| ------------------------------------------------- | ------- | --------------------------------------------- |\n| [Business Analysis](prompts/business/)            | 45+     | Requirements engineering, process improvement |\n| [Finance](prompts/finance/)                       | 30+     | Financial modeling, investment analysis       |\n| [Marketing](prompts/business/marketing/)          | 25+     | Campaign strategy, brand development          |\n| [Operations](prompts/operations/)                 | 35+     | Process optimization, supply chain            |\n| [Project Management](prompts/project-management/) | 40+     | Risk assessment, agile methodologies          |\n\n### Technology & Engineering\n\n| Category                                        | Prompts | Key Use Cases                           |\n| ----------------------------------------------- | ------- | --------------------------------------- |\n| [Software Engineering](prompts/technical/)      | 50+     | Architecture design, code review        |\n| [DevOps](prompts/technical/devops/)             | 25+     | CI/CD pipelines, infrastructure as code |\n| [Security](prompts/security/)                   | 20+     | Threat modeling, incident response      |\n| [Data Science](prompts/technical/data-science/) | 30+     | ML development, data analysis           |\n\n### Emerging Technologies\n\n| Category                                          | Prompts | Key Use Cases                               |\n| ------------------------------------------------- | ------- | ------------------------------------------- |\n| [Quantum Computing](prompts/quantum-computing/)   | 14      | Algorithm development, circuit optimization |\n| [Blockchain & Web3](prompts/blockchain/)          | 15      | Smart contracts, DeFi protocols             |\n| [Biotechnology](prompts/biotechnology/)           | 15      | Drug discovery, bioinformatics              |\n| [Space Economy](prompts/space-economy/)           | 24      | Satellite operations, mission planning      |\n| [Renewable Energy](prompts/renewable-energy/)     | 19      | Solar development, grid integration         |\n| [Healthcare Digital](prompts/healthcare-digital/) | 20      | Telehealth, AI diagnostics                  |\n\n### Creative & Communication\n\n| Category                                                | Prompts | Key Use Cases                        |\n| ------------------------------------------------------- | ------- | ------------------------------------ |\n| [Creative](prompts/creative/)                           | 25+     | Graphic design, UX research          |\n| [Communication](prompts/communication/)                 | 30+     | Presentations, technical writing     |\n| [Learning & Development](prompts/learning-development/) | 20+     | Curriculum design, training programs |\n\n---\n\n## Claude Code Skills (260+)\n\nSkills auto-trigger when Claude Code detects relevant keywords:\n\n| Domain                      | Skills | Examples                                       |\n| --------------------------- | ------ | ---------------------------------------------- |\n| **Software Development**    | 35     | refactor-legacy-code, code-review-analysis     |\n| **DevOps & Infrastructure** | 20     | docker-containerization, kubernetes-deployment |\n| **Testing & QA**            | 15     | unit-testing-framework, e2e-testing            |\n| **Security**                | 15     | vulnerability-scanning, oauth-implementation   |\n| **API & Integration**       | 12     | rest-api-design, graphql-implementation        |\n| **Database**                | 12     | sql-optimization, schema-design                |\n\nSee [SKILLS-MATRIX.md](SKILLS-MATRIX.md) for the complete reference.\n\n---\n\n## Automation Hooks (7)\n\n| Hook                                            | Trigger       | Purpose                              |\n| ----------------------------------------------- | ------------- | ------------------------------------ |\n| [security-scan](hooks/security-scan/)           | Pre-commit    | Scan for vulnerabilities and secrets |\n| [pre-commit-linting](hooks/pre-commit-linting/) | Pre-commit    | Code formatting enforcement          |\n| [test-runner](hooks/test-runner/)               | Pre-commit    | Automated test execution             |\n| [dependency-check](hooks/dependency-check/)     | Pre-commit    | Dependency vulnerability audit       |\n| [auto-format](hooks/auto-format/)               | Post-save     | Automatic code formatting            |\n| [session-setup](hooks/session-setup/)           | Session start | Environment initialization           |\n\nSee [HOOKS-LIBRARY.md](HOOKS-LIBRARY.md) for installation and configuration.\n\n---\n\n## Repository Structure\n\n```\nuseful-ai-prompts/\n├── prompts/               # 488+ standardized prompts by category\n│   ├── analysis/          # Competitive, data, financial analysis\n│   ├── technical/         # Software, DevOps, security, data science\n│   ├── business/          # Finance, marketing, operations\n│   ├── blockchain/        # Web3, DeFi, smart contracts\n│   ├── quantum-computing/ # Quantum algorithms, circuits\n│   └── ...                # 47 total categories\n├── skills/                # 260+ Claude Code skills\n├── hooks/                 # 7 automation hooks\n├── docs/                  # Jekyll website (GitHub Pages)\n├── .claude/skills/        # Prompt refactoring skill\n│   └── prompt-refactor/   # Template spec and validation\n├── PROMPT-INDEX.json      # Machine-readable prompt catalog\n├── SKILLS-MATRIX.md       # Complete skills reference\n└── HOOKS-LIBRARY.md       # Hooks documentation\n```\n\n---\n\n## Integration\n\n### For AI Agents\n\n```python\nimport json\n\n# Load prompt index\nwith open('PROMPT-INDEX.json') as f:\n    prompts = json.load(f)\n\n# Select by category\nanalysis_prompts = [p for p in prompts if p['category'] == 'analysis']\n```\n\nSee [AI-AGENT-GUIDE.md](AI-AGENT-GUIDE.md) for task classification and API integration patterns.\n\n### For Human Users\n\nSee [README-HUMANS.md](README-HUMANS.md) for getting started, customization tips, and real-world examples.\n\n---\n\n## Web Interface\n\nBrowse prompts with search and filtering at:\n**[https://aj-geddes.github.io/useful-ai-prompts/](https://aj-geddes.github.io/useful-ai-prompts/)**\n\nFeatures:\n\n- Category-based navigation\n- Full-text search\n- Responsive design\n- Direct copy-to-clipboard\n\n---\n\n## Contributing\n\nWe welcome contributions! All new prompts must:\n\n1. Follow the standardized template structure\n2. Pass all 11 quality gates\n3. Include realistic example usage\n\nUse the prompt-refactor skill for validation:\n\n```bash\n./.claude/skills/prompt-refactor/scripts/validate-prompt.sh ./prompts/my-prompt.md\n```\n\nSee [CONTRIBUTING.md](CONTRIBUTING.md) for complete guidelines.\n\n---\n\n## License\n\nMIT License - see [LICENSE](LICENSE) for details.\n\n---\n\n## Links\n\n- **Website**: [https://aj-geddes.github.io/useful-ai-prompts/](https://aj-geddes.github.io/useful-ai-prompts/)\n- **GitHub**: [https://github.com/aj-geddes/useful-ai-prompts](https://github.com/aj-geddes/useful-ai-prompts)\n- **Issues**: [Report bugs or request features](https://github.com/aj-geddes/useful-ai-prompts/issues)\n- **Discussions**: [Community Q&A](https://github.com/aj-geddes/useful-ai-prompts/discussions)\n\n---\n\n**Keywords**: AI prompts, ChatGPT prompts, Claude prompts, prompt engineering, standardized prompts, AI productivity, Claude Code skills, prompt library, LLM prompts, professional AI tools\n",
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