Categorized list of popular AI tools, platforms, and products, including generative AI, coding assistants, and more:
Generative AI Models
- OpenAI
- GPT-4
- ChatGPT
- DALL·E (Image generation)
- Anthropic
- Claude
- Google
- Gemini (AI suite including chat, code, and creative tools)
- Bard (Generative AI assistant)
- Microsoft
- Copilot (Integrated into GitHub, Microsoft Office, and Azure)
- DeepMind
- AlphaCode (Code generation)
- Gopher (Language model)
- Hugging Face
- Transformers library
- Bloom (Open-access LLM)
Code Assistants
- GitHub Copilot
- AI-powered code suggestions directly in IDEs.
- Amazon CodeWhisperer
- Code generation and debugging for AWS environments.
- Tabnine
- Context-aware code completion for multiple programming languages.
- Codeium
- Free AI-powered code assistant.
- JetBrains AI Assistant
- Integrated into JetBrains IDEs for intelligent code completion.
AI for Design and Content Creation
- Adobe Firefly
- Generative AI for design, images, and video.
- Canva Magic Studio
- AI-powered design tools for graphics and branding.
- Runway
- Video editing and creative AI tools.
AI for Data Analysis
- DataRobot
- Automated machine learning (AutoML) platform.
- Alteryx
- AI for data preparation and analysis.
- BigML
- Simple machine learning and data science tools.
AI Chat and Virtual Assistants
- ChatGPT
- Conversational AI for personal and business applications.
- Bing Chat
- Integrated conversational AI in Microsoft search.
- Alexa AI
- Amazon’s virtual assistant with extended functionality.
- Siri
- Apple’s voice-based assistant.
AI-Powered DevOps Tools
- Kubernetes AI Extensions
- Tools for AI workload management.
- Dynatrace Davis
- AI-driven application performance management.
- Datadog AI
- AI-enhanced monitoring and logs.
AI for Cloud Platforms
- AWS AI/ML
- SageMaker, Rekognition, Polly, etc.
- Google Cloud AI
- Vertex AI for ML pipelines.
- Azure AI
- Cognitive Services and ML tools.
AI for Security
- Darktrace
- Cybersecurity using AI to detect threats.
- CrowdStrike Falcon
- Endpoint protection with AI analysis.
- Snyk AI
- Security solutions for development pipelines.
AI for Collaboration and Productivity
- Microsoft 365 Copilot
- Enhances Word, Excel, and PowerPoint with AI capabilities.
- Notion AI
- Automates note-taking, writing, and project management.
- Zoom AI Companion
- Summarizes meetings and assists with calls.
Developer Capabilities Document
1. OCR (Text Recognition from Images)
- Extract text from images (JPEG, PNG, etc.) using OCR.
- Parse and format the extracted text into:
- SQL tables or schema definitions.
- Code snippets in any language.
- Structured data formats (JSON, CSV, etc.).
- Process scanned documents for documentation or analysis.
- Analyze screenshots of logs or error messages and provide solutions.
2. Code Assistance
- Generate, debug, and optimize code in any language (Python, JavaScript, SQL, Java, C++, etc.).
- Write unit tests, integration tests, or automation scripts.
- Refactor code for better performance or readability.
- Explain complex code snippets and algorithms.
- Generate database schema creation scripts and queries.
3. Database Development
- Create SQL scripts for creating tables, indexes, and relationships.
- Write optimized queries, stored procedures, and triggers.
- Design ER diagrams and visualize relationships.
- Generate mock data for testing databases.
- Convert SQL queries to code for various ORMs (e.g., SQLAlchemy, Django ORM).
4. Documentation
- Generate technical documentation from code or specifications.
- Create README files for repositories.
- Format code comments or docstrings in standard styles (e.g., Python’s PEP-257).
- Generate Markdown or HTML documentation from input.
5. Debugging and Problem Solving
- Analyze error logs, debug issues, and provide solutions.
- Suggest optimizations for performance bottlenecks.
- Assist with troubleshooting API integrations.
- Offer solutions for CI/CD pipelines (e.g., GitHub Actions, Jenkins, Docker).
6. Workflow Automation
- Write scripts for automating repetitive tasks (e.g., data processing, file management).
- Create shell scripts for deployment, backups, or monitoring.
- Design cron jobs for scheduled tasks.
7. API Development and Integration
- Write REST or GraphQL API endpoints.
- Provide mock APIs for development/testing.
- Assist with API documentation (e.g., Swagger/OpenAPI specs).
- Help integrate third-party APIs into your applications.
8. Data Analysis and Visualization
- Process and analyze datasets using Python (Pandas, NumPy).
- Create visualizations (charts, graphs) for reports.
- Format data into tables or export to formats like CSV/Excel.
- Write machine learning models for predictive analytics.
9. Web Development
- Build frontend components in HTML/CSS/JavaScript frameworks (React, Vue.js, etc.).
- Write backend code for servers (Node.js, Flask, Django).
- Provide SEO optimization tips for web pages.
- Debug and optimize web performance.
10. Cloud and DevOps
- Write Dockerfiles and docker-compose.yml configurations.
- Help set up Kubernetes manifests (Pods, Deployments, Services).
- Write Terraform or Ansible scripts for infrastructure.
- Assist with cloud platforms (AWS, GCP, Azure) configuration.
11. AI/ML Integration
- Write Python code for using AI/ML libraries (TensorFlow, PyTorch).
- Generate custom AI scripts for classification, NLP, or image recognition.
- Integrate pre-trained AI models into applications.
- Fine-tune models with your dataset.
12. File Parsing and Conversion
- Convert files between formats (JSON, CSV, XML, Excel, etc.).
- Extract tables and data from PDFs or scanned documents.
- Parse logs and system output files for insights.
13. Project Management
- Assist in designing Agile workflows (Scrum, Kanban).
- Generate Gantt charts or timelines.
- Write technical proposals or project specs.
- Create CI/CD pipelines for automated deployments.
14. Language-Specific Help
- Python: Flask/Django apps, data processing scripts, ML models.
- JavaScript: Frontend, Node.js APIs, frameworks like React/Vue.
- SQL: Complex queries, optimizations, migrations.
- Bash: Automation scripts, file management.
- C++/Java: Competitive programming, object-oriented design.
15. Other Developer Tools
- Regex creation and debugging.
- YAML, JSON, and configuration file generation.
- Code snippet generation for editor plugins (e.g., VS Code, IntelliJ).
- Keyboard shortcuts and productivity tips.