base on A collection of examples that show how to use CrewAI framework to automate workflows. # CrewAI Full Examples ## Introduction Welcome to the official collection of **complete CrewAI applications**. This repository contains end-to-end implementations that showcase how to build real-world applications using CrewAI's framework for orchestrating AI agents. > **🍳 Looking for feature-specific tutorials?** Check out [CrewAI Cookbook](https://github.com/crewAIInc/crewAI-cookbook) for focused guides on specific CrewAI features and patterns. ## What You'll Find Here These are **full applications** that demonstrate: - Complete project structures and organization - Real-world integration patterns (APIs, databases, external services) - Comprehensive code implementations with error handling - End-to-end workflows from input to output - Industry-specific implementations across various domains Each example is a standalone application you can run, modify, and deploy. **Note**: All examples use **CrewAI version 0.152.0** and **UV package management** for optimal performance and developer experience. ## 📁 Repository Structure ### 🌊 [Flows](/flows) Advanced orchestration examples using CrewAI Flows for complex workflows with state management. - [Content Creator Flow](flows/content_creator_flow) - Multi-crew content generation system for blogs, LinkedIn posts, and research reports - [Email Auto Responder Flow](flows/email_auto_responder_flow) - Automated email monitoring and response generation - [Lead Score Flow](flows/lead-score-flow) - Lead qualification with human-in-the-loop review - [Meeting Assistant Flow](flows/meeting_assistant_flow) - Meeting notes processing with Trello/Slack integration - [Self Evaluation Loop Flow](flows/self_evaluation_loop_flow) - Iterative content improvement with self-review - [Write a Book with Flows](flows/write_a_book_with_flows) - Automated book writing with parallel chapter generation ### 👥 [Crews](/crews) Traditional CrewAI implementations showcasing multi-agent collaboration. #### Content Creation & Marketing - [Game Builder Crew](crews/game-builder-crew) - Multi-agent team that designs and builds Python games - [Instagram Post](crews/instagram_post) - Creative social media content generation - [Landing Page Generator](crews/landing_page_generator) - Full landing page creation from concepts - [Marketing Strategy](crews/marketing_strategy) - Comprehensive marketing campaign development - [Screenplay Writer](crews/screenplay_writer) - Convert text/emails into screenplay format #### Business & Productivity - [Job Posting](crews/job-posting) - Automated job description creation - [Prep for a Meeting](crews/prep-for-a-meeting) - Meeting preparation research and strategy - [Recruitment](crews/recruitment) - Automated candidate sourcing and evaluation - [Stock Analysis](crews/stock_analysis) - Financial analysis with SEC data integration #### Data & Research - [Industry Agents](crews/industry-agents) - Industry-specific agent implementations - [Match Profile to Positions](crews/match_profile_to_positions) - CV-to-job matching with vector search - [Meta Quest Knowledge](crews/meta_quest_knowledge) - PDF-based Q&A system - [Markdown Validator](crews/markdown_validator) - Automated markdown validation and correction #### Travel & Planning - [Surprise Trip](crews/surprise_trip) - Personalized surprise travel planning - [Trip Planner](crews/trip_planner) - Destination comparison and itinerary optimization #### Templates - [Starter Template](crews/starter_template) - Basic template for new CrewAI projects ### 🔌 [Integrations](/integrations) Examples showing CrewAI integration with other platforms and services. - [CrewAI-LangGraph](integrations/CrewAI-LangGraph) - Integration with LangGraph framework - [Azure Model](integrations/azure_model) - Using CrewAI with Azure OpenAI - [NVIDIA Models](integrations/nvidia_models) - Integration with NVIDIA's AI ecosystem ### 📓 [Notebooks](/Notebooks) Jupyter notebook examples for interactive exploration and learning. ## 🚀 Getting Started 1. **Clone the repository** ```bash git clone https://github.com/crewAIInc/crewAI-examples.git cd crewAI-examples ``` 2. **Choose an example category** - For multi-crew orchestration → check `/flows` - For standard crews → check `/crews` - For platform integrations → check `/integrations` 3. **Navigate to specific example** ```bash cd crews/marketing_strategy # or any other example ``` 4. **Install dependencies with UV** ```bash uv sync # Installs all dependencies and creates virtual environment ``` 5. **Follow the example's README** Each example contains specific setup instructions and usage guides ## 📚 Learning Path ### Beginners Start with: 1. [Starter Template](crews/starter_template) - Basic crew structure 2. [Instagram Post](crews/instagram_post) - Simple content creation 3. [Job Posting](crews/job-posting) - Straightforward business use case ### Intermediate Explore: 1. [Marketing Strategy](crews/marketing_strategy) - Multi-agent collaboration 2. [Self Evaluation Loop Flow](flows/self_evaluation_loop_flow) - Iterative workflows 3. [Stock Analysis](crews/stock_analysis) - External API integration ### Advanced Deep dive into: 1. [Content Creator Flow](flows/content_creator_flow) - Multi-crew orchestration with dynamic routing 2. [Write a Book with Flows](flows/write_a_book_with_flows) - Complex parallel execution 3. [Lead Score Flow](flows/lead-score-flow) - Human-in-the-loop patterns 4. [CrewAI-LangGraph](integrations/CrewAI-LangGraph) - Framework integration ## 🛠 Common Patterns - **Configuration**: Most examples use YAML files for agent/task definitions - **Tools**: Examples showcase integration with APIs, databases, and file systems - **Flows**: Advanced examples demonstrate state management and orchestration - **Training**: Several examples include agent training capabilities ## 📝 Contributing We welcome contributions! Please feel free to submit examples showcasing new use cases or improvements to existing ones. ## 📄 License This repository is maintained by the CrewAI team. Check individual examples for specific licensing information. --- ## 🔗 Related Resources - **[CrewAI Framework](https://github.com/crewAIInc/crewAI)** - Main CrewAI repository - **[CrewAI Cookbooks](https://github.com/crewAIInc/crewAI-cookbook)** - Feature-focused tutorials and guides - **[CrewAI Documentation](https://docs.crewai.com)** - Comprehensive documentation - **[CrewAI Community](https://community.crewai.com)** - Join our community discussions", Assign "at most 3 tags" to the expected json: {"id":"11235","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"