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Market research\n2. Marketing strategy development\n3. Content calendar preparation\n4. Social media and email draft creation\n5. Instagram Reel script creation\n6. Blog-topic research\n7. Blog drafting\n8. SEO optimization\n\nThe agents and tasks are configured through `config/agents.yaml` and `config/tasks.yaml`, while `main.py` creates the CrewAI agents, tasks, tools, and crew.\n\n## LLM Used\n\n### Groq API instead of Gemini API\n\nThe project initially used the Gemini API. However, Gemini did not perform well for this project during testing and repeatedly showed **zero productivity**, so the project was switched to the **Groq API**.\n\nThe current model used is:\n\n```text\ngroq/llama-3.3-70b-versatile\n```\n\nGroq was selected because it provided better performance for the CrewAI workflow during development.\n\n> Note: \"zero productivity\" refers to the behavior observed during this project's testing and is not a general statement about Gemini's capabilities.\n\n## Serper API Issue\n\nThe project initially used the **Serper API** for web-search functionality through CrewAI's `SerperDevTool`.\n\nDuring development, the Serper API repeatedly returned:\n\n```text\n403 Unauthorized\n```\n\nThis happened even after trying a new API key.\n\nBecause the API continued to reject the requests, Serper was removed from the current version of the project.\n\nThe project still contains other tools, such as website scraping and file/directory tools, where required by the agents.\n\n## Why the Current Code Does Not Run\n\nThe current project reaches the Groq API successfully, but the Crew fails during **CrewAI planning** because the request is larger than the available Groq tokens-per-minute (TPM) limit.\n\nThe error reported by Groq is:\n\n```text\nRequest too large for model `llama-3.3-70b-versatile`\nLimit: 12000 tokens per minute\nRequested: 13465 tokens\n```\n\nIn other words:\n\n```text\nGroq TPM limit     = 12,000 tokens\nCrewAI request     = 13,465 tokens\nDifference         = 1,465 tokens over the limit\n```\n\nThe failure occurs while CrewAI is creating its **Task Execution Planner**, before the normal task execution can proceed.\n\nTherefore, the current code is **not failing because of an invalid API key or because the CrewAI YAML configuration cannot be loaded**. The immediate blocker is the Groq TPM limit.\n\n## Current Status\n\n| Component | Status |\n|---|---|\n| CrewAI project structure | Working |\n| YAML agent configuration | Working |\n| YAML task configuration | Working |\n| Groq API connection | Working |\n| Llama 3.3 70B model | Working |\n| Serper API | Removed because of repeated 403 errors |\n| CrewAI planning | Blocked by Groq TPM limit |\n| Full marketing workflow | Not currently completing |\n\n## Important Configuration\n\nThe project uses:\n\n```text\nconfig/\n├── agents.yaml\n└── tasks.yaml\n```\n\nand the main application is:\n\n```text\nmain.py\n```\n\nEnvironment variables such as API keys should be stored in a `.env` file and **must not be committed to GitHub**.\n\nExample:\n\n```env\nGROQ_API_KEY=your_groq_api_key\n```\n\nDo not put real API keys directly into source code.\n\n## Running the Project\n\nActivate the virtual environment and run:\n\n```bash\npython main.py\n```\n\nThe project currently reaches the planning stage but stops when Groq rejects the oversized request.\n\n## Known Development Issue\n\nThe main unresolved issue is the request-size/TPM limitation:\n\n```text\nRequested: 13,465 tokens\nAvailable TPM: 12,000 tokens\n```\n\nThis README documents the current development state rather than claiming that the full workflow is successfully executing.\n\n## Technologies\n\n- Python\n- CrewAI\n- CrewAI Tools\n- Groq API\n- Llama 3.3 70B\n- YAML\n- python-dotenv\n\n## Security\n\nNever commit:\n\n```text\n.env\nAPI keys\nsecret tokens\ncredentials\n```\n\nAdd `.env` to `.gitignore` before pushing the project to GitHub.\n\n## Project Status\n\n**Development / Debugging**\n\nThe marketing crew is structurally configured and reaches the Groq API, but the full workflow currently cannot complete because CrewAI's planning request exceeds the available Groq TPM limit.","readmeExcerpt":"Marketing Crew A multi-agent marketing automation project built with **CrewAI**, YAML-based agent/task configuration, and a Groq-hosted Llama model. 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