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docs: Add transparency features for prompts and memory systems (#2902)
* docs: Fix major memory system documentation issues - Remove misleading deprecation warnings, fix confusing comments, clearly separate three memory approaches, provide accurate examples that match implementation * fix: Correct broken image paths in README - Update crewai_logo.png and asset.png paths to point to docs/images/ directory instead of docs/ directly * docs: Add system prompt transparency and customization guide - Add 'Understanding Default System Instructions' section to address black-box concerns - Document what CrewAI automatically injects into prompts - Provide code examples to inspect complete system prompts - Show 3 methods to override default instructions - Include observability integration examples with Langfuse - Add best practices for production prompt management * docs: Fix implementation accuracy issues in memory documentation - Fix Ollama embedding URL parameter and remove unsupported Cohere input_type parameter * docs: Reference observability docs instead of showing specific tool examples * docs: Reorganize knowledge documentation for better developer experience - Move quickstart examples right after overview for immediate hands-on experience - Create logical learning progression: basics → configuration → advanced → troubleshooting - Add comprehensive agent vs crew knowledge guide with working examples - Consolidate debugging and troubleshooting in dedicated section - Organize best practices by topic in accordion format - Improve content flow from simple concepts to advanced features - Ensure all examples are grounded in actual codebase implementation * docs: enhance custom LLM documentation with comprehensive examples and accurate imports * docs: reorganize observability tools into dedicated section with comprehensive overview and improved navigation * docs: rename how-to section to learn and add comprehensive overview page * docs: finalize documentation reorganization and update navigation labels * docs: enhance README with comprehensive badges, navigation links, and getting started video
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committed by
João Moura
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c90272d601
86
README.md
86
README.md
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<div align="center">
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<p align="center">
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<a href="https://github.com/crewAIInc/crewAI">
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<img src="docs/images/crewai_logo.png" width="600px" alt="Open source Multi-AI Agent orchestration framework">
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</a>
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</p>
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<p align="center" style="display: flex; justify-content: center; gap: 20px; align-items: center;">
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<a href="https://trendshift.io/repositories/11239" target="_blank">
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<img src="https://trendshift.io/api/badge/repositories/11239" alt="crewAIInc%2FcrewAI | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/>
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</a>
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</p>
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<p align="center">
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<a href="https://crewai.com">Homepage</a>
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·
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<a href="https://docs.crewai.com">Docs</a>
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·
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<a href="https://app.crewai.com">Start Cloud Trial</a>
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·
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<a href="https://blog.crewai.com">Blog</a>
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·
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<a href="https://community.crewai.com">Forum</a>
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</p>
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</div>
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<p align="center">
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<a href="https://github.com/crewAIInc/crewAI">
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<img src="https://img.shields.io/github/stars/crewAIInc/crewAI" alt="GitHub Repo stars">
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</a>
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<a href="https://github.com/crewAIInc/crewAI/network/members">
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<img src="https://img.shields.io/github/forks/crewAIInc/crewAI" alt="GitHub forks">
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</a>
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<a href="https://github.com/crewAIInc/crewAI/issues">
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<img src="https://img.shields.io/github/issues/crewAIInc/crewAI" alt="GitHub issues">
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</a>
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<a href="https://github.com/crewAIInc/crewAI/pulls">
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<img src="https://img.shields.io/github/issues-pr/crewAIInc/crewAI" alt="GitHub pull requests">
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</a>
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<a href="https://opensource.org/licenses/MIT">
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<img src="https://img.shields.io/badge/License-MIT-green.svg" alt="License: MIT">
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</a>
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</p>
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<p align="center">
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<a href="https://pypi.org/project/crewai/">
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<img src="https://img.shields.io/pypi/v/crewai" alt="PyPI version">
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</a>
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<a href="https://pypi.org/project/crewai/">
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<img src="https://img.shields.io/pypi/dm/crewai" alt="PyPI downloads">
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</a>
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<a href="https://twitter.com/crewAIInc">
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<img src="https://img.shields.io/twitter/follow/crewAIInc?style=social" alt="Twitter Follow">
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</a>
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</p>
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### Fast and Flexible Multi-Agent Automation Framework
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CrewAI is a lean, lightning-fast Python framework built entirely from
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scratch—completely **independent of LangChain or other agent frameworks**.
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It empowers developers with both high-level simplicity and precise low-level
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control, ideal for creating autonomous AI agents tailored to any scenario.
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> CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely **independent of LangChain or other agent frameworks**.
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> It empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario.
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- **CrewAI Crews**: Optimize for autonomy and collaborative intelligence.
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- **CrewAI Flows**: Enable granular, event-driven control, single LLM calls for precise task orchestration and supports Crews natively
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With over 100,000 developers certified through our community courses at
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[learn.crewai.com](https://learn.crewai.com), CrewAI is rapidly becoming the
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With over 100,000 developers certified through our community courses at [learn.crewai.com](https://learn.crewai.com), CrewAI is rapidly becoming the
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standard for enterprise-ready AI automation.
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# CrewAI Enterprise Suite
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CrewAI Enterprise Suite is a comprehensive bundle tailored for organizations
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that require secure, scalable, and easy-to-manage agent-driven automation.
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CrewAI Enterprise Suite is a comprehensive bundle tailored for organizations that require secure, scalable, and easy-to-manage agent-driven automation.
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You can try one part of the suite the [Crew Control Plane for free](https://app.crewai.com)
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@@ -35,21 +78,9 @@ You can try one part of the suite the [Crew Control Plane for free](https://app.
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- **24/7 Support**: Dedicated enterprise support to ensure uninterrupted operation and quick resolution of issues.
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- **On-premise and Cloud Deployment Options**: Deploy CrewAI Enterprise on-premise or in the cloud, depending on your security and compliance requirements.
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CrewAI Enterprise is designed for enterprises seeking a powerful,
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reliable solution to transform complex business processes into efficient,
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CrewAI Enterprise is designed for enterprises seeking a powerful, reliable solution to transform complex business processes into efficient,
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intelligent automations.
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<h3>
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[Homepage](https://www.crewai.com/) | [Documentation](https://docs.crewai.com/) | [Chat with Docs](https://chatg.pt/DWjSBZn) | [Discourse](https://community.crewai.com)
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</h3>
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[](https://github.com/crewAIInc/crewAI)
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[](https://opensource.org/licenses/MIT)
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</div>
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## Table of contents
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- [Why CrewAI?](#why-crewai)
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@@ -88,7 +119,12 @@ CrewAI empowers developers and enterprises to confidently build intelligent auto
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## Getting Started
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### Learning Resources
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Setup and run your first CrewAI agents by following this tutorial.
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[](https://www.youtube.com/watch?v=-kSOTtYzgEw "CrewAI Getting Started Tutorial")
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###
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Learning Resources
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Learn CrewAI through our comprehensive courses:
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