[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-2425":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":11,"languages":10,"totalLinesOfCode":10,"stars":12,"forks":13,"watchers":14,"openIssues":15,"contributorsCount":16,"subscribersCount":16,"size":16,"stars1d":17,"stars7d":18,"stars30d":19,"stars90d":16,"forks30d":16,"starsTrendScore":20,"compositeScore":21,"rankGlobal":10,"rankLanguage":10,"license":22,"archived":23,"fork":23,"defaultBranch":24,"hasWiki":23,"hasPages":23,"topics":25,"createdAt":10,"pushedAt":10,"updatedAt":45,"readmeContent":46,"aiSummary":47,"trendingCount":16,"starSnapshotCount":16,"syncStatus":48,"lastSyncTime":49,"discoverSource":50},2425,"rasa","RasaHQ\u002Frasa","RasaHQ","💬   Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants","https:\u002F\u002Frasa.com\u002Fdocs\u002Frasa\u002F",null,"Python",21209,4917,352,6,0,3,13,44,14,45,"Apache License 2.0",false,"3.6.x",[26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,5,43,44],"bot","bot-framework","botkit","bots","chatbot","chatbots","chatbots-framework","conversation-driven-development","conversational-agents","conversational-ai","conversational-bots","machine-learning","machine-learning-library","mitie","natural-language-processing","nlp","nlu","spacy","wit","2026-06-12 02:00:41","\u003Ch1 align=\"center\">Rasa Open Source\u003C\u002Fh1>\n\n\u003Cdiv align=\"center\">\n\n[![Join the Agent Engineering Community](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FCommunity-Join%20the%20Discussion-blueviolet)](https:\u002F\u002Finfo.rasa.com\u002Fcommunity?utm_source=github&utm_medium=website&utm_campaign=)\n[![Try Hello Rasa](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FPlayground-Try%20Hello%20Rasa-ff69b4)](https:\u002F\u002Fhello.rasa.ai\u002F?utm_source=github&utm_medium=website&utm_campaign=)\n[![PyPI version](https:\u002F\u002Fbadge.fury.io\u002Fpy\u002Frasa.svg)](https:\u002F\u002Fbadge.fury.io\u002Fpy\u002Frasa)\n[![Supported Python Versions](https:\u002F\u002Fimg.shields.io\u002Fpypi\u002Fpyversions\u002Frasa.svg)](https:\u002F\u002Fpypi.python.org\u002Fpypi\u002Frasa)\n[![Build Status](https:\u002F\u002Fgithub.com\u002FRasaHQ\u002Frasa\u002Fworkflows\u002FContinuous%20Integration\u002Fbadge.svg)](https:\u002F\u002Fgithub.com\u002FRasaHQ\u002Frasa\u002Factions)\n[![Documentation Status](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdocs-stable-brightgreen.svg)](https:\u002F\u002Frasa.com\u002Fdocs)\n\n\u003C\u002Fdiv>\n\n\u003Cbr \u002F>\n\n\u003Cdiv align=\"center\">\n  \u003Ch3>🚧 \u003Cb>Note: Maintenance Mode\u003C\u002Fb> 🚧\u003C\u002Fh3>\n  \u003Cp>\n    Rasa Open Source is currently in maintenance mode. \n    \u003Cbr \u002F>\n    The future of building AI agents with Rasa is \u003Cb>Hello Rasa\u003C\u002Fb> and \u003Cb>CALM\u003C\u002Fb>.\n  \u003C\u002Fp>\n\u003C\u002Fdiv>\n\n\u003Chr \u002F>\n\n## 🚀 The Future of Rasa: Hello Rasa\n\n**Building reliable AI agents just got easier.**\n\n[**Hello Rasa**](https:\u002F\u002Fhello.rasa.ai\u002F?utm_source=github&utm_medium=website&utm_campaign=) is our new interactive playground for prototyping AI agents. It combines LLM fluency with the reliability of business logic using our **CALM** (Conversational AI with Language Models) engine.\n\n### Why switch to Hello Rasa?\n\n* **No setup required:** Open the playground, pick a template (Banking, Telecom, Support), and start building in your browser.\n* **No NLU training:** We have moved beyond intents. The LLM handles dialogue understanding while you define the business flows.\n* **Built-in copilot:** A specialized AI assistant helps you generate code, debug flows, and expand your agent instantly.\n* **Production ready:** Hello Rasa is not just a toy. Export your agent to the Rasa Platform when you are ready to scale.\n\n### Core concepts\n\n* **CALM:** Combines LLM flexibility with strict business logic. The LLM understands the user; the code enforces the rules.\n* **Flows:** Describe logical steps (e.g., collect money, transfer funds) rather than rigid dialogue trees.\n* **Inspector:** See real-time decision-making. No black boxes.\n\n👉 **[Start building for free at Hello Rasa](https:\u002F\u002Fhello.rasa.ai\u002F?utm_source=github&utm_medium=website&utm_campaign=)**\n\n---\n\n## 🧠 Join the Agent Engineering Community\n\nWe are building a home for people shipping real-world AI agents. \n\nAgent Engineering is evolving faster than any single framework. This is a vendor-neutral space to discuss architectures, memory, orchestration, and safety with builders across the industry.\n\n### What you get:\n* **Network:** Meet engineers building production agents\n* **Learn:** Discuss practical patterns, not just theory\n* **Access:** Direct influence on the Hello Rasa roadmap and early access to features\n\n| Channel | Purpose |\n| :--- | :--- |\n| **#agent-design** | Architectures, reasoning, memory, testing |\n| **#showcase** | Show your builds, demos, and repos |\n| **#ask-anything** | Debugging and workflow questions |\n\n👉 **[Join the Community](https:\u002F\u002Finfo.rasa.com\u002Fcommunity?utm_source=github&utm_medium=website&utm_campaign=)**\n\n---\n\n\u003Cbr>\n\u003Cbr>\n\n# Rasa Open Source (Legacy)\n\n> **Note:** The documentation and installation instructions below apply to the classic Rasa Open Source framework. For the latest CALM-based experience, see the [Hello Rasa](#-the-future-of-rasa-hello-rasa) section above.\n\nRasa is an open source machine learning framework for automating text and voice-based conversations. With Rasa, you can build contextual assistants on:\n\n- Facebook Messenger\n- Slack\n- Google Hangouts\n- Webex Teams\n- Microsoft Bot Framework\n- Rocket.Chat\n- Mattermost\n- Telegram\n- Twilio\n- Your own custom conversational channels\n\nRasa helps you build contextual assistants that can handle layered conversations with lots of back-and-forth. \n\n### 📚 Resources\n- 🤓 [Read the docs](https:\u002F\u002Frasa.com\u002Fdocs\u002Frasa\u002F)\n- 😁 [Install Rasa](https:\u002F\u002Frasa.com\u002Fdocs\u002Frasa\u002Finstallation\u002Fenvironment-set-up)\n- 🚀 [Learn all about Conversational AI](https:\u002F\u002Flearning.rasa.com\u002F)\n- 🏢 [Explore the enterprise platform](https:\u002F\u002Frasa.com\u002Fproduct\u002Frasa-platform\u002F)\n\n## Development Internals & Contributing\n\nWe are happy to receive contributions. Please review our [Contribution Guidelines](CONTRIBUTING.md) before getting started.\n\n### Installation for Development\nRasa uses **Poetry** for packaging and dependency management.\n\n1.  **Install Poetry**: Follow the [official guide](https:\u002F\u002Fpython-poetry.org\u002Fdocs\u002F#installation).\n2.  **Build from source**:\n    ```bash\n    make install\n    ```\n    *Note for macOS users*: If you run into compiler issues, try `export SYSTEM_VERSION_COMPAT=1` before installation.\n\n### Running Tests\nMake sure you have development requirements installed:\n\n```bash\nmake prepare-tests-ubuntu # Ubuntu\u002FDebian\nmake prepare-tests-macos  # macOS\nmake test                 # Run tests\n```\n\n### Releases\n\nRasa follows Semantic Versioning.\n\n  * **Major**: Incompatible API changes\n  * **Minor**: Backward-compatible functionality\n  * **Patch**: Backward-compatible bug fixes\n\nFor full details on our release cadence and maintenance policy, visit our [Product Release and Maintenance Policy](https:\u002F\u002Frasa.com\u002Frasa-product-release-and-maintenance-policy\u002F).\n\n## License\n\nLicensed under the Apache License, Version 2.0. Copyright 2022 Rasa Technologies GmbH. [Copy of the license](https:\u002F\u002Fwww.google.com\u002Fsearch?q=LICENSE.txt).\n","Rasa 是一个开源的机器学习框架，用于自动化基于文本和语音的对话系统。它支持自然语言理解（NLU）、对话管理和与Slack、Facebook等平台的集成，帮助开发者创建聊天机器人和语音助手。Rasa 的核心功能包括强大的意图识别、实体提取以及灵活的对话管理机制，并且能够无缝对接多种消息传递渠道。此外，Rasa 提供了丰富的插件生态系统，便于扩展其功能。该框架特别适合需要构建复杂交互逻辑的企业级应用场合，如客户服务、智能助手等领域。尽管当前 Rasa 开源版本处于维护模式，但其新推出的 Hello Rasa 平台为快速原型设计提供了更加便捷的工具。",2,"2026-06-11 02:49:52","top_language"]