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.github/workflows/continous-integration.yml:877: update your workflow using https://app.stepsecurity.io/secureworkflow/RasaHQ/rasa/continous-integration.yml/3.6.x?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/continous-integration.yml:903: update your workflow using https://app.stepsecurity.io/secureworkflow/RasaHQ/rasa/continous-integration.yml/3.6.x?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/semgrep-check.yml:28: update your workflow using https://app.stepsecurity.io/secureworkflow/RasaHQ/rasa/semgrep-check.yml/3.6.x?enable=pin","Warn: containerImage not pinned by hash: .devcontainer/Dockerfile:3","Warn: containerImage not pinned by hash: Dockerfile:6","Warn: containerImage not pinned by hash: Dockerfile:23","Warn: containerImage not pinned by hash: docker/Dockerfile.base:2: pin your Docker image by updating ubuntu:22.04 to ubuntu:22.04@sha256:1ec65b2719518e27d4d25f104d93f9fac60dc437f81452302406825c46fcc9cb","Warn: containerImage not pinned by hash: docker/Dockerfile.base-builder:5","Warn: containerImage not pinned by hash: docker/Dockerfile.base-mitie:2: pin your Docker image by updating alpine:latest to alpine:latest@sha256:4bcff63911fcb4448bd4fdacec207030997caf25e9bea4045fa6c8c44de311d1","Warn: containerImage not pinned by hash: docker/Dockerfile.base-poetry:4","Warn: containerImage not pinned by hash: docker/Dockerfile.full:7","Warn: containerImage not pinned by hash: docker/Dockerfile.full:9","Warn: containerImage not pinned by hash: docker/Dockerfile.full:42","Warn: containerImage not pinned by hash: docker/Dockerfile.pretrained_embeddings_mitie_en:7","Warn: containerImage not pinned by hash: docker/Dockerfile.pretrained_embeddings_mitie_en:9","Warn: containerImage not pinned by hash: docker/Dockerfile.pretrained_embeddings_mitie_en:30","Warn: containerImage not pinned by hash: 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.github/workflows/nightly_release.yml:24","Warn: pipCommand not pinned by hash: .github/workflows/nightly_release.yml:25","Warn: pipCommand not pinned by hash: .github/workflows/rasa-install-cron-check.yml:29","Warn: pipCommand not pinned by hash: .github/workflows/rasa-install-cron-check.yml:32","Info: 111 out of 116 GitHub-owned GitHubAction dependencies pinned","Info:  68 out of  68 third-party GitHubAction dependencies pinned","Info:   0 out of  19 containerImage dependencies pinned","Info:   6 out of  24 pipCommand dependencies pinned","Info:   0 out of   2 downloadThenRun dependencies pinned","Info:   0 out of   1 npmCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Branch-Protection","score":-1,"reason":"internal error: error during GetBranch(main): 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GHSA-v6h2-p8h4-qcjw","Warn: Project is vulnerable to: GHSA-grv7-fg5c-xmjg","Warn: Project is vulnerable to: GHSA-x9w5-v3q2-3rhw","Warn: Project is vulnerable to: GHSA-w8qv-6jwh-64r5","Warn: Project is vulnerable to: GHSA-257v-vj4p-3w2h","Warn: Project is vulnerable to: GHSA-pxg6-pf52-xh8x","Warn: Project is vulnerable to: GHSA-7gc6-qh9x-w6h8","Warn: Project is vulnerable to: GHSA-3xgq-45jj-v275","Warn: Project is vulnerable to: GHSA-gxpj-cx7g-858c","Warn: Project is vulnerable to: GHSA-w573-4hg7-7wgq","Warn: Project is vulnerable to: GHSA-3wcq-x3mq-6r9p","Warn: Project is vulnerable to: GHSA-p3vf-v8qc-cwcr","Warn: Project is vulnerable to: GHSA-gx9m-whjm-85jf","Warn: Project is vulnerable to: GHSA-mmhx-hmjr-r674","Warn: Project is vulnerable to: GHSA-vhxf-7vqr-mrjg","Warn: Project is vulnerable to: GHSA-phwq-j96m-2c2q","Warn: Project is vulnerable to: GHSA-ghr5-ch3p-vcr6","Warn: Project is vulnerable to: GHSA-r9p9-mrjm-926w","Warn: Project is vulnerable to: GHSA-434g-2637-qmqr","Warn: Project is vulnerable to: GHSA-49q7-c7j4-3p7m","Warn: Project is vulnerable to: GHSA-977x-g7h5-7qgw","Warn: Project is vulnerable to: GHSA-f7q4-pwc6-w24p","Warn: Project is vulnerable to: GHSA-fc9h-whq2-v747","Warn: Project is vulnerable to: GHSA-vjh7-7g9h-fjfh","Warn: Project is vulnerable to: GHSA-mf6x-hrgr-658f","Warn: Project is vulnerable to: GHSA-xrh7-m5pp-39r6","Warn: Project is vulnerable to: GHSA-6h5x-7c5m-7cr7","Warn: Project is vulnerable to: GHSA-rv95-896h-c2vc","Warn: Project is vulnerable to: GHSA-qw6h-vgh9-j6wx","Warn: Project is vulnerable to: GHSA-74fj-2j2h-c42q","Warn: Project is vulnerable to: GHSA-pw2r-vq6v-hr8c","Warn: Project is vulnerable to: GHSA-jchw-25xp-jwwc","Warn: Project is vulnerable to: GHSA-cxjh-pqwp-8mfp","Warn: Project is vulnerable to: GHSA-fjxv-7rqg-78g4","Warn: Project is vulnerable to: GHSA-ww39-953v-wcq6","Warn: Project is vulnerable to: GHSA-pfrx-2q88-qq97","Warn: Project is vulnerable to: GHSA-43f8-2h32-f4cj","Warn: Project is vulnerable to: GHSA-rc47-6667-2j5j","Warn: Project is vulnerable to: GHSA-c7qv-q95q-8v27","Warn: Project is vulnerable to: GHSA-33f9-j839-rf8h","Warn: Project is vulnerable to: GHSA-c36v-fmgq-m8hx","Warn: Project is vulnerable to: GHSA-78xj-cgh5-2h22","Warn: Project is vulnerable to: GHSA-2p57-rm9w-gvfp","Warn: Project is vulnerable to: GHSA-7r28-3m3f-r2pr","Warn: Project is vulnerable to: GHSA-r8j5-h5cx-65gg","Warn: Project is vulnerable to: GHSA-xvf7-4v9q-58w6","Warn: Project is vulnerable to: GHSA-7mg4-w3w5-x5pc","Warn: Project is vulnerable to: GHSA-6xrf-q977-5vgc","Warn: Project is vulnerable to: GHSA-v5vg-g7rq-363w","Warn: Project is vulnerable to: GHSA-9c47-m6qq-7p4h","Warn: Project is vulnerable to: GHSA-282f-qqgm-c34q","Warn: Project is vulnerable to: GHSA-76p3-8jx3-jpfq","Warn: Project is vulnerable to: GHSA-3rfm-jhwj-7488","Warn: Project is vulnerable to: GHSA-hhq3-ff78-jv3g","Warn: Project is vulnerable to: GHSA-p6mc-m468-83gw","Warn: Project is vulnerable to: GHSA-35jh-r3h4-6jhm","Warn: Project is vulnerable to: GHSA-5v2h-r2cx-5xgj","Warn: Project is vulnerable to: GHSA-rrrm-qjm4-v8hf","Warn: Project is vulnerable to: GHSA-r6rj-9ch6-g264","Warn: Project is vulnerable to: GHSA-952p-6rrq-rcjv","Warn: Project is vulnerable to: GHSA-f8q6-p94x-37v3","Warn: Project is vulnerable to: GHSA-xvch-5gv4-984h","Warn: Project is vulnerable to: GHSA-qrpm-p2h7-hrv2","Warn: Project is vulnerable to: GHSA-mwcw-c2x4-8c55","Warn: Project is vulnerable to: GHSA-r683-j2x4-v87g","Warn: Project is vulnerable to: GHSA-5rrq-pxf6-6jx5","Warn: Project is vulnerable to: GHSA-8fr3-hfg3-gpgp","Warn: Project is vulnerable to: GHSA-gf8q-jrpm-jvxq","Warn: Project is vulnerable to: GHSA-2r2c-g63r-vccr","Warn: Project is vulnerable to: GHSA-cfm4-qjh2-4765","Warn: Project is vulnerable to: GHSA-x4jg-mjrx-434g","Warn: Project is vulnerable to: GHSA-px4h-xg32-q955","Warn: Project is vulnerable to: GHSA-rp65-9cf3-cjxr","Warn: Project is vulnerable to: GHSA-76c9-3jph-rj3q","Warn: Project is vulnerable to: GHSA-hj48-42vr-x3v9","Warn: Project is vulnerable to: GHSA-9wv6-86v2-598j","Warn: Project is vulnerable to: GHSA-rhx6-c78j-4q9w","Warn: Project is vulnerable to: GHSA-h7cp-r72f-jxh6","Warn: Project is vulnerable to: GHSA-v62p-rq8g-8h59","Warn: Project is vulnerable to: GHSA-x565-32qp-m3vf","Warn: Project is vulnerable to: GHSA-566m-qj78-rww5","Warn: Project is vulnerable to: GHSA-hwj9-h5mp-3pm3","Warn: Project is vulnerable to: GHSA-7fh5-64p2-3v2j","Warn: Project is vulnerable to: GHSA-gj77-59wh-66hg","Warn: Project is vulnerable to: GHSA-hqhp-5p83-hx96","Warn: Project is vulnerable to: GHSA-3949-f494-cm99","Warn: Project is vulnerable to: GHSA-x7hr-w5r2-h6wg","Warn: Project is vulnerable to: GHSA-hrpp-h998-j3pp","Warn: Project is vulnerable to: GHSA-5q6m-3h65-w53x","Warn: Project is vulnerable to: GHSA-9rhg-254w-fh9x","Warn: Project is vulnerable to: GHSA-gcx4-mw62-g8wm","Warn: Project is vulnerable to: GHSA-c2qf-rxjj-qqgw","Warn: Project is vulnerable to: GHSA-m6fv-jmcg-4jfg","Warn: 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GHSA-52f5-9888-hmc6","Warn: Project is vulnerable to: GHSA-w5p7-h5w8-2hfq","Warn: Project is vulnerable to: GHSA-662x-fhqg-9p8v","Warn: Project is vulnerable to: GHSA-394c-5j6w-4xmx","Warn: Project is vulnerable to: GHSA-78cj-fxph-m83p","Warn: Project is vulnerable to: GHSA-fhg7-m89q-25r3","Warn: Project is vulnerable to: GHSA-9m6j-fcg5-2442","Warn: Project is vulnerable to: GHSA-hh27-ffr2-f2jc","Warn: Project is vulnerable to: GHSA-rqff-837h-mm52","Warn: Project is vulnerable to: GHSA-8v38-pw62-9cw2","Warn: Project is vulnerable to: GHSA-hgjh-723h-mx2j","Warn: Project is vulnerable to: GHSA-jf5r-8hm2-f872","Warn: Project is vulnerable to: GHSA-wr3j-pwj9-hqq6","Warn: Project is vulnerable to: GHSA-4v9v-hfq4-rm2v","Warn: Project is vulnerable to: GHSA-9jgg-88mc-972h","Warn: Project is vulnerable to: GHSA-j8xg-fqg3-53r7","Warn: Project is vulnerable to: GHSA-6fc8-4gx4-v693","Warn: Project is vulnerable to: GHSA-3h5v-q93c-6h6q","Warn: Project is vulnerable to: GHSA-776f-qx25-q3cc","Warn: 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align=\"center\"\u003eRasa Open Source\u003c/h1\u003e\n\n\u003cdiv align=\"center\"\u003e\n\n[![Join the Agent Engineering Community](https://img.shields.io/badge/Community-Join%20the%20Discussion-blueviolet)](https://info.rasa.com/community?utm_source=github\u0026utm_medium=website\u0026utm_campaign=)\n[![Try Hello Rasa](https://img.shields.io/badge/Playground-Try%20Hello%20Rasa-ff69b4)](https://hello.rasa.ai/?utm_source=github\u0026utm_medium=website\u0026utm_campaign=)\n[![PyPI version](https://badge.fury.io/py/rasa.svg)](https://badge.fury.io/py/rasa)\n[![Supported Python Versions](https://img.shields.io/pypi/pyversions/rasa.svg)](https://pypi.python.org/pypi/rasa)\n[![Build Status](https://github.com/RasaHQ/rasa/workflows/Continuous%20Integration/badge.svg)](https://github.com/RasaHQ/rasa/actions)\n[![Documentation Status](https://img.shields.io/badge/docs-stable-brightgreen.svg)](https://rasa.com/docs)\n\n\u003c/div\u003e\n\n\u003cbr /\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003ch3\u003e🚧 \u003cb\u003eNote: Maintenance Mode\u003c/b\u003e 🚧\u003c/h3\u003e\n  \u003cp\u003e\n    Rasa Open Source is currently in maintenance mode. \n    \u003cbr /\u003e\n    The future of building AI agents with Rasa is \u003cb\u003eHello Rasa\u003c/b\u003e and \u003cb\u003eCALM\u003c/b\u003e.\n  \u003c/p\u003e\n\u003c/div\u003e\n\n\u003chr /\u003e\n\n## 🚀 The Future of Rasa: Hello Rasa\n\n**Building reliable AI agents just got easier.**\n\n[**Hello Rasa**](https://hello.rasa.ai/?utm_source=github\u0026utm_medium=website\u0026utm_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://hello.rasa.ai/?utm_source=github\u0026utm_medium=website\u0026utm_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://info.rasa.com/community?utm_source=github\u0026utm_medium=website\u0026utm_campaign=)**\n\n---\n\n\u003cbr\u003e\n\u003cbr\u003e\n\n# Rasa Open Source (Legacy)\n\n\u003e **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://rasa.com/docs/rasa/)\n- 😁 [Install Rasa](https://rasa.com/docs/rasa/installation/environment-set-up)\n- 🚀 [Learn all about Conversational AI](https://learning.rasa.com/)\n- 🏢 [Explore the enterprise platform](https://rasa.com/product/rasa-platform/)\n\n## Development Internals \u0026 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://python-poetry.org/docs/#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/Debian\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://rasa.com/rasa-product-release-and-maintenance-policy/).\n\n## License\n\nLicensed under the Apache License, Version 2.0. Copyright 2022 Rasa Technologies GmbH. [Copy of the license](https://www.google.com/search?q=LICENSE.txt).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frasahq%2Frasa","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frasahq%2Frasa","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frasahq%2Frasa/lists"}