{"adoption": {"forks": 4918, "observed_at": "2026-08-28T04:11:31.536171+00:00", "stars": 21306}, "canonical_url": "https://ross.abutalabs.com/products/rasa-open-source", "card": {"archived": false, "artifact_type": "framework", "description": "💬   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", "domain": ["chatbots", "machine-learning"], "enriched": true, "function": ["nlp", "machine-learning", "chatbot", "agent-framework", "llm-inference"], "health_score": 87, "homepage": "https://rasa.com/docs/rasa/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["RasaHQ/rasa", "RasaHQ/rasa_core"], "name": "Rasa Open Source", "platform": ["python", "cross-platform", "cli", "self-hosted"], "pushed_at": "2026-07-24T07:39:04+00:00", "repo": "RasaHQ/rasa", "stars": 21306, "tags": ["conversational-ai", "dialogue-management", "nlu", "voice-assistants", "calm", "messaging-integrations", "natural-language-processing", "ai-agents", "docker"], "topics": ["nlp", "machine-learning", "machine-learning-library", "bot", "bots", "botkit", "rasa", "wit", "nlu", "conversational-bots", "conversational-agents", "conversational-ai", "spacy", "mitie", "chatbot", "chatbots", "chatbots-framework", "bot-framework", "natural-language-processing", "conversation-driven-development"], "urls": [{"kind": "homepage", "url": "https://rasa.com/docs/rasa/"}, {"kind": "site_page", "url": "https://rasa.com/docs"}, {"kind": "site_page", "url": "https://rasa.com/docs/rasa-pro"}, {"kind": "site_page", "url": "https://rasa.com/docs/studio"}, {"kind": "site_page", "url": "https://rasa.com/docs/rasa-enterprise"}], "use_cases": ["build a customer support chatbot", "create a voice assistant with NLU", "train intent classification models for conversations", "connect a bot to Slack or Facebook Messenger", "build an on-premise conversational AI agent", "manage multi-turn dialogue flows programmatically"], "what_it_is": "Rasa Open Source is a Python framework for building text- and voice-based conversational AI assistants, combining NLU (intent/entity recognition) with dialogue management and integrations to channels like Slack and Facebook. The project is now in maintenance mode, with Rasa's future development focused on Hello Rasa and the LLM-based CALM engine.", "when_to_avoid": ["you want actively developed LLM-based agent features - the project is in maintenance mode and Rasa directs new work to Hello Rasa/CALM", "you need a no-code bot builder", "you want a lightweight intent classifier without a full dialogue stack"], "when_to_choose": ["you need a self-hosted, open-source chatbot framework with full control over NLU and dialogue", "you want to run assistants on-premise without external API calls", "you need integrations with many messaging channels out of the box"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/repos/RasaHQ/rasa", "repo": "RasaHQ/rasa", "role": "main", "score": 65}, {"path": "/repos/RasaHQ/rasa_core", "repo": "RasaHQ/rasa_core", "role": "mirror", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T16:58:26.105713+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "574b8f621028e97d118990834739bd8e72b2c6e902aaf402f516a79851d98157", "fetched_at": "2026-08-28T04:11:31.536171+00:00", "kind": "readme", "missing": false, "url": "https://github.com/RasaHQ/rasa"}, {"content_hash": "59d82411980920b7af66bdbd7502c9926e19a7722d31eb3b7233a1a2fbfdfdda", "fetched_at": "2026-08-29T07:57:08.021333+00:00", "kind": "homepage", "missing": false, "url": "https://rasa.com/docs/rasa/"}, {"content_hash": "5c38e496bc868cae738bc9c3c9631c8b87533fcc9bbd6ec5488830927575c654", "fetched_at": "2026-08-29T07:57:08.023830+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs"}, {"content_hash": "7ca63049455613fe8a2c00458cbbcb6f03efa614504197461ab21b472cc21e6e", "fetched_at": "2026-08-29T07:57:08.025788+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-pro"}, {"content_hash": "835fdf7b348df193c40ac63692f7a250b703ff2bc8386721140ffe88fd1cf296", "fetched_at": "2026-08-29T07:57:08.027602+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/studio"}, {"content_hash": "b66ca26540dacee4ad093ad0f132131aba86d8bfe0e0fada761d884fb2afa239", "fetched_at": "2026-08-29T07:57:08.029207+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-enterprise"}, {"content_hash": "d3acab909ee65e6b5d091817308c7a793979a73c57996a36e86d25f0c94684a3", "fetched_at": "2026-08-29T07:57:08.030874+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/rasa-pro"}, {"content_hash": "bff35ff1a94a1d37fc3a0920360ba8c0bf5080c75ddd62cdba455dfea865f265", "fetched_at": "2026-08-29T07:57:08.032713+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/environment-set-up"}, {"content_hash": "5f4ab4bcb50624c6366224476a77538b4bd295b660af3ea4ad574250901d0de7", "fetched_at": "2026-08-29T07:57:08.034245+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/installing-rasa-open-source"}, {"content_hash": "c9f1882fa30b6f395aeee91af6d8e0b7d55e07b1dfc1373daabebec05bc89a81", "fetched_at": "2026-08-29T07:57:08.035946+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/rasa-pro/rasa-pro-artifacts"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T16:58:26.105713+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "574b8f621028e97d118990834739bd8e72b2c6e902aaf402f516a79851d98157", "fetched_at": "2026-08-28T04:11:31.536171+00:00", "kind": "readme", "missing": false, "url": "https://github.com/RasaHQ/rasa"}, {"content_hash": "59d82411980920b7af66bdbd7502c9926e19a7722d31eb3b7233a1a2fbfdfdda", "fetched_at": "2026-08-29T07:57:08.021333+00:00", "kind": "homepage", "missing": false, "url": "https://rasa.com/docs/rasa/"}, {"content_hash": "5c38e496bc868cae738bc9c3c9631c8b87533fcc9bbd6ec5488830927575c654", "fetched_at": "2026-08-29T07:57:08.023830+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs"}, {"content_hash": "7ca63049455613fe8a2c00458cbbcb6f03efa614504197461ab21b472cc21e6e", "fetched_at": "2026-08-29T07:57:08.025788+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-pro"}, {"content_hash": "835fdf7b348df193c40ac63692f7a250b703ff2bc8386721140ffe88fd1cf296", "fetched_at": "2026-08-29T07:57:08.027602+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/studio"}, {"content_hash": "b66ca26540dacee4ad093ad0f132131aba86d8bfe0e0fada761d884fb2afa239", "fetched_at": "2026-08-29T07:57:08.029207+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-enterprise"}, {"content_hash": "d3acab909ee65e6b5d091817308c7a793979a73c57996a36e86d25f0c94684a3", "fetched_at": "2026-08-29T07:57:08.030874+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/rasa-pro"}, {"content_hash": "bff35ff1a94a1d37fc3a0920360ba8c0bf5080c75ddd62cdba455dfea865f265", "fetched_at": "2026-08-29T07:57:08.032713+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/environment-set-up"}, {"content_hash": "5f4ab4bcb50624c6366224476a77538b4bd295b660af3ea4ad574250901d0de7", "fetched_at": "2026-08-29T07:57:08.034245+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/installing-rasa-open-source"}, {"content_hash": "c9f1882fa30b6f395aeee91af6d8e0b7d55e07b1dfc1373daabebec05bc89a81", "fetched_at": "2026-08-29T07:57:08.035946+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/rasa-pro/rasa-pro-artifacts"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T16:58:26.105713+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "574b8f621028e97d118990834739bd8e72b2c6e902aaf402f516a79851d98157", "fetched_at": "2026-08-28T04:11:31.536171+00:00", "kind": "readme", "missing": false, "url": "https://github.com/RasaHQ/rasa"}, {"content_hash": "59d82411980920b7af66bdbd7502c9926e19a7722d31eb3b7233a1a2fbfdfdda", "fetched_at": "2026-08-29T07:57:08.021333+00:00", "kind": "homepage", "missing": false, "url": "https://rasa.com/docs/rasa/"}, {"content_hash": "5c38e496bc868cae738bc9c3c9631c8b87533fcc9bbd6ec5488830927575c654", "fetched_at": "2026-08-29T07:57:08.023830+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs"}, {"content_hash": "7ca63049455613fe8a2c00458cbbcb6f03efa614504197461ab21b472cc21e6e", "fetched_at": "2026-08-29T07:57:08.025788+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-pro"}, {"content_hash": "835fdf7b348df193c40ac63692f7a250b703ff2bc8386721140ffe88fd1cf296", "fetched_at": "2026-08-29T07:57:08.027602+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/studio"}, {"content_hash": "b66ca26540dacee4ad093ad0f132131aba86d8bfe0e0fada761d884fb2afa239", "fetched_at": "2026-08-29T07:57:08.029207+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-enterprise"}, {"content_hash": "d3acab909ee65e6b5d091817308c7a793979a73c57996a36e86d25f0c94684a3", "fetched_at": "2026-08-29T07:57:08.030874+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/rasa-pro"}, {"content_hash": "bff35ff1a94a1d37fc3a0920360ba8c0bf5080c75ddd62cdba455dfea865f265", "fetched_at": "2026-08-29T07:57:08.032713+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/environment-set-up"}, {"content_hash": "5f4ab4bcb50624c6366224476a77538b4bd295b660af3ea4ad574250901d0de7", "fetched_at": "2026-08-29T07:57:08.034245+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/installing-rasa-open-source"}, {"content_hash": "c9f1882fa30b6f395aeee91af6d8e0b7d55e07b1dfc1373daabebec05bc89a81", "fetched_at": "2026-08-29T07:57:08.035946+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/rasa-pro/rasa-pro-artifacts"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T16:58:26.105713+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "574b8f621028e97d118990834739bd8e72b2c6e902aaf402f516a79851d98157", "fetched_at": "2026-08-28T04:11:31.536171+00:00", "kind": "readme", "missing": false, "url": "https://github.com/RasaHQ/rasa"}, {"content_hash": "59d82411980920b7af66bdbd7502c9926e19a7722d31eb3b7233a1a2fbfdfdda", "fetched_at": "2026-08-29T07:57:08.021333+00:00", "kind": "homepage", "missing": false, "url": "https://rasa.com/docs/rasa/"}, {"content_hash": "5c38e496bc868cae738bc9c3c9631c8b87533fcc9bbd6ec5488830927575c654", "fetched_at": "2026-08-29T07:57:08.023830+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs"}, {"content_hash": "7ca63049455613fe8a2c00458cbbcb6f03efa614504197461ab21b472cc21e6e", "fetched_at": "2026-08-29T07:57:08.025788+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-pro"}, {"content_hash": "835fdf7b348df193c40ac63692f7a250b703ff2bc8386721140ffe88fd1cf296", "fetched_at": "2026-08-29T07:57:08.027602+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/studio"}, {"content_hash": "b66ca26540dacee4ad093ad0f132131aba86d8bfe0e0fada761d884fb2afa239", "fetched_at": "2026-08-29T07:57:08.029207+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-enterprise"}, {"content_hash": "d3acab909ee65e6b5d091817308c7a793979a73c57996a36e86d25f0c94684a3", "fetched_at": "2026-08-29T07:57:08.030874+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/rasa-pro"}, {"content_hash": "bff35ff1a94a1d37fc3a0920360ba8c0bf5080c75ddd62cdba455dfea865f265", "fetched_at": "2026-08-29T07:57:08.032713+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/environment-set-up"}, {"content_hash": "5f4ab4bcb50624c6366224476a77538b4bd295b660af3ea4ad574250901d0de7", "fetched_at": "2026-08-29T07:57:08.034245+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/installing-rasa-open-source"}, {"content_hash": "c9f1882fa30b6f395aeee91af6d8e0b7d55e07b1dfc1373daabebec05bc89a81", "fetched_at": "2026-08-29T07:57:08.035946+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/rasa-pro/rasa-pro-artifacts"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T16:58:26.105713+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "574b8f621028e97d118990834739bd8e72b2c6e902aaf402f516a79851d98157", "fetched_at": "2026-08-28T04:11:31.536171+00:00", "kind": "readme", "missing": false, "url": "https://github.com/RasaHQ/rasa"}, {"content_hash": "59d82411980920b7af66bdbd7502c9926e19a7722d31eb3b7233a1a2fbfdfdda", "fetched_at": "2026-08-29T07:57:08.021333+00:00", "kind": "homepage", "missing": false, "url": "https://rasa.com/docs/rasa/"}, {"content_hash": "5c38e496bc868cae738bc9c3c9631c8b87533fcc9bbd6ec5488830927575c654", "fetched_at": "2026-08-29T07:57:08.023830+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs"}, {"content_hash": "7ca63049455613fe8a2c00458cbbcb6f03efa614504197461ab21b472cc21e6e", "fetched_at": "2026-08-29T07:57:08.025788+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-pro"}, {"content_hash": "835fdf7b348df193c40ac63692f7a250b703ff2bc8386721140ffe88fd1cf296", "fetched_at": "2026-08-29T07:57:08.027602+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/studio"}, {"content_hash": "b66ca26540dacee4ad093ad0f132131aba86d8bfe0e0fada761d884fb2afa239", "fetched_at": "2026-08-29T07:57:08.029207+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-enterprise"}, {"content_hash": "d3acab909ee65e6b5d091817308c7a793979a73c57996a36e86d25f0c94684a3", "fetched_at": "2026-08-29T07:57:08.030874+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/rasa-pro"}, {"content_hash": "bff35ff1a94a1d37fc3a0920360ba8c0bf5080c75ddd62cdba455dfea865f265", "fetched_at": "2026-08-29T07:57:08.032713+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/environment-set-up"}, {"content_hash": "5f4ab4bcb50624c6366224476a77538b4bd295b660af3ea4ad574250901d0de7", "fetched_at": "2026-08-29T07:57:08.034245+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/installing-rasa-open-source"}, {"content_hash": "c9f1882fa30b6f395aeee91af6d8e0b7d55e07b1dfc1373daabebec05bc89a81", "fetched_at": "2026-08-29T07:57:08.035946+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/rasa-pro/rasa-pro-artifacts"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T16:58:26.105713+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "574b8f621028e97d118990834739bd8e72b2c6e902aaf402f516a79851d98157", "fetched_at": "2026-08-28T04:11:31.536171+00:00", "kind": "readme", "missing": false, "url": "https://github.com/RasaHQ/rasa"}, {"content_hash": "59d82411980920b7af66bdbd7502c9926e19a7722d31eb3b7233a1a2fbfdfdda", "fetched_at": "2026-08-29T07:57:08.021333+00:00", "kind": "homepage", "missing": false, "url": "https://rasa.com/docs/rasa/"}, {"content_hash": "5c38e496bc868cae738bc9c3c9631c8b87533fcc9bbd6ec5488830927575c654", "fetched_at": "2026-08-29T07:57:08.023830+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs"}, {"content_hash": "7ca63049455613fe8a2c00458cbbcb6f03efa614504197461ab21b472cc21e6e", "fetched_at": "2026-08-29T07:57:08.025788+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-pro"}, {"content_hash": "835fdf7b348df193c40ac63692f7a250b703ff2bc8386721140ffe88fd1cf296", "fetched_at": "2026-08-29T07:57:08.027602+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/studio"}, {"content_hash": "b66ca26540dacee4ad093ad0f132131aba86d8bfe0e0fada761d884fb2afa239", "fetched_at": "2026-08-29T07:57:08.029207+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-enterprise"}, {"content_hash": "d3acab909ee65e6b5d091817308c7a793979a73c57996a36e86d25f0c94684a3", "fetched_at": "2026-08-29T07:57:08.030874+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/rasa-pro"}, {"content_hash": "bff35ff1a94a1d37fc3a0920360ba8c0bf5080c75ddd62cdba455dfea865f265", "fetched_at": "2026-08-29T07:57:08.032713+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/environment-set-up"}, {"content_hash": "5f4ab4bcb50624c6366224476a77538b4bd295b660af3ea4ad574250901d0de7", "fetched_at": "2026-08-29T07:57:08.034245+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/installing-rasa-open-source"}, {"content_hash": "c9f1882fa30b6f395aeee91af6d8e0b7d55e07b1dfc1373daabebec05bc89a81", "fetched_at": "2026-08-29T07:57:08.035946+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/rasa-pro/rasa-pro-artifacts"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:11:31.536171+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T16:58:26.105713+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "574b8f621028e97d118990834739bd8e72b2c6e902aaf402f516a79851d98157", "fetched_at": "2026-08-28T04:11:31.536171+00:00", "kind": "readme", "missing": false, "url": "https://github.com/RasaHQ/rasa"}, {"content_hash": "59d82411980920b7af66bdbd7502c9926e19a7722d31eb3b7233a1a2fbfdfdda", "fetched_at": "2026-08-29T07:57:08.021333+00:00", "kind": "homepage", "missing": false, "url": "https://rasa.com/docs/rasa/"}, {"content_hash": "5c38e496bc868cae738bc9c3c9631c8b87533fcc9bbd6ec5488830927575c654", "fetched_at": "2026-08-29T07:57:08.023830+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs"}, {"content_hash": "7ca63049455613fe8a2c00458cbbcb6f03efa614504197461ab21b472cc21e6e", "fetched_at": "2026-08-29T07:57:08.025788+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-pro"}, {"content_hash": "835fdf7b348df193c40ac63692f7a250b703ff2bc8386721140ffe88fd1cf296", "fetched_at": "2026-08-29T07:57:08.027602+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/studio"}, {"content_hash": "b66ca26540dacee4ad093ad0f132131aba86d8bfe0e0fada761d884fb2afa239", "fetched_at": "2026-08-29T07:57:08.029207+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-enterprise"}, {"content_hash": "d3acab909ee65e6b5d091817308c7a793979a73c57996a36e86d25f0c94684a3", "fetched_at": "2026-08-29T07:57:08.030874+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/rasa-pro"}, {"content_hash": "bff35ff1a94a1d37fc3a0920360ba8c0bf5080c75ddd62cdba455dfea865f265", "fetched_at": "2026-08-29T07:57:08.032713+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/environment-set-up"}, {"content_hash": "5f4ab4bcb50624c6366224476a77538b4bd295b660af3ea4ad574250901d0de7", "fetched_at": "2026-08-29T07:57:08.034245+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/installing-rasa-open-source"}, {"content_hash": "c9f1882fa30b6f395aeee91af6d8e0b7d55e07b1dfc1373daabebec05bc89a81", "fetched_at": "2026-08-29T07:57:08.035946+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/rasa-pro/rasa-pro-artifacts"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T16:58:26.105713+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "574b8f621028e97d118990834739bd8e72b2c6e902aaf402f516a79851d98157", "fetched_at": "2026-08-28T04:11:31.536171+00:00", "kind": "readme", "missing": false, "url": "https://github.com/RasaHQ/rasa"}, {"content_hash": "59d82411980920b7af66bdbd7502c9926e19a7722d31eb3b7233a1a2fbfdfdda", "fetched_at": "2026-08-29T07:57:08.021333+00:00", "kind": "homepage", "missing": false, "url": "https://rasa.com/docs/rasa/"}, {"content_hash": "5c38e496bc868cae738bc9c3c9631c8b87533fcc9bbd6ec5488830927575c654", "fetched_at": "2026-08-29T07:57:08.023830+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs"}, {"content_hash": "7ca63049455613fe8a2c00458cbbcb6f03efa614504197461ab21b472cc21e6e", "fetched_at": "2026-08-29T07:57:08.025788+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-pro"}, {"content_hash": "835fdf7b348df193c40ac63692f7a250b703ff2bc8386721140ffe88fd1cf296", "fetched_at": "2026-08-29T07:57:08.027602+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/studio"}, {"content_hash": "b66ca26540dacee4ad093ad0f132131aba86d8bfe0e0fada761d884fb2afa239", "fetched_at": "2026-08-29T07:57:08.029207+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-enterprise"}, {"content_hash": "d3acab909ee65e6b5d091817308c7a793979a73c57996a36e86d25f0c94684a3", "fetched_at": "2026-08-29T07:57:08.030874+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/rasa-pro"}, {"content_hash": "bff35ff1a94a1d37fc3a0920360ba8c0bf5080c75ddd62cdba455dfea865f265", "fetched_at": "2026-08-29T07:57:08.032713+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/environment-set-up"}, {"content_hash": "5f4ab4bcb50624c6366224476a77538b4bd295b660af3ea4ad574250901d0de7", "fetched_at": "2026-08-29T07:57:08.034245+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/installing-rasa-open-source"}, {"content_hash": "c9f1882fa30b6f395aeee91af6d8e0b7d55e07b1dfc1373daabebec05bc89a81", "fetched_at": "2026-08-29T07:57:08.035946+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/rasa-pro/rasa-pro-artifacts"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T16:58:26.105713+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "574b8f621028e97d118990834739bd8e72b2c6e902aaf402f516a79851d98157", "fetched_at": "2026-08-28T04:11:31.536171+00:00", "kind": "readme", "missing": false, "url": "https://github.com/RasaHQ/rasa"}, {"content_hash": "59d82411980920b7af66bdbd7502c9926e19a7722d31eb3b7233a1a2fbfdfdda", "fetched_at": "2026-08-29T07:57:08.021333+00:00", "kind": "homepage", "missing": false, "url": "https://rasa.com/docs/rasa/"}, {"content_hash": "5c38e496bc868cae738bc9c3c9631c8b87533fcc9bbd6ec5488830927575c654", "fetched_at": "2026-08-29T07:57:08.023830+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs"}, {"content_hash": "7ca63049455613fe8a2c00458cbbcb6f03efa614504197461ab21b472cc21e6e", "fetched_at": "2026-08-29T07:57:08.025788+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-pro"}, {"content_hash": "835fdf7b348df193c40ac63692f7a250b703ff2bc8386721140ffe88fd1cf296", "fetched_at": "2026-08-29T07:57:08.027602+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/studio"}, {"content_hash": "b66ca26540dacee4ad093ad0f132131aba86d8bfe0e0fada761d884fb2afa239", "fetched_at": "2026-08-29T07:57:08.029207+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-enterprise"}, {"content_hash": "d3acab909ee65e6b5d091817308c7a793979a73c57996a36e86d25f0c94684a3", "fetched_at": "2026-08-29T07:57:08.030874+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/rasa-pro"}, {"content_hash": "bff35ff1a94a1d37fc3a0920360ba8c0bf5080c75ddd62cdba455dfea865f265", "fetched_at": "2026-08-29T07:57:08.032713+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/environment-set-up"}, {"content_hash": "5f4ab4bcb50624c6366224476a77538b4bd295b660af3ea4ad574250901d0de7", "fetched_at": "2026-08-29T07:57:08.034245+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/installing-rasa-open-source"}, {"content_hash": "c9f1882fa30b6f395aeee91af6d8e0b7d55e07b1dfc1373daabebec05bc89a81", "fetched_at": "2026-08-29T07:57:08.035946+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/rasa-pro/rasa-pro-artifacts"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T16:58:26.105713+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "574b8f621028e97d118990834739bd8e72b2c6e902aaf402f516a79851d98157", "fetched_at": "2026-08-28T04:11:31.536171+00:00", "kind": "readme", "missing": false, "url": "https://github.com/RasaHQ/rasa"}, {"content_hash": "59d82411980920b7af66bdbd7502c9926e19a7722d31eb3b7233a1a2fbfdfdda", "fetched_at": "2026-08-29T07:57:08.021333+00:00", "kind": "homepage", "missing": false, "url": "https://rasa.com/docs/rasa/"}, {"content_hash": "5c38e496bc868cae738bc9c3c9631c8b87533fcc9bbd6ec5488830927575c654", "fetched_at": "2026-08-29T07:57:08.023830+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs"}, {"content_hash": "7ca63049455613fe8a2c00458cbbcb6f03efa614504197461ab21b472cc21e6e", "fetched_at": "2026-08-29T07:57:08.025788+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-pro"}, {"content_hash": "835fdf7b348df193c40ac63692f7a250b703ff2bc8386721140ffe88fd1cf296", "fetched_at": "2026-08-29T07:57:08.027602+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/studio"}, {"content_hash": "b66ca26540dacee4ad093ad0f132131aba86d8bfe0e0fada761d884fb2afa239", "fetched_at": "2026-08-29T07:57:08.029207+00:00", "kind": "site_page", "missing": false, "url": "https://rasa.com/docs/rasa-enterprise"}, {"content_hash": "d3acab909ee65e6b5d091817308c7a793979a73c57996a36e86d25f0c94684a3", "fetched_at": "2026-08-29T07:57:08.030874+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/rasa-pro"}, {"content_hash": "bff35ff1a94a1d37fc3a0920360ba8c0bf5080c75ddd62cdba455dfea865f265", "fetched_at": "2026-08-29T07:57:08.032713+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/environment-set-up"}, {"content_hash": "5f4ab4bcb50624c6366224476a77538b4bd295b660af3ea4ad574250901d0de7", "fetched_at": "2026-08-29T07:57:08.034245+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/installing-rasa-open-source"}, {"content_hash": "c9f1882fa30b6f395aeee91af6d8e0b7d55e07b1dfc1373daabebec05bc89a81", "fetched_at": "2026-08-29T07:57:08.035946+00:00", "kind": "site_page", "missing": false, "url": "https://legacy-docs-oss.rasa.com/docs/rasa/installation/rasa-pro/rasa-pro-artifacts"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 94, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3610, "days_push": 40, "days_rel": 596, "gap_med": null, "n_releases_24m": 1}, "score": 65, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}