{"data":{"slug":"prefecthq-marvin","name":"marvin","tagline":"an ambient intelligence library","github_url":"https://github.com/PrefectHQ/marvin","owner":"PrefectHQ","repo":"marvin","owner_avatar_url":"https://avatars.githubusercontent.com/u/39270919?v=4","primary_language":"Python","stars":6189,"forks":410,"topics":["agents","ai","ambient-ai","chatbots","gpt","llm","nli","python","structured-outputs"],"archived":false,"github_pushed_at":"2026-07-31T18:12:50+00:00","maintenance_label":"Active","stars_delta_30d":10,"url":"https://www.graphcanon.com/tools/prefecthq-marvin","markdown_url":"https://www.graphcanon.com/tools/prefecthq-marvin.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/prefecthq-marvin","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=prefecthq-marvin","description":"an ambient intelligence library","homepage_url":"https://marvin.mintlify.app","license":"Apache-2.0","open_issues":111,"watchers":33,"ai_summary":"Python-based ambient AI library with capabilities for creating intelligent agents and chatbots that interact with LLMs.","readme_excerpt":"## Installation\n\nMarvin is available on [PyPI](https://pypi.org/project/marvin/):\n\n```bash\nuv add marvin\n```\n\nConfigure your LLM provider (Marvin uses OpenAI by default but natively supports [all Pydantic AI models](https://ai.pydantic.dev/models/)):\n\n```bash\nexport OPENAI_API_KEY=your-api-key\n```\n\n---\n\n# Let Marvin plan a complex workflow\ntasks = marvin.plan(\"Create a blog post about AI trends\")\nmarvin.run_tasks(tasks)","github_created_at":"2023-03-10T18:44:40+00:00","created_at":"2026-07-11T10:54:47.745741+00:00","updated_at":"2026-08-16T00:00:37.887705+00:00","categories":[{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"}],"tags":[{"slug":"agents","name":"agents"},{"slug":"ai","name":"ai"},{"slug":"ambient-ai","name":"ambient-ai"},{"slug":"chatbots","name":"chatbots"},{"slug":"gpt","name":"gpt"},{"slug":"llm","name":"llm"},{"slug":"nli","name":"nli"},{"slug":"python","name":"python"}],"trust":{"provenance":{"is_fork":false,"github_id":612350395,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-08-16T00:00:37.046Z","maintenance":{"label":"Active","score":82,"methodology":"github_public_v1","releases_90d":0,"days_since_push":15,"last_release_at":"2026-03-04T05:43:19Z","stars_delta_30d":10,"open_issues_delta_30d":3},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T10:54:48.946Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-08-16T00:00:37.530Z"},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-08-16T00:00:37.530Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-08-16T00:00:37.530Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-08-16T00:00:37.530Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["You need to develop agents or chatbots that integrate ambient intelligence","Your project requires interacting directly with large language models (LLMs)"],"when_not_to_use":["You are looking for a framework without direct LLM integration capabilities","Your project does not involve agent or chatbot creation"],"source":"enrich:decision_facts","observed_at":"2026-07-14T20:27:51.160Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"Python-based ambient AI for agent and chatbot development with LLM interaction, Apache-2.0 licence"},{"label":"License detail","value":"Apache-2.0 license, permissive free software license"}]}}