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See\n[LICENSE](LICENSE) for details.\n\n---\n\n<div align=\"center\">\n  <a href=\"https://www.linuxfoundation.org/\"><img src=\"docs/book/.gitbook/assets/lf-member-silver.svg\" alt=\"Linux Foundation Silver Member\" height=\"100\"/></a>\n  &nbsp;&nbsp;&nbsp;&nbsp;\n  <a href=\"https://www.cncf.io/\"><img src=\"docs/book/.gitbook/assets/cncf-member-silver.svg\" alt=\"CNCF Silver Member\" height=\"100\"/></a>\n</div>\n\n<img referrerpolicy=\"no-referrer-when-downgrade\" src=\"https://static.scarf.sh/a.png?x-pxid=0fcbab94-8fbe-4a38-93e8-c2348450a42e\" />","github_created_at":"2020-11-19T09:25:46+00:00","created_at":"2026-07-07T17:42:06.635186+00:00","updated_at":"2026-09-20T04:31:12.229879+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"},{"slug":"developer-tools","name":"Developer Tools","url":"https://www.graphcanon.com/categories/developer-tools","markdown_url":"https://www.graphcanon.com/categories/developer-tools.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/developer-tools"},{"slug":"inference-serving","name":"Inference & Serving","url":"https://www.graphcanon.com/categories/inference-serving","markdown_url":"https://www.graphcanon.com/categories/inference-serving.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/inference-serving"},{"slug":"model-training","name":"Model Training","url":"https://www.graphcanon.com/categories/model-training","markdown_url":"https://www.graphcanon.com/categories/model-training.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/model-training"}],"tags":[{"slug":"agentops","name":"agentops"},{"slug":"automl","name":"automl"},{"slug":"data-science","name":"data-science"},{"slug":"deep-learning","name":"deep-learning"},{"slug":"genai","name":"genai"},{"slug":"llm","name":"llm"},{"slug":"llmops","name":"llmops"},{"slug":"machine-learning","name":"machine-learning"}],"trust":{"provenance":{"is_fork":false,"github_id":314197645,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-18T08:29:40.575Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":5,"days_since_push":0,"last_release_at":"2026-09-04T13:32:22Z","stars_delta_30d":88,"open_issues_delta_30d":20},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-09-18T08:29:42.763Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-18T08:29:39.473Z"},"deploy":{"source":"dockerfile:docker-compose.yml","self_host":true,"observed_at":"2026-09-18T08:29:39.473Z","managed_saas":false},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-09-18T08:29:39.473Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-09-18T08:29:39.473Z"},"has_docker":{"value":true,"source":"dockerfile:docker-compose.yml","observed_at":"2026-09-18T08:29:39.473Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-09-18T08:29:39.473Z"}},"decision_facts":{"hosting":null,"pricing":{"model":"freemium","summary":"Open-source under the Apache-2.0 license, with potential enterprise features or support available for a fee"},"requirements":{"notes":["Installation of ZenML with server capabilities requires additional dependencies"],"min_ram_gb":4,"requires_docker":true},"constraints":{"min_ram_gb":4,"pricing_model":"freemium","requires_docker":true},"when_to_use":["When you need a unified platform that supports both pipelines and agents, allowing for seamless integration from training to deployment","If your team is working with both PyTorch and TensorFlow and requires a platform that supports both frameworks","When metadata tracking and production-ready workflows are critical for your AI projects"],"when_not_to_use":["If your project only requires a lightweight pipeline solution without the need for agent management or comprehensive lifecycle operations","When you are looking for a platform that focuses solely on a specific aspect of AI development, such as only model training or only deployment, as ZenML offers a broader range of features that might b"],"source":"enrich:decision_facts","observed_at":"2026-09-18T10:00:07.659Z"},"constraint_facets":{"min_ram_gb":4,"pricing_model":"freemium","requires_docker":true},"decision_summary":[{"label":"Pricing","value":"freemium - Open-source under the Apache-2.0 license, with potential enterprise features or support available for a fee"},{"label":"Requirements","value":"Min 4 GB RAM; 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