{"data":{"slug":"evidentlyai-evidently","name":"evidently","tagline":"An open-source ML and LLM observability framework.","github_url":"https://github.com/evidentlyai/evidently","owner":"evidentlyai","repo":"evidently","owner_avatar_url":"https://avatars.githubusercontent.com/u/75031056?v=4","primary_language":"Jupyter Notebook","stars":7790,"forks":895,"topics":["data-drift","data-quality","data-science","data-validation","generative-ai","hacktoberfest","html-report","jupyter-notebook","llm","llmops","machine-learning","mlops","model-monitoring","pandas-dataframe"],"archived":false,"github_pushed_at":"2026-08-05T16:29:57+00:00","maintenance_label":"Very active","stars_delta_30d":117,"url":"https://www.graphcanon.com/tools/evidentlyai-evidently","markdown_url":"https://www.graphcanon.com/tools/evidentlyai-evidently.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/evidentlyai-evidently","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=evidentlyai-evidently","description":"Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.","homepage_url":"https://discord.gg/xZjKRaNp8b","license":"Apache-2.0","open_issues":295,"watchers":54,"ai_summary":"Evidently is an ML and LLM observability tool to evaluate, test, and monitor AI systems and data pipelines with over 100 metrics for various data types including Gen AI.","readme_excerpt":"# :woman_technologist: Install Evidently\n\nTo install from PyPI:\n\n```sh\npip install evidently\n```\nTo install Evidently using the Conda installer, run:\n\n```sh\nconda install -c conda-forge evidently\n```","github_created_at":"2020-11-25T15:20:08+00:00","created_at":"2026-07-07T17:41:49.890839+00:00","updated_at":"2026-08-07T18:02:08.806403+00:00","categories":[{"slug":"evaluation-observability","name":"Evaluation & Observability","url":"https://www.graphcanon.com/categories/evaluation-observability","markdown_url":"https://www.graphcanon.com/categories/evaluation-observability.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/evaluation-observability"}],"tags":[{"slug":"data-drift","name":"data-drift"},{"slug":"data-quality","name":"data-quality"},{"slug":"data-validation","name":"data-validation"},{"slug":"gen-ai","name":"gen-ai"},{"slug":"generative-ai","name":"generative-ai"},{"slug":"html-report","name":"html-report"},{"slug":"llmops","name":"llmops"},{"slug":"machine-learning","name":"machine-learning"}],"trust":{"provenance":{"is_fork":false,"github_id":315977578,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-08-07T18:02:08.071Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":0,"days_since_push":2,"last_release_at":"2026-03-10T14:15:55Z","stars_delta_30d":117,"open_issues_delta_30d":10},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T10:40:41.944Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-08-07T18:02:08.544Z"},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-08-07T18:02:08.544Z"},"languages":{"value":["jupyter notebook","python"],"source":"github.language+pyproject.toml","observed_at":"2026-08-07T18:02:08.544Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-08-07T18:02:08.544Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["Integrating into projects using Jupyter Notebooks where detailed observability is needed","Monitoring systems that require more than 100 specific evaluation metrics"],"when_not_to_use":["For developers preferring non-Jupyter based development environments","Projects needing fewer, simpler monitoring tools without extensive metric support"],"source":"enrich:decision_facts","observed_at":"2026-07-12T14:39:22.415Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"Evidently provides comprehensive observability across a wide range of data types and metrics, particularly suited for integration with Jupyter Notebook environments."}]}}