{"data":{"slug":"uber-manifold","name":"manifold","tagline":"A model-agnostic visual debugging tool for machine learning","github_url":"https://github.com/uber/manifold","owner":"uber","repo":"manifold","owner_avatar_url":"https://avatars.githubusercontent.com/u/538264?v=4","primary_language":"JavaScript","stars":1673,"forks":117,"topics":["incubation","machine-learning","visualization"],"archived":false,"github_pushed_at":"2025-02-05T23:02:02+00:00","maintenance_label":"Dormant","stars_delta_30d":0,"url":"https://www.graphcanon.com/tools/uber-manifold","markdown_url":"https://www.graphcanon.com/tools/uber-manifold.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/uber-manifold","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=uber-manifold","description":"A model-agnostic visual debugging tool for machine learning","homepage_url":null,"license":"Apache-2.0","open_issues":84,"watchers":47,"ai_summary":"Uber's Manifold is a JavaScript-based visualization library that allows developers to debug and understand how their machine learning models process data.","readme_excerpt":"# install all dependencies in the root directory\nyarn\n\n---\n\n# install dependencies for the demo app\nyarn\n\n---\n\n### Install Manifold\n\n```bash\n$ npm install @mlvis/manifold styled-components styletron-engine-atomic styletron-react\n```\n\n---\n\n## License\nApache 2.0 License\n\n[feature csv image]: https://d1a3f4spazzrp4.cloudfront.net/manifold/docs/x.png\n[prediction csv image]: https://d1a3f4spazzrp4.cloudfront.net/manifold/docs/yPred.png\n[ground truth csv image]: https://d1a3f4spazzrp4.cloudfront.net/manifold/docs/yTrue.png","github_created_at":"2019-02-08T21:05:30+00:00","created_at":"2026-07-11T23:26:15.5076+00:00","updated_at":"2026-09-27T06:00:44.630725+00:00","categories":[{"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"}],"tags":[{"slug":"apache-2-0-license","name":"apache-2.0 license"},{"slug":"incubation","name":"incubation"},{"slug":"javascript","name":"javascript"},{"slug":"machine-learning","name":"machine-learning"},{"slug":"visualization","name":"visualization"}],"trust":{"provenance":{"is_fork":false,"github_id":169798869,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-27T06:00:42.476Z","maintenance":{"label":"Dormant","score":18,"methodology":"github_public_v1","releases_90d":0,"days_since_push":598,"last_release_at":"2020-01-13T18:36:15Z","stars_delta_30d":0,"open_issues_delta_30d":1},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T23:26:17.506Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"mcp":{"source":"repo_scan","observed_at":"2026-09-27T06:00:42.994Z","server_manifest":false},"scan":{"source":"repo_scan","observed_at":"2026-09-27T06:00:42.994Z"},"languages":{"value":["javascript"],"source":"github.language+package.json","observed_at":"2026-09-27T06:00:42.994Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-09-27T06:00:42.994Z"}},"decision_facts":{"hosting":null,"pricing":{"model":"freemium","summary":"Free to use and modify under the Apache-2.0 license terms, Manifold's codebase can be downloaded from its repository without any cost."},"requirements":null,"constraints":{"pricing_model":"freemium"},"when_to_use":["- When you seek a JavaScript-based tool for visual debugging of machine learning models, irrespective of the model type or framework used","- If your project requires deep understanding and debugging insights into how various types of ML models process their input and output data"],"when_not_to_use":["- Avoid using Manifold if you are not comfortable working with JavaScript, as it is a primary requirement to integrate this tool into your project environment","- If your development setup strictly avoids npm dependencies or requires isolation from external libraries, Manifold may introduce unnecessary complexity given its specific installation requirements"],"source":"enrich:decision_facts","observed_at":"2026-07-16T22:15:44.201Z"},"constraint_facets":{"pricing_model":"freemium"},"decision_summary":[{"label":"Pricing","value":"freemium - 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