{"adoption": {"forks": 450, "observed_at": "2026-08-28T04:09:11.960419+00:00", "stars": 5191}, "canonical_url": "https://ross.abutalabs.com/products/tensorspace", "card": {"archived": false, "artifact_type": "framework", "description": "Neural network 3D visualization framework, build interactive and intuitive model in browsers, support pre-trained deep learning models from TensorFlow, Keras, TensorFlow.js ", "domain": ["deep-learning", "machine-learning", "data-visualization", "web-development", "frontend"], "enriched": true, "function": ["data-visualization", "deep-learning", "machine-learning", "graphics"], "health_score": 20, "homepage": "https://tensorspace.org", "language": "JavaScript", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["tensorspace-team/tensorspace"], "name": "tensorspace-team/tensorspace", "platform": ["browser", "cross-platform"], "pushed_at": "2022-12-05T22:21:36+00:00", "repo": "tensorspace-team/tensorspace", "stars": 5191, "tags": ["neural-networks", "3d-visualization", "tensorflow", "keras", "tensorflowjs", "threejs", "model-visualization", "interactive", "nodejs"], "topics": ["deep-learning", "tensorflow", "keras", "tfjs", "3d", "visualization", "threejs", "machine-learning", "nerual-network"], "urls": [], "use_cases": ["visualize a neural network model structure in 3D in the browser", "show intermediate layer outputs of a deep learning model interactively", "create an interactive LeNet or YOLOv2 visualization for teaching", "load a pre-trained Keras or TensorFlow model and explore it visually", "build an educational demo explaining how a CNN predicts results", "embed an interactive deep learning model viewer in a web page"], "what_it_is": "TensorSpace is a neural network 3D visualization framework built on TensorFlow.js, Three.js, and Tween.js. It provides Keras-like APIs to build deep learning layer topologies in the browser and render interactive 3D visualizations of pre-trained models from TensorFlow, Keras, and TensorFlow.js.", "when_to_avoid": ["you need general-purpose plotting or charting rather than neural network visualization", "you need a maintained, actively developed tool - the last release was in 2022", "you work with frameworks other than TensorFlow/Keras/TF.js, or need server-side or non-browser visualization", "you need to train models or run heavy inference - TensorSpace is for visualization only"], "when_to_choose": ["you want interactive, browser-based 3D visualization of a neural network's structure and intermediate inferences", "your model comes from TensorFlow, Keras, or TensorFlow.js and can be preprocessed with the TensorSpace converter", "you are building educational or demo content about deep learning models"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/tensorspace", "repo": "tensorspace-team/tensorspace", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:01:45.322201+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0177ce641e98683bfbf7fd45800aeebe4d68c76da6dc7a2fb5576736a9771231", "fetched_at": "2026-08-28T04:09:11.960419+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorspace-team/tensorspace"}, {"content_hash": "5d75408d8ae938df1fc00392a38527ea51f30059fa172286aab479275e6c716f", "fetched_at": "2026-08-29T08:55:47.576485+00:00", "kind": "homepage", "missing": false, "url": "https://tensorspace.org"}, {"content_hash": "03607487fd8984d1152a6634caa360aa1c6aafc28a3f4d4231b5abb60276f625", "fetched_at": "2026-08-29T08:55:47.583856+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startIntro.html"}, {"content_hash": "49d865777e186aa196b6c054459607246f2ab471dc2971d3c167b66fe5e6f467", "fetched_at": "2026-08-29T08:55:47.586113+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startHello.html"}, {"content_hash": "bc776279342b1d7f44cfc43c9e9bdcd3ec4b0914c434c4fbe1dafccd6a3cf11d", "fetched_at": "2026-08-29T08:55:47.588336+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/tensorspace"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:01:45.322201+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0177ce641e98683bfbf7fd45800aeebe4d68c76da6dc7a2fb5576736a9771231", "fetched_at": "2026-08-28T04:09:11.960419+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorspace-team/tensorspace"}, {"content_hash": "5d75408d8ae938df1fc00392a38527ea51f30059fa172286aab479275e6c716f", "fetched_at": "2026-08-29T08:55:47.576485+00:00", "kind": "homepage", "missing": false, "url": "https://tensorspace.org"}, {"content_hash": "03607487fd8984d1152a6634caa360aa1c6aafc28a3f4d4231b5abb60276f625", "fetched_at": "2026-08-29T08:55:47.583856+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startIntro.html"}, {"content_hash": "49d865777e186aa196b6c054459607246f2ab471dc2971d3c167b66fe5e6f467", "fetched_at": "2026-08-29T08:55:47.586113+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startHello.html"}, {"content_hash": "bc776279342b1d7f44cfc43c9e9bdcd3ec4b0914c434c4fbe1dafccd6a3cf11d", "fetched_at": "2026-08-29T08:55:47.588336+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/tensorspace"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:01:45.322201+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0177ce641e98683bfbf7fd45800aeebe4d68c76da6dc7a2fb5576736a9771231", "fetched_at": "2026-08-28T04:09:11.960419+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorspace-team/tensorspace"}, {"content_hash": "5d75408d8ae938df1fc00392a38527ea51f30059fa172286aab479275e6c716f", "fetched_at": "2026-08-29T08:55:47.576485+00:00", "kind": "homepage", "missing": false, "url": "https://tensorspace.org"}, {"content_hash": "03607487fd8984d1152a6634caa360aa1c6aafc28a3f4d4231b5abb60276f625", "fetched_at": "2026-08-29T08:55:47.583856+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startIntro.html"}, {"content_hash": "49d865777e186aa196b6c054459607246f2ab471dc2971d3c167b66fe5e6f467", "fetched_at": "2026-08-29T08:55:47.586113+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startHello.html"}, {"content_hash": "bc776279342b1d7f44cfc43c9e9bdcd3ec4b0914c434c4fbe1dafccd6a3cf11d", "fetched_at": "2026-08-29T08:55:47.588336+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/tensorspace"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:01:45.322201+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0177ce641e98683bfbf7fd45800aeebe4d68c76da6dc7a2fb5576736a9771231", "fetched_at": "2026-08-28T04:09:11.960419+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorspace-team/tensorspace"}, {"content_hash": "5d75408d8ae938df1fc00392a38527ea51f30059fa172286aab479275e6c716f", "fetched_at": "2026-08-29T08:55:47.576485+00:00", "kind": "homepage", "missing": false, "url": "https://tensorspace.org"}, {"content_hash": "03607487fd8984d1152a6634caa360aa1c6aafc28a3f4d4231b5abb60276f625", "fetched_at": "2026-08-29T08:55:47.583856+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startIntro.html"}, {"content_hash": "49d865777e186aa196b6c054459607246f2ab471dc2971d3c167b66fe5e6f467", "fetched_at": "2026-08-29T08:55:47.586113+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startHello.html"}, {"content_hash": "bc776279342b1d7f44cfc43c9e9bdcd3ec4b0914c434c4fbe1dafccd6a3cf11d", "fetched_at": "2026-08-29T08:55:47.588336+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/tensorspace"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:01:45.322201+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0177ce641e98683bfbf7fd45800aeebe4d68c76da6dc7a2fb5576736a9771231", "fetched_at": "2026-08-28T04:09:11.960419+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorspace-team/tensorspace"}, {"content_hash": "5d75408d8ae938df1fc00392a38527ea51f30059fa172286aab479275e6c716f", "fetched_at": "2026-08-29T08:55:47.576485+00:00", "kind": "homepage", "missing": false, "url": "https://tensorspace.org"}, {"content_hash": "03607487fd8984d1152a6634caa360aa1c6aafc28a3f4d4231b5abb60276f625", "fetched_at": "2026-08-29T08:55:47.583856+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startIntro.html"}, {"content_hash": "49d865777e186aa196b6c054459607246f2ab471dc2971d3c167b66fe5e6f467", "fetched_at": "2026-08-29T08:55:47.586113+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startHello.html"}, {"content_hash": "bc776279342b1d7f44cfc43c9e9bdcd3ec4b0914c434c4fbe1dafccd6a3cf11d", "fetched_at": "2026-08-29T08:55:47.588336+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/tensorspace"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:01:45.322201+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0177ce641e98683bfbf7fd45800aeebe4d68c76da6dc7a2fb5576736a9771231", "fetched_at": "2026-08-28T04:09:11.960419+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorspace-team/tensorspace"}, {"content_hash": "5d75408d8ae938df1fc00392a38527ea51f30059fa172286aab479275e6c716f", "fetched_at": "2026-08-29T08:55:47.576485+00:00", "kind": "homepage", "missing": false, "url": "https://tensorspace.org"}, {"content_hash": "03607487fd8984d1152a6634caa360aa1c6aafc28a3f4d4231b5abb60276f625", "fetched_at": "2026-08-29T08:55:47.583856+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startIntro.html"}, {"content_hash": "49d865777e186aa196b6c054459607246f2ab471dc2971d3c167b66fe5e6f467", "fetched_at": "2026-08-29T08:55:47.586113+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startHello.html"}, {"content_hash": "bc776279342b1d7f44cfc43c9e9bdcd3ec4b0914c434c4fbe1dafccd6a3cf11d", "fetched_at": "2026-08-29T08:55:47.588336+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/tensorspace"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.960419+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:01:45.322201+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0177ce641e98683bfbf7fd45800aeebe4d68c76da6dc7a2fb5576736a9771231", "fetched_at": "2026-08-28T04:09:11.960419+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorspace-team/tensorspace"}, {"content_hash": "5d75408d8ae938df1fc00392a38527ea51f30059fa172286aab479275e6c716f", "fetched_at": "2026-08-29T08:55:47.576485+00:00", "kind": "homepage", "missing": false, "url": "https://tensorspace.org"}, {"content_hash": "03607487fd8984d1152a6634caa360aa1c6aafc28a3f4d4231b5abb60276f625", "fetched_at": "2026-08-29T08:55:47.583856+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startIntro.html"}, {"content_hash": "49d865777e186aa196b6c054459607246f2ab471dc2971d3c167b66fe5e6f467", "fetched_at": "2026-08-29T08:55:47.586113+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startHello.html"}, {"content_hash": "bc776279342b1d7f44cfc43c9e9bdcd3ec4b0914c434c4fbe1dafccd6a3cf11d", "fetched_at": "2026-08-29T08:55:47.588336+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/tensorspace"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:01:45.322201+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0177ce641e98683bfbf7fd45800aeebe4d68c76da6dc7a2fb5576736a9771231", "fetched_at": "2026-08-28T04:09:11.960419+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorspace-team/tensorspace"}, {"content_hash": "5d75408d8ae938df1fc00392a38527ea51f30059fa172286aab479275e6c716f", "fetched_at": "2026-08-29T08:55:47.576485+00:00", "kind": "homepage", "missing": false, "url": "https://tensorspace.org"}, {"content_hash": "03607487fd8984d1152a6634caa360aa1c6aafc28a3f4d4231b5abb60276f625", "fetched_at": "2026-08-29T08:55:47.583856+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startIntro.html"}, {"content_hash": "49d865777e186aa196b6c054459607246f2ab471dc2971d3c167b66fe5e6f467", "fetched_at": "2026-08-29T08:55:47.586113+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startHello.html"}, {"content_hash": "bc776279342b1d7f44cfc43c9e9bdcd3ec4b0914c434c4fbe1dafccd6a3cf11d", "fetched_at": "2026-08-29T08:55:47.588336+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/tensorspace"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:01:45.322201+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0177ce641e98683bfbf7fd45800aeebe4d68c76da6dc7a2fb5576736a9771231", "fetched_at": "2026-08-28T04:09:11.960419+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorspace-team/tensorspace"}, {"content_hash": "5d75408d8ae938df1fc00392a38527ea51f30059fa172286aab479275e6c716f", "fetched_at": "2026-08-29T08:55:47.576485+00:00", "kind": "homepage", "missing": false, "url": "https://tensorspace.org"}, {"content_hash": "03607487fd8984d1152a6634caa360aa1c6aafc28a3f4d4231b5abb60276f625", "fetched_at": "2026-08-29T08:55:47.583856+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startIntro.html"}, {"content_hash": "49d865777e186aa196b6c054459607246f2ab471dc2971d3c167b66fe5e6f467", "fetched_at": "2026-08-29T08:55:47.586113+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startHello.html"}, {"content_hash": "bc776279342b1d7f44cfc43c9e9bdcd3ec4b0914c434c4fbe1dafccd6a3cf11d", "fetched_at": "2026-08-29T08:55:47.588336+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/tensorspace"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:01:45.322201+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0177ce641e98683bfbf7fd45800aeebe4d68c76da6dc7a2fb5576736a9771231", "fetched_at": "2026-08-28T04:09:11.960419+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tensorspace-team/tensorspace"}, {"content_hash": "5d75408d8ae938df1fc00392a38527ea51f30059fa172286aab479275e6c716f", "fetched_at": "2026-08-29T08:55:47.576485+00:00", "kind": "homepage", "missing": false, "url": "https://tensorspace.org"}, {"content_hash": "03607487fd8984d1152a6634caa360aa1c6aafc28a3f4d4231b5abb60276f625", "fetched_at": "2026-08-29T08:55:47.583856+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startIntro.html"}, {"content_hash": "49d865777e186aa196b6c054459607246f2ab471dc2971d3c167b66fe5e6f467", "fetched_at": "2026-08-29T08:55:47.586113+00:00", "kind": "site_page", "missing": false, "url": "https://tensorspace.org/html/docs/startHello.html"}, {"content_hash": "bc776279342b1d7f44cfc43c9e9bdcd3ec4b0914c434c4fbe1dafccd6a3cf11d", "fetched_at": "2026-08-29T08:55:47.588336+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/tensorspace"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2964, "days_push": 1367, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}