{"adoption": {"forks": 458, "observed_at": "2026-08-28T04:08:09.336089+00:00", "stars": 3544}, "canonical_url": "https://ross.abutalabs.com/products/ml-workspace", "card": {"archived": false, "artifact_type": "application", "description": "🛠 All-in-one web-based IDE specialized for machine learning and data science.", "domain": ["machine-learning", "data-science", "developer-tools", "deep-learning"], "enriched": true, "function": ["developer-tools", "data-science", "machine-learning", "deep-learning", "data-visualization", "nlp"], "health_score": 20, "homepage": "https://mltooling.org/ml-workspace", "language": "Jupyter Notebook", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["ml-tooling/ml-workspace"], "name": "ml-tooling/ml-workspace", "platform": ["windows", "self-hosted"], "pushed_at": "2024-07-26T07:39:39+00:00", "repo": "ml-tooling/ml-workspace", "stars": 3544, "tags": ["jupyter", "vscode", "web-ide", "tensorflow", "pytorch", "gpu", "remote-kernel", "ssh", "vnc", "anaconda", "docker", "linux", "macos", "web-server", "kubernetes"], "topics": ["machine-learning", "deep-learning", "data-science", "docker", "jupyter", "jupyter-lab", "python", "anaconda", "tensorflow", "pytorch", "neural-networks", "data-analysis", "scikit-learn", "r", "gpu", "jupyter-notebook", "kubernetes", "data-visualization", "vscode", "nlp"], "urls": [], "use_cases": ["spin up a preconfigured jupyter environment for machine learning", "run a remote jupyter kernel or vscode server over ssh", "access a full linux desktop with data science tools from a browser", "train pytorch or tensorflow models with gpu support in docker", "set up a reproducible data science workspace on kubernetes", "monitor training runs with tensorboard and netdata"], "what_it_is": "ML Workspace is an all-in-one web-based IDE Docker image specialized for machine learning and data science. It bundles Jupyter, JupyterLab, VS Code, a Linux desktop GUI, and popular data science libraries (TensorFlow, PyTorch, scikit-learn) into a single deployable container.", "when_to_avoid": ["you need a lightweight minimal image or custom toolchain", "you require actively developed features - the project's latest release is mid-2024 and appears in maintenance", "you prefer native local IDEs over containerized web-based environments"], "when_to_choose": ["you want a batteries-included ML development environment deployable in minutes via Docker", "you need browser-based access to Jupyter, VS Code, and a Linux desktop from one port", "you want preinstalled data science libraries without local setup hassle"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ml-workspace", "repo": "ml-tooling/ml-workspace", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:34:26.372040+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e55d7b6faeb0a30ab1c114e2740dc97460b546558af0e244f80a94061371b5ce", "fetched_at": "2026-08-28T04:08:09.336089+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ml-tooling/ml-workspace"}, {"content_hash": "6972880bd0d22038ddd3705f32a79df39b6e253847da4c088bf94555d40a3ebb", "fetched_at": "2026-08-29T09:28:33.426258+00:00", "kind": "homepage", "missing": false, "url": "https://mltooling.org/ml-workspace"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:34:26.372040+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e55d7b6faeb0a30ab1c114e2740dc97460b546558af0e244f80a94061371b5ce", "fetched_at": "2026-08-28T04:08:09.336089+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ml-tooling/ml-workspace"}, {"content_hash": "6972880bd0d22038ddd3705f32a79df39b6e253847da4c088bf94555d40a3ebb", "fetched_at": "2026-08-29T09:28:33.426258+00:00", "kind": "homepage", "missing": false, "url": "https://mltooling.org/ml-workspace"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:34:26.372040+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e55d7b6faeb0a30ab1c114e2740dc97460b546558af0e244f80a94061371b5ce", "fetched_at": "2026-08-28T04:08:09.336089+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ml-tooling/ml-workspace"}, {"content_hash": "6972880bd0d22038ddd3705f32a79df39b6e253847da4c088bf94555d40a3ebb", "fetched_at": "2026-08-29T09:28:33.426258+00:00", "kind": "homepage", "missing": false, "url": "https://mltooling.org/ml-workspace"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:34:26.372040+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e55d7b6faeb0a30ab1c114e2740dc97460b546558af0e244f80a94061371b5ce", "fetched_at": "2026-08-28T04:08:09.336089+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ml-tooling/ml-workspace"}, {"content_hash": "6972880bd0d22038ddd3705f32a79df39b6e253847da4c088bf94555d40a3ebb", "fetched_at": "2026-08-29T09:28:33.426258+00:00", "kind": "homepage", "missing": false, "url": "https://mltooling.org/ml-workspace"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:34:26.372040+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e55d7b6faeb0a30ab1c114e2740dc97460b546558af0e244f80a94061371b5ce", "fetched_at": "2026-08-28T04:08:09.336089+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ml-tooling/ml-workspace"}, {"content_hash": "6972880bd0d22038ddd3705f32a79df39b6e253847da4c088bf94555d40a3ebb", "fetched_at": "2026-08-29T09:28:33.426258+00:00", "kind": "homepage", "missing": false, "url": "https://mltooling.org/ml-workspace"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:34:26.372040+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e55d7b6faeb0a30ab1c114e2740dc97460b546558af0e244f80a94061371b5ce", "fetched_at": "2026-08-28T04:08:09.336089+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ml-tooling/ml-workspace"}, {"content_hash": "6972880bd0d22038ddd3705f32a79df39b6e253847da4c088bf94555d40a3ebb", "fetched_at": "2026-08-29T09:28:33.426258+00:00", "kind": "homepage", "missing": false, "url": "https://mltooling.org/ml-workspace"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.336089+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:34:26.372040+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e55d7b6faeb0a30ab1c114e2740dc97460b546558af0e244f80a94061371b5ce", "fetched_at": "2026-08-28T04:08:09.336089+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ml-tooling/ml-workspace"}, {"content_hash": "6972880bd0d22038ddd3705f32a79df39b6e253847da4c088bf94555d40a3ebb", "fetched_at": "2026-08-29T09:28:33.426258+00:00", "kind": "homepage", "missing": false, "url": "https://mltooling.org/ml-workspace"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:34:26.372040+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e55d7b6faeb0a30ab1c114e2740dc97460b546558af0e244f80a94061371b5ce", "fetched_at": "2026-08-28T04:08:09.336089+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ml-tooling/ml-workspace"}, {"content_hash": "6972880bd0d22038ddd3705f32a79df39b6e253847da4c088bf94555d40a3ebb", "fetched_at": "2026-08-29T09:28:33.426258+00:00", "kind": "homepage", "missing": false, "url": "https://mltooling.org/ml-workspace"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:34:26.372040+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e55d7b6faeb0a30ab1c114e2740dc97460b546558af0e244f80a94061371b5ce", "fetched_at": "2026-08-28T04:08:09.336089+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ml-tooling/ml-workspace"}, {"content_hash": "6972880bd0d22038ddd3705f32a79df39b6e253847da4c088bf94555d40a3ebb", "fetched_at": "2026-08-29T09:28:33.426258+00:00", "kind": "homepage", "missing": false, "url": "https://mltooling.org/ml-workspace"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:34:26.372040+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e55d7b6faeb0a30ab1c114e2740dc97460b546558af0e244f80a94061371b5ce", "fetched_at": "2026-08-28T04:08:09.336089+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ml-tooling/ml-workspace"}, {"content_hash": "6972880bd0d22038ddd3705f32a79df39b6e253847da4c088bf94555d40a3ebb", "fetched_at": "2026-08-29T09:28:33.426258+00:00", "kind": "homepage", "missing": false, "url": "https://mltooling.org/ml-workspace"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2655, "days_push": 768, "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}}