{"adoption": {"forks": 1248, "observed_at": "2026-08-28T04:10:41.474661+00:00", "stars": 10282}, "canonical_url": "https://ross.abutalabs.com/products/visdom", "card": {"archived": false, "artifact_type": "library", "description": "Tool for real-time visualization, monitoring and collaborative analysis of AI/ML experiments and live data. Supports Python, PyTorch/Torch, NumPy, TensorFlow/Keras https://visdom.dev", "domain": ["data-visualization", "machine-learning", "data-science", "developer-tools"], "enriched": true, "function": ["data-visualization", "monitoring", "analytics"], "health_score": 80, "homepage": "https://visdom.dev", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["fossasia/visdom"], "name": "fossasia/visdom", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-26T16:43:06+00:00", "repo": "fossasia/visdom", "stars": 10282, "tags": ["pytorch", "tensorflow", "experiment-tracking", "dashboards", "live-data", "plotting", "web-server"], "topics": [], "urls": [], "use_cases": ["visualize training curves of pytorch experiments in real time", "monitor live data plots from a remote server", "share experiment dashboards with collaborators", "debug machine learning code by inspecting intermediate results", "plot images and text during model training", "build dashboards for live scientific data"], "what_it_is": "Visdom is a Python tool for real-time visualization, monitoring, and collaborative analysis of live data and ML experiments. It provides a web-based UI with draggable windows for plots, images, and text, organized into persistent environments for building dashboards and debugging experiments.", "when_to_avoid": ["you need full experiment-tracking with metrics versioning and model registries like MLflow or W&B", "you only need static publication-quality plots", "your project is not Python-based"], "when_to_choose": ["you train models with PyTorch, TensorFlow, or NumPy and want lightweight live plotting", "you need to monitor experiments running on remote machines", "you want a shareable web UI for collaborative experiment inspection"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/visdom", "repo": "fossasia/visdom", "role": "main", "score": 67}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:19:20.964081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f33b4257490d2d0c65d7f965bbecdc4bd8c070833dbc7f34b478541be9d66f64", "fetched_at": "2026-08-28T04:10:41.474661+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fossasia/visdom"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:18:39.742295+00:00", "kind": "homepage", "missing": false, "url": "https://visdom.dev"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:19:20.964081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f33b4257490d2d0c65d7f965bbecdc4bd8c070833dbc7f34b478541be9d66f64", "fetched_at": "2026-08-28T04:10:41.474661+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fossasia/visdom"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:18:39.742295+00:00", "kind": "homepage", "missing": false, "url": "https://visdom.dev"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:19:20.964081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f33b4257490d2d0c65d7f965bbecdc4bd8c070833dbc7f34b478541be9d66f64", "fetched_at": "2026-08-28T04:10:41.474661+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fossasia/visdom"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:18:39.742295+00:00", "kind": "homepage", "missing": false, "url": "https://visdom.dev"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:19:20.964081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f33b4257490d2d0c65d7f965bbecdc4bd8c070833dbc7f34b478541be9d66f64", "fetched_at": "2026-08-28T04:10:41.474661+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fossasia/visdom"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:18:39.742295+00:00", "kind": "homepage", "missing": false, "url": "https://visdom.dev"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:19:20.964081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f33b4257490d2d0c65d7f965bbecdc4bd8c070833dbc7f34b478541be9d66f64", "fetched_at": "2026-08-28T04:10:41.474661+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fossasia/visdom"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:18:39.742295+00:00", "kind": "homepage", "missing": false, "url": "https://visdom.dev"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:19:20.964081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f33b4257490d2d0c65d7f965bbecdc4bd8c070833dbc7f34b478541be9d66f64", "fetched_at": "2026-08-28T04:10:41.474661+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fossasia/visdom"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:18:39.742295+00:00", "kind": "homepage", "missing": false, "url": "https://visdom.dev"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:41.474661+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:19:20.964081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f33b4257490d2d0c65d7f965bbecdc4bd8c070833dbc7f34b478541be9d66f64", "fetched_at": "2026-08-28T04:10:41.474661+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fossasia/visdom"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:18:39.742295+00:00", "kind": "homepage", "missing": false, "url": "https://visdom.dev"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:19:20.964081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f33b4257490d2d0c65d7f965bbecdc4bd8c070833dbc7f34b478541be9d66f64", "fetched_at": "2026-08-28T04:10:41.474661+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fossasia/visdom"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:18:39.742295+00:00", "kind": "homepage", "missing": false, "url": "https://visdom.dev"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:19:20.964081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f33b4257490d2d0c65d7f965bbecdc4bd8c070833dbc7f34b478541be9d66f64", "fetched_at": "2026-08-28T04:10:41.474661+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fossasia/visdom"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:18:39.742295+00:00", "kind": "homepage", "missing": false, "url": "https://visdom.dev"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:19:20.964081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f33b4257490d2d0c65d7f965bbecdc4bd8c070833dbc7f34b478541be9d66f64", "fetched_at": "2026-08-28T04:10:41.474661+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fossasia/visdom"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T08:18:39.742295+00:00", "kind": "homepage", "missing": false, "url": "https://visdom.dev"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "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": 3507, "days_push": 7, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 67, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}