{"adoption": {"forks": 201, "observed_at": "2026-08-28T04:06:10.489789+00:00", "stars": 2072}, "canonical_url": "https://ross.abutalabs.com/products/universal-data-tool", "card": {"archived": false, "artifact_type": "application", "description": "Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.", "domain": ["machine-learning", "computer-vision", "data-science"], "enriched": true, "function": ["image-processing", "nlp", "data-science", "gui"], "health_score": 27, "homepage": "https://universaldatatool.com", "language": "JavaScript", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["UniversalDataTool/universal-data-tool"], "name": "UniversalDataTool/universal-data-tool", "platform": ["windows", "cross-platform"], "pushed_at": "2025-03-15T02:09:07+00:00", "repo": "UniversalDataTool/universal-data-tool", "stars": 2072, "tags": ["data-annotation", "labeling-tool", "image-segmentation", "named-entity-recognition", "text-annotation", "audio-annotation", "dataset-creation", "udt-format", "natural-language-processing", "web-server", "linux", "macos", "desktop", "javascript"], "topics": ["computer-vision", "annotate-images", "entity-recognition", "desktop", "classification", "dataset", "annotation-tool", "deep-learning", "text-annotation", "named-entity-recognition", "text-labeling", "semantic-segmentation", "image-segmentation", "image-labeling-tool", "machine-learning", "image-annotation", "csv", "labeling", "labeling-tool", "hacktoberfest"], "urls": [], "use_cases": ["annotate images for object detection and segmentation", "label text for named entity recognition", "create image classification training datasets", "label audio data for machine learning", "collaboratively label datasets with a team", "convert and edit datasets in udt.json format"], "what_it_is": "Universal Data Tool is a web and desktop application for collaboratively annotating images, text, audio, and documents, supporting tasks like image segmentation, classification, and named entity recognition. It uses an extensible .udt.json/.udt.csv format and can be run in a browser, downloaded as a desktop app, or self-hosted on-premise.", "when_to_avoid": ["you need a fully managed, enterprise-grade annotation platform with advanced QA workflows", "your project requires very large-scale distributed labeling pipelines with integrations your stack depends on"], "when_to_choose": ["you need a free, open-source labeling tool covering multiple data types", "you want a desktop app or self-hosted option for data annotation", "you need collaborative dataset labeling with a standard file format"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/universal-data-tool", "repo": "UniversalDataTool/universal-data-tool", "role": "main", "score": 28}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:56:40.816265+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca9a0f5a03351c3f70f1bd480b92b8a10e8e30625fc20a730069193a951324c6", "fetched_at": "2026-08-28T04:06:10.489789+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UniversalDataTool/universal-data-tool"}, {"content_hash": "fd9c15aa23854f81a1906cb252e3d1c57a3611f098f15bf1dd2f12ba3475ee32", "fetched_at": "2026-08-29T10:37:04.252570+00:00", "kind": "homepage", "missing": false, "url": "https://universaldatatool.com"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:56:40.816265+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca9a0f5a03351c3f70f1bd480b92b8a10e8e30625fc20a730069193a951324c6", "fetched_at": "2026-08-28T04:06:10.489789+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UniversalDataTool/universal-data-tool"}, {"content_hash": "fd9c15aa23854f81a1906cb252e3d1c57a3611f098f15bf1dd2f12ba3475ee32", "fetched_at": "2026-08-29T10:37:04.252570+00:00", "kind": "homepage", "missing": false, "url": "https://universaldatatool.com"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:56:40.816265+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca9a0f5a03351c3f70f1bd480b92b8a10e8e30625fc20a730069193a951324c6", "fetched_at": "2026-08-28T04:06:10.489789+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UniversalDataTool/universal-data-tool"}, {"content_hash": "fd9c15aa23854f81a1906cb252e3d1c57a3611f098f15bf1dd2f12ba3475ee32", "fetched_at": "2026-08-29T10:37:04.252570+00:00", "kind": "homepage", "missing": false, "url": "https://universaldatatool.com"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:56:40.816265+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca9a0f5a03351c3f70f1bd480b92b8a10e8e30625fc20a730069193a951324c6", "fetched_at": "2026-08-28T04:06:10.489789+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UniversalDataTool/universal-data-tool"}, {"content_hash": "fd9c15aa23854f81a1906cb252e3d1c57a3611f098f15bf1dd2f12ba3475ee32", "fetched_at": "2026-08-29T10:37:04.252570+00:00", "kind": "homepage", "missing": false, "url": "https://universaldatatool.com"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:56:40.816265+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca9a0f5a03351c3f70f1bd480b92b8a10e8e30625fc20a730069193a951324c6", "fetched_at": "2026-08-28T04:06:10.489789+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UniversalDataTool/universal-data-tool"}, {"content_hash": "fd9c15aa23854f81a1906cb252e3d1c57a3611f098f15bf1dd2f12ba3475ee32", "fetched_at": "2026-08-29T10:37:04.252570+00:00", "kind": "homepage", "missing": false, "url": "https://universaldatatool.com"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:56:40.816265+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca9a0f5a03351c3f70f1bd480b92b8a10e8e30625fc20a730069193a951324c6", "fetched_at": "2026-08-28T04:06:10.489789+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UniversalDataTool/universal-data-tool"}, {"content_hash": "fd9c15aa23854f81a1906cb252e3d1c57a3611f098f15bf1dd2f12ba3475ee32", "fetched_at": "2026-08-29T10:37:04.252570+00:00", "kind": "homepage", "missing": false, "url": "https://universaldatatool.com"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:10.489789+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:56:40.816265+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca9a0f5a03351c3f70f1bd480b92b8a10e8e30625fc20a730069193a951324c6", "fetched_at": "2026-08-28T04:06:10.489789+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UniversalDataTool/universal-data-tool"}, {"content_hash": "fd9c15aa23854f81a1906cb252e3d1c57a3611f098f15bf1dd2f12ba3475ee32", "fetched_at": "2026-08-29T10:37:04.252570+00:00", "kind": "homepage", "missing": false, "url": "https://universaldatatool.com"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:56:40.816265+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca9a0f5a03351c3f70f1bd480b92b8a10e8e30625fc20a730069193a951324c6", "fetched_at": "2026-08-28T04:06:10.489789+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UniversalDataTool/universal-data-tool"}, {"content_hash": "fd9c15aa23854f81a1906cb252e3d1c57a3611f098f15bf1dd2f12ba3475ee32", "fetched_at": "2026-08-29T10:37:04.252570+00:00", "kind": "homepage", "missing": false, "url": "https://universaldatatool.com"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:56:40.816265+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca9a0f5a03351c3f70f1bd480b92b8a10e8e30625fc20a730069193a951324c6", "fetched_at": "2026-08-28T04:06:10.489789+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UniversalDataTool/universal-data-tool"}, {"content_hash": "fd9c15aa23854f81a1906cb252e3d1c57a3611f098f15bf1dd2f12ba3475ee32", "fetched_at": "2026-08-29T10:37:04.252570+00:00", "kind": "homepage", "missing": false, "url": "https://universaldatatool.com"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:56:40.816265+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca9a0f5a03351c3f70f1bd480b92b8a10e8e30625fc20a730069193a951324c6", "fetched_at": "2026-08-28T04:06:10.489789+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UniversalDataTool/universal-data-tool"}, {"content_hash": "fd9c15aa23854f81a1906cb252e3d1c57a3611f098f15bf1dd2f12ba3475ee32", "fetched_at": "2026-08-29T10:37:04.252570+00:00", "kind": "homepage", "missing": false, "url": "https://universaldatatool.com"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 11, "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": 2610, "days_push": 537, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 28, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}