{"adoption": {"forks": 1273, "observed_at": "2026-08-28T04:07:25.607677+00:00", "stars": 2850}, "canonical_url": "https://ross.abutalabs.com/products/openmv", "card": {"archived": false, "artifact_type": "application", "description": "OpenMV Camera Module", "domain": ["computer-vision", "machine-learning", "embedded-systems", "robotics"], "enriched": true, "function": ["machine-learning", "computer-vision", "image-processing", "embedded"], "health_score": 100, "homepage": null, "language": "C", "license": null, "license_family": "other", "maturity": "active", "member_repos": ["openmv/openmv"], "name": "openmv/openmv", "platform": ["embedded", "python", "cpp", "c"], "pushed_at": "2026-08-26T15:46:05+00:00", "repo": "openmv/openmv", "stars": 2850, "tags": ["machine-vision", "microcontroller-firmware", "tensorflow-lite-micro", "camera", "micropython", "edge-ai", "npu"], "topics": [], "urls": [], "use_cases": ["build a color tracking camera for a robot", "detect QR codes and AprilTags with a microcontroller camera", "run YOLO object detection on a low-power embedded camera", "stream MJPEG video from a small camera module", "prototype computer vision projects in Python on embedded hardware", "add machine vision to Arduino or robotics projects"], "what_it_is": "OpenMV is an open-source machine vision platform consisting of camera hardware firmware programmable in Python 3 (MicroPython). The firmware includes an image processing library with feature detection, color tracking, QR/barcode decoding, AprilTag recognition, and TensorFlow/edge AI support with NPU acceleration.", "when_to_avoid": ["you need high-resolution desktop GPU-accelerated vision processing", "you want a general-purpose SBC Linux environment rather than microcontroller firmware"], "when_to_choose": ["you need programmable machine vision on microcontroller hardware", "you want Python-based computer vision with edge AI acceleration", "you're building battery-powered AI vision applications"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/openmv", "repo": "openmv/openmv", "role": "main", "score": 91}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:36:59.956992+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b5bbad579a8e2fc8db90c78cea786c62c36263eaf1f3ce0c68cb66920f7e2f6d", "fetched_at": "2026-08-28T04:07:25.607677+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openmv/openmv"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:36:59.956992+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b5bbad579a8e2fc8db90c78cea786c62c36263eaf1f3ce0c68cb66920f7e2f6d", "fetched_at": "2026-08-28T04:07:25.607677+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openmv/openmv"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:36:59.956992+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b5bbad579a8e2fc8db90c78cea786c62c36263eaf1f3ce0c68cb66920f7e2f6d", "fetched_at": "2026-08-28T04:07:25.607677+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openmv/openmv"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:36:59.956992+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b5bbad579a8e2fc8db90c78cea786c62c36263eaf1f3ce0c68cb66920f7e2f6d", "fetched_at": "2026-08-28T04:07:25.607677+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openmv/openmv"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:36:59.956992+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b5bbad579a8e2fc8db90c78cea786c62c36263eaf1f3ce0c68cb66920f7e2f6d", "fetched_at": "2026-08-28T04:07:25.607677+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openmv/openmv"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:36:59.956992+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b5bbad579a8e2fc8db90c78cea786c62c36263eaf1f3ce0c68cb66920f7e2f6d", "fetched_at": "2026-08-28T04:07:25.607677+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openmv/openmv"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.607677+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:36:59.956992+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b5bbad579a8e2fc8db90c78cea786c62c36263eaf1f3ce0c68cb66920f7e2f6d", "fetched_at": "2026-08-28T04:07:25.607677+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openmv/openmv"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:36:59.956992+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b5bbad579a8e2fc8db90c78cea786c62c36263eaf1f3ce0c68cb66920f7e2f6d", "fetched_at": "2026-08-28T04:07:25.607677+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openmv/openmv"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:36:59.956992+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b5bbad579a8e2fc8db90c78cea786c62c36263eaf1f3ce0c68cb66920f7e2f6d", "fetched_at": "2026-08-28T04:07:25.607677+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openmv/openmv"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:36:59.956992+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b5bbad579a8e2fc8db90c78cea786c62c36263eaf1f3ce0c68cb66920f7e2f6d", "fetched_at": "2026-08-28T04:07:25.607677+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openmv/openmv"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 75}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4676, "days_push": 7, "days_rel": 8, "gap_med": 112, "n_releases_24m": 8}, "score": 91, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}