{"adoption": {"forks": 100, "observed_at": "2026-08-28T04:06:28.909052+00:00", "stars": 2228}, "canonical_url": "https://ross.abutalabs.com/products/neural-redis", "card": {"archived": false, "artifact_type": "library", "description": "Neural networks module for Redis", "domain": ["machine-learning", "databases", "artificial-intelligence"], "enriched": true, "function": ["machine-learning", "database", "plugin-system"], "health_score": 20, "homepage": null, "language": "C", "license": "BSD-3-Clause", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["antirez/neural-redis"], "name": "antirez/neural-redis", "platform": ["c", "self-hosted"], "pushed_at": "2018-07-23T11:39:34+00:00", "repo": "antirez/neural-redis", "stars": 2228, "tags": ["redis-module", "feedforward-neural-networks", "rprop", "online-training", "classification", "regression", "linux", "macos"], "topics": [], "urls": [], "use_cases": ["train a neural network inside redis", "simple classification and regression from user events", "predict which ad or promotion converts best", "online machine learning without a separate ML stack", "retrain a model as new data arrives in redis"], "what_it_is": "A Redis loadable module (written in C) that implements feed-forward neural networks as a native Redis data type. It compresses data collection, training, and inference into a single in-server API with online training in background threads.", "when_to_avoid": ["you need deep learning, CNNs, or RNNs for vision or sequence tasks", "you need an actively maintained project - the last release was 2018", "you need GPU acceleration or state-of-the-art model architectures"], "when_to_choose": ["you already run Redis and want lightweight, simple ML for small regression/classification tasks", "you want training and inference co-located with your data store", "you need fast-to-train fully connected networks with automatic normalization"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/neural-redis", "repo": "antirez/neural-redis", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:44:42.245407+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6a19345e6f613078dcffc4682127316786e4d6bd602a909c4abe5002333f422a", "fetched_at": "2026-08-28T04:06:28.909052+00:00", "kind": "readme", "missing": false, "url": "https://github.com/antirez/neural-redis"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:44:42.245407+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6a19345e6f613078dcffc4682127316786e4d6bd602a909c4abe5002333f422a", "fetched_at": "2026-08-28T04:06:28.909052+00:00", "kind": "readme", "missing": false, "url": "https://github.com/antirez/neural-redis"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:44:42.245407+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6a19345e6f613078dcffc4682127316786e4d6bd602a909c4abe5002333f422a", "fetched_at": "2026-08-28T04:06:28.909052+00:00", "kind": "readme", "missing": false, "url": "https://github.com/antirez/neural-redis"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:44:42.245407+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6a19345e6f613078dcffc4682127316786e4d6bd602a909c4abe5002333f422a", "fetched_at": "2026-08-28T04:06:28.909052+00:00", "kind": "readme", "missing": false, "url": "https://github.com/antirez/neural-redis"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:44:42.245407+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6a19345e6f613078dcffc4682127316786e4d6bd602a909c4abe5002333f422a", "fetched_at": "2026-08-28T04:06:28.909052+00:00", "kind": "readme", "missing": false, "url": "https://github.com/antirez/neural-redis"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:44:42.245407+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6a19345e6f613078dcffc4682127316786e4d6bd602a909c4abe5002333f422a", "fetched_at": "2026-08-28T04:06:28.909052+00:00", "kind": "readme", "missing": false, "url": "https://github.com/antirez/neural-redis"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:28.909052+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:44:42.245407+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6a19345e6f613078dcffc4682127316786e4d6bd602a909c4abe5002333f422a", "fetched_at": "2026-08-28T04:06:28.909052+00:00", "kind": "readme", "missing": false, "url": "https://github.com/antirez/neural-redis"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:44:42.245407+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6a19345e6f613078dcffc4682127316786e4d6bd602a909c4abe5002333f422a", "fetched_at": "2026-08-28T04:06:28.909052+00:00", "kind": "readme", "missing": false, "url": "https://github.com/antirez/neural-redis"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:44:42.245407+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6a19345e6f613078dcffc4682127316786e4d6bd602a909c4abe5002333f422a", "fetched_at": "2026-08-28T04:06:28.909052+00:00", "kind": "readme", "missing": false, "url": "https://github.com/antirez/neural-redis"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:44:42.245407+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6a19345e6f613078dcffc4682127316786e4d6bd602a909c4abe5002333f422a", "fetched_at": "2026-08-28T04:06:28.909052+00:00", "kind": "readme", "missing": false, "url": "https://github.com/antirez/neural-redis"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3627, "days_push": 2963, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}