{"adoption": {"forks": 212, "observed_at": "2026-08-28T04:04:06.666449+00:00", "stars": 1243}, "canonical_url": "https://ross.abutalabs.com/products/tf-encrypted", "card": {"archived": false, "artifact_type": "framework", "description": "A Framework for Encrypted Machine Learning in TensorFlow", "domain": ["machine-learning", "privacy", "security", "deep-learning"], "enriched": true, "function": ["machine-learning", "deep-learning", "cryptography", "privacy", "security"], "health_score": 20, "homepage": "https://tf-encrypted.io/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["tf-encrypted/tf-encrypted"], "name": "tf-encrypted/tf-encrypted", "platform": ["python", "cross-platform"], "pushed_at": "2024-09-25T05:32:38+00:00", "repo": "tf-encrypted/tf-encrypted", "stars": 1243, "tags": ["secure-multi-party-computation", "homomorphic-encryption", "privacy-preserving-ml", "tensorflow", "encrypted-computation", "confidential-computing"], "topics": ["secure-computation", "machine-learning", "tensorflow", "privacy", "cryptography", "deep-learning", "confidential-computing"], "urls": [], "use_cases": ["train machine learning models on encrypted data", "run predictions on private data without decrypting it", "build privacy-preserving ML services with secure multi-party computation", "apply homomorphic encryption to TensorFlow models", "protect sensitive data in collaborative ML across parties", "experiment with encrypted deep learning without cryptography expertise"], "what_it_is": "TF Encrypted is a Python framework for privacy-preserving machine learning in TensorFlow, enabling training and prediction on encrypted data using secure multi-party computation and homomorphic encryption. It exposes a Keras-like API so developers can build encrypted ML workflows without cryptography expertise.", "when_to_avoid": ["you need cutting-edge performance or the latest MPC research techniques, as the project is in maintenance mode", "you are not using TensorFlow or need framework-agnostic encrypted computation", "you rely on legacy TF1 features like sessions and placeholders"], "when_to_choose": ["you need to train or run inference on data that must stay encrypted", "you want privacy-preserving ML with a familiar TensorFlow/Keras-style API", "multiple parties need to jointly compute on private data without sharing it"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/tf-encrypted", "repo": "tf-encrypted/tf-encrypted", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T05:08:21.461229+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f0b188406ac2f167afc7775f7733fa7fc3f7669e0ed048ce0bf3d9608d1e6ca2", "fetched_at": "2026-08-28T04:04:06.666449+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tf-encrypted/tf-encrypted"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T12:20:17.985220+00:00", "kind": "homepage", "missing": false, "url": "https://tf-encrypted.io/"}, {"content_hash": "3d0af1d67b4cfdf99886d805d65d9f215ecdad24e09849b1ee18757da34b9e6f", "fetched_at": "2026-08-29T12:20:17.994986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tf-encrypted/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T05:08:21.461229+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f0b188406ac2f167afc7775f7733fa7fc3f7669e0ed048ce0bf3d9608d1e6ca2", "fetched_at": "2026-08-28T04:04:06.666449+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tf-encrypted/tf-encrypted"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T12:20:17.985220+00:00", "kind": "homepage", "missing": false, "url": "https://tf-encrypted.io/"}, {"content_hash": "3d0af1d67b4cfdf99886d805d65d9f215ecdad24e09849b1ee18757da34b9e6f", "fetched_at": "2026-08-29T12:20:17.994986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tf-encrypted/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T05:08:21.461229+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f0b188406ac2f167afc7775f7733fa7fc3f7669e0ed048ce0bf3d9608d1e6ca2", "fetched_at": "2026-08-28T04:04:06.666449+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tf-encrypted/tf-encrypted"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T12:20:17.985220+00:00", "kind": "homepage", "missing": false, "url": "https://tf-encrypted.io/"}, {"content_hash": "3d0af1d67b4cfdf99886d805d65d9f215ecdad24e09849b1ee18757da34b9e6f", "fetched_at": "2026-08-29T12:20:17.994986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tf-encrypted/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T05:08:21.461229+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f0b188406ac2f167afc7775f7733fa7fc3f7669e0ed048ce0bf3d9608d1e6ca2", "fetched_at": "2026-08-28T04:04:06.666449+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tf-encrypted/tf-encrypted"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T12:20:17.985220+00:00", "kind": "homepage", "missing": false, "url": "https://tf-encrypted.io/"}, {"content_hash": "3d0af1d67b4cfdf99886d805d65d9f215ecdad24e09849b1ee18757da34b9e6f", "fetched_at": "2026-08-29T12:20:17.994986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tf-encrypted/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T05:08:21.461229+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f0b188406ac2f167afc7775f7733fa7fc3f7669e0ed048ce0bf3d9608d1e6ca2", "fetched_at": "2026-08-28T04:04:06.666449+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tf-encrypted/tf-encrypted"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T12:20:17.985220+00:00", "kind": "homepage", "missing": false, "url": "https://tf-encrypted.io/"}, {"content_hash": "3d0af1d67b4cfdf99886d805d65d9f215ecdad24e09849b1ee18757da34b9e6f", "fetched_at": "2026-08-29T12:20:17.994986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tf-encrypted/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T05:08:21.461229+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f0b188406ac2f167afc7775f7733fa7fc3f7669e0ed048ce0bf3d9608d1e6ca2", "fetched_at": "2026-08-28T04:04:06.666449+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tf-encrypted/tf-encrypted"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T12:20:17.985220+00:00", "kind": "homepage", "missing": false, "url": "https://tf-encrypted.io/"}, {"content_hash": "3d0af1d67b4cfdf99886d805d65d9f215ecdad24e09849b1ee18757da34b9e6f", "fetched_at": "2026-08-29T12:20:17.994986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tf-encrypted/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:06.666449+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T05:08:21.461229+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f0b188406ac2f167afc7775f7733fa7fc3f7669e0ed048ce0bf3d9608d1e6ca2", "fetched_at": "2026-08-28T04:04:06.666449+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tf-encrypted/tf-encrypted"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T12:20:17.985220+00:00", "kind": "homepage", "missing": false, "url": "https://tf-encrypted.io/"}, {"content_hash": "3d0af1d67b4cfdf99886d805d65d9f215ecdad24e09849b1ee18757da34b9e6f", "fetched_at": "2026-08-29T12:20:17.994986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tf-encrypted/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T05:08:21.461229+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f0b188406ac2f167afc7775f7733fa7fc3f7669e0ed048ce0bf3d9608d1e6ca2", "fetched_at": "2026-08-28T04:04:06.666449+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tf-encrypted/tf-encrypted"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T12:20:17.985220+00:00", "kind": "homepage", "missing": false, "url": "https://tf-encrypted.io/"}, {"content_hash": "3d0af1d67b4cfdf99886d805d65d9f215ecdad24e09849b1ee18757da34b9e6f", "fetched_at": "2026-08-29T12:20:17.994986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tf-encrypted/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T05:08:21.461229+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f0b188406ac2f167afc7775f7733fa7fc3f7669e0ed048ce0bf3d9608d1e6ca2", "fetched_at": "2026-08-28T04:04:06.666449+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tf-encrypted/tf-encrypted"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T12:20:17.985220+00:00", "kind": "homepage", "missing": false, "url": "https://tf-encrypted.io/"}, {"content_hash": "3d0af1d67b4cfdf99886d805d65d9f215ecdad24e09849b1ee18757da34b9e6f", "fetched_at": "2026-08-29T12:20:17.994986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tf-encrypted/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T05:08:21.461229+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f0b188406ac2f167afc7775f7733fa7fc3f7669e0ed048ce0bf3d9608d1e6ca2", "fetched_at": "2026-08-28T04:04:06.666449+00:00", "kind": "readme", "missing": false, "url": "https://github.com/tf-encrypted/tf-encrypted"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-29T12:20:17.985220+00:00", "kind": "homepage", "missing": false, "url": "https://tf-encrypted.io/"}, {"content_hash": "3d0af1d67b4cfdf99886d805d65d9f215ecdad24e09849b1ee18757da34b9e6f", "fetched_at": "2026-08-29T12:20:17.994986+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/tf-encrypted/json"}], "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": 3087, "days_push": 707, "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}}