{"adoption": {"forks": 88, "observed_at": "2026-09-03T02:15:17.921229+00:00", "stars": 1001}, "canonical_url": "https://ross.abutalabs.com/products/scam-ai-multi-modal-evaluation-system", "card": {"archived": false, "artifact_type": "library", "description": null, "domain": ["artificial-intelligence", "security", "deep-learning", "computer-vision"], "enriched": true, "function": ["machine-learning", "nlp", "image-processing", "audio-processing", "video-processing", "computer-vision", "security", "alerting", "analytics"], "health_score": 50, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System"], "name": "siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System", "platform": ["python", "cross-platform"], "pushed_at": "2025-11-05T01:36:42+00:00", "repo": "siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System", "stars": 1001, "tags": ["fraud-detection", "deepfake-detection", "multi-modal", "provenance-tracing", "scam-detection", "content-authenticity", "natural-language-processing", "audio", "video"], "topics": [], "urls": [], "use_cases": ["detect scam content in text images audio and video", "trace the provenance of AI-generated content", "detect deepfakes across multiple modalities", "flag fraudulent social media posts automatically", "analyze cross-modal inconsistencies to spot fraud", "build an alerting pipeline for fraud signals"], "what_it_is": "A Python-based multi-modal AI system for detecting fraudulent content across text, image, audio, and video, with provenance tracing and cross-modal consistency analysis. It includes an alert engine, signal combination strategies, and continuous learning of evolving generative patterns.", "when_to_avoid": ["you need a production-grade, commercially supported fraud platform", "you only need simple keyword-based spam filtering", "you cannot run GPU-backed ML models locally"], "when_to_choose": ["you need multi-modal fraud or scam detection in Python", "you want provenance tracing for AI-generated content", "you need configurable alert rules over combined detection signals"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/scam-ai-multi-modal-evaluation-system", "repo": "siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System", "role": "main", "score": 39}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:16:09.583497+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "226d27a36ca55b84ecbac4f7568177cf0f9bbc730225b640117455c26c723327", "fetched_at": "2026-09-03T02:15:17.921229+00:00", "kind": "readme", "missing": false, "url": "https://github.com/siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:16:09.583497+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "226d27a36ca55b84ecbac4f7568177cf0f9bbc730225b640117455c26c723327", "fetched_at": "2026-09-03T02:15:17.921229+00:00", "kind": "readme", "missing": false, "url": "https://github.com/siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:16:09.583497+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "226d27a36ca55b84ecbac4f7568177cf0f9bbc730225b640117455c26c723327", "fetched_at": "2026-09-03T02:15:17.921229+00:00", "kind": "readme", "missing": false, "url": "https://github.com/siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:16:09.583497+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "226d27a36ca55b84ecbac4f7568177cf0f9bbc730225b640117455c26c723327", "fetched_at": "2026-09-03T02:15:17.921229+00:00", "kind": "readme", "missing": false, "url": "https://github.com/siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:16:09.583497+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "226d27a36ca55b84ecbac4f7568177cf0f9bbc730225b640117455c26c723327", "fetched_at": "2026-09-03T02:15:17.921229+00:00", "kind": "readme", "missing": false, "url": "https://github.com/siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:16:09.583497+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "226d27a36ca55b84ecbac4f7568177cf0f9bbc730225b640117455c26c723327", "fetched_at": "2026-09-03T02:15:17.921229+00:00", "kind": "readme", "missing": false, "url": "https://github.com/siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-09-03T02:15:17.921229+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:16:09.583497+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "226d27a36ca55b84ecbac4f7568177cf0f9bbc730225b640117455c26c723327", "fetched_at": "2026-09-03T02:15:17.921229+00:00", "kind": "readme", "missing": false, "url": "https://github.com/siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:16:09.583497+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "226d27a36ca55b84ecbac4f7568177cf0f9bbc730225b640117455c26c723327", "fetched_at": "2026-09-03T02:15:17.921229+00:00", "kind": "readme", "missing": false, "url": "https://github.com/siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:16:09.583497+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "226d27a36ca55b84ecbac4f7568177cf0f9bbc730225b640117455c26c723327", "fetched_at": "2026-09-03T02:15:17.921229+00:00", "kind": "readme", "missing": false, "url": "https://github.com/siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:16:09.583497+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "226d27a36ca55b84ecbac4f7568177cf0f9bbc730225b640117455c26c723327", "fetched_at": "2026-09-03T02:15:17.921229+00:00", "kind": "readme", "missing": false, "url": "https://github.com/siyuanchen0214/Scam-AI-Multi-modal-Evaluation-System"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 50, "longevity": 21, "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": 302, "days_push": 302, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 39, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 3, "stale_scrape": false}}