{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_deepdetector","slug":"deepdetector","name":"DeepDetector","type":"product","url":"https://www.duckduckgoose.ai","page_url":"https://unfragile.ai/deepdetector","categories":["data-analysis"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_deepdetector__cap_0","uri":"capability://productivity.real.time.deepfake.detection","name":"real-time deepfake detection","description":"Analyzes video content in real-time to identify synthetic or manipulated facial content with high accuracy. Processes video streams without significant latency, enabling immediate verification decisions.","intents":["I need to quickly verify if a video is authentic or deepfaked","I want to screen user-generated content for synthetic media before publishing","I need to authenticate video evidence for legal or investigative purposes"],"best_for":["newsrooms and media organizations","law enforcement agencies","content moderation teams","fact-checking organizations"],"limitations":["Performance degrades on compressed video formats (MP4, H.264)","Accuracy depends on video quality and resolution","Less reliable on heavily compressed or low-quality footage from social media","Requires sufficient facial visibility and clarity"],"requires":["video file or stream input","adequate video resolution and quality","paid subscription access"],"input_types":["video files","video streams","video URLs"],"output_types":["detection result (authentic/deepfake)","confidence score","temporal analysis"],"categories":["productivity","security","content verification"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_deepdetector__cap_1","uri":"capability://productivity.facial.inconsistency.highlighting","name":"facial inconsistency highlighting","description":"Identifies and visually highlights specific facial regions and temporal inconsistencies that indicate deepfake manipulation. Provides explainable AI output showing exactly which areas triggered detection flags.","intents":["I want to understand why a video was flagged as a deepfake","I need to show evidence of manipulation to stakeholders","I want to educate audiences about deepfake indicators"],"best_for":["journalists and fact-checkers","media organizations","law enforcement investigators","content creators seeking to understand detection logic"],"limitations":["Explainability depends on detection confidence levels","May not catch all subtle manipulation techniques","Requires sufficient facial detail for accurate highlighting"],"requires":["detected deepfake video","high enough resolution to identify facial regions"],"input_types":["video files with facial content"],"output_types":["annotated video with highlighted regions","temporal inconsistency markers","explanation text"],"categories":["productivity","security","explainability"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_deepdetector__cap_2","uri":"capability://security.temporal.inconsistency.detection","name":"temporal inconsistency detection","description":"Analyzes frame-by-frame temporal patterns and facial movements across video sequences to identify unnatural transitions or inconsistencies characteristic of deepfake generation. Detects artifacts that emerge from synthetic video synthesis.","intents":["I need to detect deepfakes that use advanced synthesis techniques","I want to identify frame-level artifacts in suspicious videos","I need to verify video authenticity based on motion patterns"],"best_for":["forensic video analysts","law enforcement agencies","media authentication specialists","high-stakes content verification scenarios"],"limitations":["May produce false positives on heavily compressed videos","Effectiveness varies with video frame rate and quality","Cannot detect all advanced deepfake techniques"],"requires":["video with sufficient frame rate","clear facial movement sequences","uncompressed or minimally compressed source"],"input_types":["video files","video sequences"],"output_types":["temporal inconsistency flags","frame-level analysis reports","motion pattern anomalies"],"categories":["security","content verification"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_deepdetector__cap_3","uri":"capability://productivity.batch.video.authentication","name":"batch video authentication","description":"Processes multiple video files sequentially or in parallel to authenticate content at scale. Enables organizations to verify large volumes of user-generated or incoming content efficiently.","intents":["I need to screen hundreds of videos for deepfakes quickly","I want to automate content verification across my platform","I need to process a large archive of videos for authentication"],"best_for":["large media organizations","social media platforms","content moderation teams","news agencies with high content volume"],"limitations":["Processing time scales with number and size of videos","Requires sufficient computational resources","Performance degrades with compressed formats"],"requires":["multiple video files","sufficient storage and processing capacity","paid subscription with batch processing capability"],"input_types":["multiple video files","video directories","batch upload lists"],"output_types":["batch authentication report","per-video detection results","summary statistics"],"categories":["productivity","security"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_deepdetector__cap_4","uri":"capability://productivity.confidence.scoring.and.risk.assessment","name":"confidence scoring and risk assessment","description":"Assigns confidence scores to deepfake detection results and provides risk assessment levels. Helps users understand the certainty of detection and make informed decisions about content handling.","intents":["I need to know how confident the system is about its detection","I want to prioritize which flagged videos need manual review","I need to set thresholds for automatic content removal"],"best_for":["content moderation teams","newsrooms making publication decisions","platform operators setting automated policies","investigators prioritizing cases"],"limitations":["Confidence scores may not correlate perfectly with actual accuracy","Scores vary based on video quality and facial clarity","May be overconfident on certain deepfake types"],"requires":["completed deepfake detection analysis","sufficient video quality for reliable scoring"],"input_types":["detection results"],"output_types":["confidence score (0-100%)","risk level classification","recommendation for action"],"categories":["productivity","security"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"low","permissions":["video file or stream input","adequate video resolution and quality","paid subscription access","detected deepfake video","high enough resolution to identify facial regions","video with sufficient frame rate","clear facial movement sequences","uncompressed or minimally compressed source","multiple video files","sufficient storage and processing capacity"],"failure_modes":["Performance degrades on compressed video formats (MP4, H.264)","Accuracy depends on video quality and resolution","Less reliable on heavily compressed or low-quality footage from social media","Requires sufficient facial visibility and clarity","Explainability depends on detection confidence levels","May not catch all subtle manipulation techniques","Requires sufficient facial detail for accurate highlighting","May produce false positives on heavily compressed videos","Effectiveness varies with video frame rate and quality","Cannot detect all advanced deepfake techniques","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.77,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:30.283Z","last_scraped_at":"2026-04-05T13:23:42.548Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=deepdetector","compare_url":"https://unfragile.ai/compare?artifact=deepdetector"}},"signature":"lUR5dMFi4nR1L6jya+7vJCVniKw9EMHIMNG6jUc0sI81Kw26xPa8GwPiodYTzXCDE5t5YjOB3O8jJweo5VBACg==","signedAt":"2026-06-21T03:08:15.135Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/deepdetector","artifact":"https://unfragile.ai/deepdetector","verify":"https://unfragile.ai/api/v1/verify?slug=deepdetector","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}