appearance-scoreMulti-face appearance / attractiveness scoring: POST multipart image to Synerunify predict API. Apply when the user asks in English (e.g. face attractiveness...
Install via ClawdBot CLI:
clawdbot install qiushosens/appearance-scoreGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → https://synerunify.com/api/process/appearance/predictCalls external URL not in known-safe list
https://synerunify.com/api/process/appearance/predict`AI Analysis
The skill sends user-provided images to an undocumented, third-party endpoint (synerunify.com) for processing. While the stated purpose is consistent, the external service is not vetted, and the privacy policy, data retention, and security practices of this endpoint are unknown, posing a data handling risk.
Audited Apr 16, 2026 · audit v1.0
Generated Oct 2, 2026
Deploy a tablet or kiosk at weddings, parties, or conferences that lets attendees upload a selfie and instantly receive an attractiveness score. The kiosk uses the Synerunify appearance API to process each photo, sorts multiple faces left-to-right, and displays rounded scores on screen. This adds a fun, shareable engagement moment without requiring staff to manually judge photos.
Integrate the appearance scoring endpoint into a dating app's onboarding flow so users can upload a profile photo and get an objective score with face regions. The app can provide feedback on photo quality, suggest better angles based on detected face positions, and help users choose their strongest profile picture. All scores are computed server-side and returned with bounding box coordinates for potential cropping suggestions.
A salon website or in-store tablet offers a free 'appearance analysis' where customers upload a photo and receive a score along with face region data. The business captures leads by requiring an email or phone number before showing the result, then follows up with personalized beauty service recommendations. The score serves as a hook while the real value is in the consultation pipeline.
Photo contest platforms can use the API to automatically score submitted portrait photos and sort entries by face position and score for fair, consistent judging. The region data helps crop or frame each face for display, while the score provides a baseline metric for popular vote or editorial ranking. This reduces manual review effort for large volumes of submissions.
A gaming or virtual avatar platform accepts a user's photo, scores the face, and uses the region coordinates to crop and align the face for avatar generation. The appearance score can influence avatar attributes such as glamour level or in-game perks, creating a playful feedback loop. The left-to-right sorting ensures consistent handling of group photos with multiple people.
Offer a free tier that allows a limited number of appearance score requests per month, with paid plans for higher volume, faster processing, or batch uploads. The free tier drives developer adoption and viral integration into small projects, while growing apps naturally upgrade as their user base scales. This mirrors common API business models and lowers the barrier to entry.
Package the appearance scoring capability into a branded kiosk application or mobile app that event planners, salons, and retailers can license for a flat fee or revenue share. The end user sees a polished experience, while the business pays for the software and API usage bundled together. This creates recurring revenue from businesses that want the feature without building it themselves.
Sell pre-paid credit packs to individuals or small businesses that only need occasional appearance scoring, such as photographers or contest organizers. Each scan deducts one credit, and credits never expire or have a long validity period. This captures users who are unwilling to commit to subscriptions but still generate meaningful transaction volume.
💬 Integration Tip
Send the image as multipart/form-data with the field name 'image' and a proper MIME type like image/jpeg; avoid query parameters. Always check the HTTP status and response 'message' on failure, and sort faces by region.x1 for left-to-right reporting.
Scored Oct 2, 2026
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