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CLUSTER PHISHING-WEB-EMAIL · 23 ENTRIES · EARLIEST ENTRY 2026-02-09

Online scam detection apps

This cluster consists of web applications designed to detect and warn users about potential online scams, identify suspicious messages, and provide guidance to avoid fraud. The cluster's dated history is too thin to read a shape from – it predates the index or its members are undated. Among traction leaders, scamshield-india shows the highest activity signal with 2 stars, while Payguard-AI and Scammer-data have 0 stars each.

Entry timeline

ENTRY TIMELINE

FEB 2026: 1JUN 2026: 1AUG 2026: 9SEP 2026: 8OCT 2026: 4
FEB 2026OCT 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 3 ai-built · 17 unlabelled

Operator · 12 hobby · 2 indie · 6 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 20 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01SpamShield0★16 days—hobbySecurity web app that analyzes SMS messages, URLs, email headers, and screenshots to detect spam and threats.
  2. 02ScamGuard-AI0★6 days—Web app that analyzes suspicious texts, emails, links, and screenshots to return scam risk assessments with practical next steps.
  3. 03scam-shield-ai0★22 days—hobbyFraud-detection web app that scores suspicious messages, screenshots, or voice descriptions for scam risk and lets users report to their bank.
  4. 04Nivesh_Rakshak0★8 dayslivehobbyWeb app that helps investors check suspicious financial messages for scam warning patterns and find independent verification before sending money.
  5. 05RakshaOS0★18 days—hobbySafety app that reviews incoming messages, screenshots, and QR codes to identify scams and warn users before acting.
  6. 06Scammer-data0★1 moliveindieWeb tool that lets users look up names, phone numbers, and bank accounts against a scammer database before transferring money, with admin-managed reports.
  7. 07AI-SCAM0★6 dayslivehobbySecurity web app that detects scams in messages, screenshots, and URLs, explains manipulative tactics, and recommends protective actions.
  8. 08signalguard0★23 dayslivehobbyWeb app that analyzes suspicious messages for social engineering techniques, identifies requested actions and at-risk assets, and suggests verification steps.
  9. 09ScamShield0★15 dayslivehobbyWeb app that analyzes suspicious messages for scam indicators and provides plain-language risk assessments and next steps.
  10. 10Payguard-AI0★1 molivehobbyWeb app that helps users verify payment requests, messages, URLs, and QR codes for scams before approving transactions.
  11. 11vidura-watch0★16 days—hobbyCrowdsourced fraud-alert web app where users report suspicious messages and independent evidence checks plus reputation-weighted voting confirm scams.
  12. 12scamguard0★9 daysliveindieWeb app that analyzes suspicious messages for scam tactics, visualizes attack paths, and provides damage-control guidance.
  13. 13trustlens0★22 dayslivehobbyWeb app that scans URLs, messages, QR payloads, emails, phone numbers, and APK hashes for scam indicators and returns verdicts.
  14. 14ScamShield-AI0★1 mo—hobbyAnalyzes suspicious messages, screenshots, URLs, and voice transcripts to detect scams and returns an explainable risk score with red flags.
  15. 15Scammate0★1 moliveWeb app that identifies potential scams and provides guidance to help users avoid online fraud.
  16. 16AuthSentry0★4 molivehobbyWeb app that analyzes submitted emails, text messages, and URLs to score fraud risk and provide threat explanations with safety recommendations.
  17. 17ScamZero_final0★3 mo—ai-builtWeb app that detects and warns users about potential online scams to prevent fraud.
  18. 18Line ID 詐騙查詢0★unknownliveai-builtWeb tool that lets users check a messaging app ID against reported scam records before contacting them.
  19. 19ScamShield.ai Web Application0★unknownliveai-builtWeb app that analyzes suspicious messages and offers to help users identify and avoid scams.
  20. 20424 Area Code: Safe, Spam, or Scam? Free Lookup & Security Guide0★unknownliveWeb app that looks up 424 area code numbers to determine if they are safe, spam, or linked to scams.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.