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Social Good

Forwarded Claim Checker

Checks viral forwarded messages against trusted sources.

Advanced36h2–4 people16/20 fit
TL;DR

Build Forwarded Claim Checker for families on messaging apps in ~36h with 2–4 people. Stack: Python + Search API + LLM + React.

Why it wins: Huge relevance, with citations to build trust.

Build flow

01 · Problem
Health and safety misinformation spreads fast in family chats.
02 · Solution
Paste a forward; claims are extracted and checked against trusted sources with citations.
03 · Build
  1. 1Claim splitter prompt
  2. 2Trusted-source search
  3. 3Evidence comparison
  4. 4Reply card
04 · Demo
Paste a viral forward → each claim gets a verdict with a source link.

MVP checklist

  • Claim extraction
  • Source search
  • Verdict + citations
  • Shareable reply

Tech stack

TechRole
PythonBackend / scripting
Search APIWeb search
LLMLanguage model
ReactFrontend UI

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