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AI · LLM Verification · 2025

DeepNews-LLM — scoring news on
eight dimensions before you trust it.

An LLM-powered news-verification platform. Paste a URL or article, and get a structured score across factuality, sentiment, source credibility, bias, completeness, recency, citation density, and rhetorical framing — each backed by a model-cited explanation.

FastAPI · Python · Multi-dimensional Scoring Streaming chat Web-page analyzer

Try this once you're in

  1. 1
    Log in with the demo account
    Credentials below — also fetchable in-app via the "Use demo credentials" button.
  2. 2
    Analyze a news URL
    Paste any news article URL into the analyzer to see the 8-dimension breakdown live.
  3. 3
    Chat with the model
    Ask follow-up questions about the analyzed article — responses stream over SSE with citations.
  4. 4
    Browse recent tasks
    Every analysis is persisted as a task — revisit results, compare scores across sources.

Demo credentials

Usernameadmin
Passwordadmin123
Enter Demo ↗
Note for reviewers — the analyzer makes real LLM calls, so first response on a fresh URL takes a few seconds while the article is fetched and chunked. If the upstream model is rate-limited, the UI surfaces a clear error rather than fabricating a score. Source on GitHub ↗.
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