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Bullshit Detector

agent skills that fact-check videos and articles

Details

External ID
49096917
Source
HN
Company
—
Product
Bullshit Detector
Website domain
github.com
Launched
July 29, 2026
Cohort
—
Upvotes
65
Upvotes percentile
0.8739545997610514
Tags
—
Fetched at
Sept. 8, 2026, 8:28 p.m.
Updated at
Sept. 8, 2026, 8:28 p.m.

Enrichment

Theme
Vertical
Horizontal
Function
Agent / copilot
Audience
B2B
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
ai agent that fact-checks videos and articles
Manually corrected
False

Could you build this?

Yes An agent skill that extracts transcripts or article text and passes them to an LLM with web-search access to fact-check claims is a straightforward pipeline to vibe-code.

Discussion

20 comments analyzed.

Competitors mentioned: OpenAI as a judge for fact-checking, Gemini and Fabel (LLMs for verification), arXiv papers for source citation, TikTok, YouTube Shorts for short-form content, Browser extension/plugin approach

Concerns raised: Major news outlets (Reuters, NYT, Guardian) reject agent access to content, Search results inconsistent across minutes, low overlap in sources, LLMs can't catch logical fallacies or bad reasoning from true premises, Report generation takes minutes, too slow for real-time fact-checking, Doesn't work with short-form video content efficiently

Feature requests: Ability to fact-check before publishing content, Integration as browser extension/plugin, Support for transcribing and checking video content locally, Improved access to credible news sources for citations, Logic/inference validation in addition to claim verification

Competitors

Other products that read as similar to this one — 1246 launches clear the similarity bar, closest 8 shown.

Attention rank: #139 of 1247 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 273 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a agent / copilot tool for Agriculture yet.