Deterministic credibility engine · v2026.1.0
Is this creator
worth your time?
Paste any YouTube channel link. TruthLens refracts the channel's public video record into an evidence-backed credibility report — every score traced to the exact phrases that produced it.
9
channels analyzed
56%
rated worth your time
44%
flagged low credibility
Six signals, one verdict
The engine reads titles, descriptions, and publish dates from the channel's public RSS feed — no API key, no account. Every factor is explainable and every report is sealed into an auditable hash chain.
Claim discipline
Absolute claims and suppression narratives vs. hedged, falsifiable language.
Controversy temperature
Outrage and attack vocabulary that crowds out nuance.
Clickbait pressure
Caps-shouting, bait phrases, and punctuation spam in titles.
Sentiment balance
Whether titles lean constructive or fear-driven.
Cadence consistency
Upload regularity, volume, and recency of the public record.
Transparency
Description depth, source links, and sponsorship disclosure.
Agent-ready from minute one
TruthLens exposes a JSON-RPC 2.0 MCP endpoint with tools to analyze, read, decide, and verify — the same mutation paths the UI uses.