Hey Product Hunt,

I'm the creator of LeftTrace, and I'm excited to share it with you today.

The Problem:
Public records and news about leaders, companies, and public institutions are scattered, paywalled, or buried under partisan spin. If you want to know what an elected official actually did this year, or track an institution's public record across multiple outlets, you usually have to dig through dozens of fragmented articles with no timeline or accountability.

What is LeftTrace?
LeftTrace is The Open Intelligence Platform — an autonomous, live public record for everyone.

Instead of an editorial newsroom, LeftTrace operates automated pipelines and internal agents running around the clock:
- Global Scale: Ingests hundreds of thousands of reports daily across 100+ countries and 28,000+ governance leaders.
- Permanent Receipts: Groups syndicated wire copies under cryptographic content fingerprints so duplicate spin disappears and raw facts stay intact.
- Two-Tier Tone Engine: Fast, transparent directional rules label routine coverage (Favorable / Neutral / Adverse) with zero cost; multi-actor conflict stories are resolved neutrally with AI stance analysis.
- People's Pulse & AI Perception: Aggregates what people anonymously ask across AI assistants and MCP tools alongside multi-model radar audits.
- Built for AI & Developers: Native Model Context Protocol (MCP) server so your Claude or ChatGPT agents can query live public records directly.

What’s next & Feedback
LeftTrace is 100% free and open for the public to explore. Anyone can also request new entities to be tracked.

We'd love your feedback:
1. What entities, institutions, or regions should we add next?
2. What features would you like to see on our MCP server for AI agents?

Thank you for checking it out!

LeftTrace

The Open Intelligence Platform and live public record.

The Open Intelligence Platform and live public record.