TruthCrawl — Independent Search Engine

A production-grade, autonomous search engine built from scratch. No external search APIs. No corporate dependencies. No bias. Built to serve all of humanity equally.

Core Principles

• Zero Bias — No corporate ranking influence, no pay-to-rank, no political filtering. Results ranked by relevance, authority, and freshness — nothing else.
• Zero Tracking — No user tracking, no search history monetization, no fingerprinting, no cookies. Your searches are yours alone.
• Full Transparency — Every ranking variable is visible. TruthRank scores shown on every result. The algorithm is documented. No hidden signals, no black boxes.
• Autonomous Operation — Self-crawling, self-indexing, self-ranking. Built to run independently with zero human intervention in the ranking pipeline.

How It Works

• Ranking: BM25F + TruthRank + Freshness + RL-tuned weights via Bellman equation
• Index: Inverted index with field-weighted term frequencies across title, body, headings, URL, and description
• Crawler: 15 concurrent workers, robots.txt compliant, 1.5s minimum domain delay, trending-driven priority, domain-capped batches
• Network: Distributed node architecture with full index replication, ML-KEM-1024 post-quantum encryption

What Makes Us Different

Most search engines rely on advertising revenue, which creates inherent bias toward advertisers. TruthCrawl has no ads, no sponsors, and no financial incentive to manipulate results.

We crawl the web independently using our own infrastructure. We don't buy data from other search engines or use their APIs. Every page in our index was discovered and processed by our own crawler.

Primary sources, independent journalism, and open science repositories rank higher than aggregators and crowdsourced content. Truth isn't determined by popularity — it's determined by proximity to the source.

Integration

TruthCrawl is designed as a first-class data source for ARMOUR AGI — providing unbiased, independently sourced web intelligence for human digital sovereignty. Built by Raspi Labs.