IntentForge routes queries through Tor — your intent is classified, not surveilled. Open source. Zero tracking. Built on an intent-first architecture that improves through usage without ever touching your data.
Every search request is routed through the Tor network. No single relay knows your IP address and your query at the same time. Traffic exits through independent nodes — your intent, your identity, your data never touch the same circuit.
Traditional search maps keywords. IntentForge maps meaning. Queries are classified by intent category before routing — so results are ranked by actual relevance, not by who paid most for your attention.
Feedback loops continuously improve search quality. The system learns from which results satisfy your intent and adjusts relevance — without storing your history, without building a profile, without surveillance.
A custom quantized vector index enables fast in-memory search with minimal storage. Binary quantization compresses embeddings 8x with controlled accuracy trade-off — fast enough to query in real time without compromising intent matching.
IntentForge routes queries through Tor to eliminate tracking while combining results from multiple engines. Intent classification ranks results by meaning, not by who paid most. The self-healing loop improves with each query.
Query-intent matching surfaces relevant products with zero tracking or advertising cookies. Privacy-respecting affiliate revenue to fund open-source development. No surveillance, no profiling, just intent-aligned recommendations.
Total consent management with zero-retention policies. Your data remains yours — always. Full control over what is stored, shared, or processed. GDPR-compliant by architecture, not by afterthought.
Built on Next.js 14, FastAPI, and Qdrant. Fully transparent, community-auditable. Every line is open source — the Oxiverse Community License (OCL) v1.0 keeps it that way.
No ads. No profiling. No behavioral tracking. Your searches teach the model — they do not become a dossier.
Results are ranked by what you actually mean, not by keyword density or advertiser bids.
Source is on Codeberg. Every commit. Every decision. Fork it. Run it. Trust it.
Not a feature bolted on. Architecture-level. Tor routing, zero retention, no cookies by default.
Beyond search, the team published a cognitive architecture paper achieving 94.7% alignment fidelity on ARC benchmarks — using GRACE framework constraints to build inherently safe AI systems.
Read the Paper →
The search engine isn't a product. It's a statement.
A refusal to treat your curiosity as a commodity.