How neftalemmg/trace works
Trace is a live analysis platform for auditing and improving how AI systems represent Canadian organizations and opportunities. Users start from the landing page or navigation, then submit organization or opportunity inputs through focused tools; API handlers generate scores, verification, comparisons, community analyses, classifications, or implementation guidance, which the pages present. The query and multi-platform handlers’ sampled code supports their analysis and provider-call relationships; the README documents the other tool capabilities, though their implementation details were not sampled. No persistent application store is shown.
Main entry points: Navbar.tsx Tool navigation · multi-platform.ts Cross-platform analysis · audit.tsx Audit Tool · query-engine.tsx Query Engine
Components 19
Web experience
- Home and telemetry
src/pages/index.tsx - Tool navigation
src/components/Navbar.tsx - Query Engine
src/pages/query-engine.tsx - Audit Tool
src/pages/audit.tsx - Platform Comparison
src/pages/multi-platform.tsx - Hallucination Registry
src/pages/registry.tsx - Equity Map
src/pages/equity-map.tsx - AiEO Guide
src/pages/guide.tsx
Visibility analysis
- Query verification
src/pages/api/query-engine.ts - Visibility scoring
src/pages/api/audit.ts - Implementation guidance
src/pages/api/guide.ts - Cross-platform analysis
src/pages/api/multi-platform.ts
Research tools
- Hallucination classification
src/pages/api/registry.ts - Community ecosystem analysis
src/pages/api/equity-map.ts
AI providers
- Anthropic Claude
- Perplexity API
- Google Gemini API
- OpenAI GPT-4o API
Other components
- Visitor
Connections 32
- Visitor → Home and telemetry: opens
- Visitor → Tool navigation: uses
- Home and telemetry → Query Engine: links to
- Home and telemetry → Audit Tool: links to
- Tool navigation → Query Engine: links to
- Tool navigation → Audit Tool: links to
- Tool navigation → Platform Comparison: links to
- Tool navigation → Hallucination Registry: links to
- Tool navigation → Equity Map: links to
- Tool navigation → AiEO Guide: links to
- Query Engine → Query verification: posts query
- Query verification → Anthropic Claude: requests analyses
- Query verification → Query Engine: returns results
- Audit Tool → Visibility scoring: submits organization
- Visibility scoring → Anthropic Claude: requests scoring
- Visibility scoring → Audit Tool: returns score
- Audit Tool → AiEO Guide: links with audit details
- AiEO Guide → Implementation guidance: submits organization
- Implementation guidance → Anthropic Claude: requests guide
- Implementation guidance → AiEO Guide: returns guidance
- Platform Comparison → Cross-platform analysis: submits query
- Cross-platform analysis → Anthropic Claude: queries Claude; analyzes responses
- Cross-platform analysis → Perplexity API: queries
- Cross-platform analysis → Google Gemini API: queries
- Cross-platform analysis → OpenAI GPT-4o API: queries
- Cross-platform analysis → Platform Comparison: returns comparison
- Hallucination Registry → Hallucination classification: submits response
- Hallucination classification → Anthropic Claude: classifies hallucination
- Hallucination classification → Hallucination Registry: returns classification
- Equity Map → Community ecosystem analysis: requests community analysis
- Community ecosystem analysis → Anthropic Claude: requests analysis
- Community ecosystem analysis → Equity Map: returns findings