Unstructured vs Vibe-Trading
An independent, evidence-based trust comparison of Unstructured and Vibe-Trading, two Research & Data projects in the HVTracker registry. Scores come from public, checkable signals — supply-chain provenance, OSSF Scorecard, maintenance, and adoption — not popularity.
Unstructured leads on trust — 85.9/100 (Grade A) vs 63.5/100 (Grade C), a 22.4-point gap. Full breakdown below.
| Signal | UnstructuredUnstructured-IO/unstructured | Vibe-TradingHKUDS/Vibe-Trading |
|---|---|---|
| HVTrust score | 85.9 | 63.5 |
| Evidence grade | A | C |
| Coverage grade | A | C |
| Overall rank | #45 | #266 |
| Rank in Research & Data | #3 | #7 |
| GitHub stars | 15.3k | 30.8k |
| Last updated | 2d ago | today |
| Build provenance | Yes | No |
| OSSF Scorecard | 6.7 / 10 | 5.5 / 10 |
| License | Apache-2.0 | MIT |
| Downloads | 1.2M/wk | — |
| Trust dimensions (points earned) | ||
| Safety / integrity / 25 | 20.9 | 8.7 |
| Identity & provenance / 18 | 18.0 | 10.8 |
| Transparency / 17 | 14.2 | 13.2 |
| Maintenance / 20 | 13.4 | 20.0 |
| Adoption / 20 | 18.1 | 10.8 |
| Runtime capability surface (full matrix) | ||
| MCP server | Implemented | Implemented |
| External providers | 7 — Amazon Bedrock, Google Gemini, OpenAI, … | 3 — DeepSeek, OpenAI, OpenRouter |
| Requires API keys | No | Yes |
| Plugin surface | — | — |
| Provenance drift | Match | — |
How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption, scaled by an evidence-confidence factor. Grade bands: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Signals refresh daily. Full methodology v4.3 →