Unstructured vs Vibe-Trading
Unstructured leads on trust: 89.2/100 (Grade A) against 63.9/100 (Grade C), a 25.3-point gap. Unstructured leads on supply-chain integrity and provenance, and rests on broader evidence.
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Choose Unstructured if supply-chain integrity and provenance matter most.
- +12.3Safety / Integrity: 100% of recent commits signed, against 8%
- +7.2Identity / Provenance: package provenance attested, against none
- +6.8Adoption
- A vs CEvidence coverage: 4 of 5 independent signal types, against 2
"Vibe-Trading: Your Personal Trading Agent"
Vibe-Trading doesn't lead on any scored dimension in this pair.
Where they differ
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.
Full evidence
| Signal | UnstructuredUnstructured-IO/unstructured | Vibe-TradingHKUDS/Vibe-Trading |
|---|---|---|
| HVTrust score | 89.2 | 63.9 |
| Evidence grade | A | C |
| Coverage grade | A | C |
| Overall rank | #36 | #556 |
| Rank in Research & Data | #1 | #12 |
| GitHub stars | 15.7k | 37.5k |
| Last updated | 1d ago | 1d ago |
| Build provenance | Yes | No |
| OSSF Scorecard | 6.7 / 10 | 6.6 / 10 |
| License | Apache-2.0 | MIT |
| Downloads | 582k/wk | — |
| Trust dimensions (points earned) | ||
| Safety / integrity / 25 | 20.9 | 8.6 |
| Identity & provenance / 18 | 18.0 | 10.8 |
| Transparency / 17 | 14.2 | 14.1 |
| Maintenance / 20 | 19.7 | 19.9 |
| Adoption / 20 | 17.8 | 11.0 |
| Runtime capability surface (full matrix) | ||
| MCP server | — | Implemented |
| External providers | 7 — Amazon Bedrock, Google Gemini, OpenAI, … | 4 — Anthropic, DeepSeek, OpenAI, … |
| 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 v4.4 →