Update README.md

README.md

@@ -1,3 +1,81 @@
 ---
 license: mit
+tags:
+- proxy-analysis
+- proxy-validation
+- ai-proxy-detection
+- anonymity-classification
+- latency-monitoring
+- reputation-scoring
+- duplicate-proxy-detection
+- bhproxy
+- proxy-checker
+pretty_name: BHProxy Engine AI Benchmarks
+size_categories:
+- n<1K
 ---
+
+# BHProxy Engine AI Benchmarks
+
+[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.20922133.svg)](https://doi.org/10.5281/zenodo.20922133)
+
+Benchmark dataset of 20 proxy evaluation cases with individual scores for availability, latency, anonymity, protocol support, reputation, and duplicate risk.
+
+Built by [BHProxy.com](https://bhproxy.com).
+
+## Dataset Description
+
+This dataset contains benchmark data for an intelligent proxy analysis system that combines automated network validation with AI-assisted detection to identify unhealthy, duplicate, low-quality, and potentially abusive proxy endpoints.
+
+## Columns
+
+| Column | Type | Description |
+|--------|------|-------------|
+| id | integer | Case ID |
+| proxy_address | string | Proxy IP:port address |
+| availability_score | integer | Availability score (0-100) |
+| latency_score | integer | Latency score (0-100) |
+| anonymity_score | integer | Anonymity score (0-100) |
+| protocol_support_score | integer | Protocol support score (0-100) |
+| reputation_score | integer | Reputation score (0-100) |
+| duplicate_risk_score | integer | Duplicate risk score (0-100) |
+| overall_proxy_health | integer | Overall proxy health score (0-100) |
+| priority_signal | string | Lowest scoring signal to act on first |
+| anonymity_level | string | Transparent, Anonymous, or Elite |
+| protocol | string | Supported protocol(s) |
+| country | string | Proxy geographic location |
+| notes | string | Case notes |
+
+## Score Interpretation
+
+| Score | Status | Action |
+|-------|--------|--------|
+| 0-30 | Critical | Remove from pool immediately |
+| 31-60 | At Risk | Flag for re-validation |
+| 61-80 | Healthy | Safe to use |
+| 81-100 | Excellent | Premium quality endpoint |
+
+## Usage
+
+```python
+import pandas as pd
+df = pd.read_csv("proxy_benchmarks.csv")
+print(df.head())
+```
+
+## Citation
+
+BHProxy.com. (2026). BHProxy Engine AI. Zenodo. https://doi.org/10.5281/zenodo.20922133
+
+## Links
+
+| Platform | URL |
+|----------|-----|
+| Website | https://bhproxy.com |
+| GitHub | https://github.com/BHProxy/BHProxy-Engine-AI |
+| NPM | https://npmjs.com/package/@bhproxy/engine-ai |
+| Zenodo | https://doi.org/10.5281/zenodo.20922133 |
+
+## License
+
+MIT — [BHProxy.com](https://bhproxy.com)