First Scan Otif vs mxcp
Side-by-side comparison of two Model Context Protocol servers. Pick the right one for Claude Desktop, Claude Code, or Cursor.
Production-shaped ML on public Olist e-commerce data: a calibrated promise-miss (OTIF) ranker served on Cloud Run via REST + MCP, a frozen exception policy that
Comparison
| Feature | First Scan Otif | mxcp |
|---|---|---|
| Pricing | Free | Free |
| Installs | — | — |
| Rating | — | — |
| Verified | — | |
| Hosted | — | — |
| Tools | — | — |
| Category | data | data |
| Author | smartofficialintelligence | raw-labs |
| Repo | smartofficialintelligence/first-scan-otif | raw-labs/mxcp |
When to pick First Scan Otif
Production-shaped ML on public Olist e-commerce data: a calibrated promise-miss (OTIF) ranker served on Cloud Run via REST + MCP, a frozen exception policy that turns scores into a NOC work queue, and agents governed to copy the action. Top 2.5% of scores hit 46% precision, 10x lift. Ranking lift measured; intervention lift not claimed
When to pick mxcp
Open-source framework for building enterprise-grade MCP servers using just YAML, SQL, and Python, with built-in auth, monitoring, ETL and policy enforcement.
Looking for something else? Browse all MCPs or check trending this week.