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"Railway" matching MCP connectors:
Matching Connector Tools:
Auto-discover validation rules from data — scan, profile, health-score. No rules to write.
Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 out of the box.
Local business intel for AI agents: audits, lead scoring, tech stack, prospecting.
Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.
Standardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, databases.
One command to validate, transform, and deduplicate — chain GoldenCheck + Flow + Match.
x402 LLM proxy + data-enriched analysis (17 sources) + TimesFM predictive IoT intelligence.
Industrial intelligence for AI agents. Conviction scores and diligence for 10,000+ industrials.