Discovered · unverified

forge

Natural language to machine action. Cross-manufacturer industrial telemetry normalization across 18 OEM families with thousands of confirmed field mappings. 30 MCP tools for machine identity, normalization, history, plain-English automation, TimesFM prediction (forecast, threshold-breach, remaining-life, batch + fleet health, anomaly detection, full-stack machine intelligence), and tamper-evident, hash-verified work attestation.

Source-provided description, not an independently verified capability claim.

Check the source before connecting.

Vendor ownership, pricing, documentation, and execution are not verified for this discovery record. Appearing in the official MCP registry does not mean this server is vendor-owned or tested.

Relevance and review status.

Awaiting triage. Method: not yet classified.

Task signals: automation.

Setup and documentation.

No verified installation steps or callable endpoint are supplied by this discovery record. Follow the original repository or directory entry to inspect current setup instructions, permissions, and authentication.

Source receipts.

smithery · Observed 2026-10-17

Discovery ID: 879f02770570cb628d58. Snapshot: 2026-10-17. Read this record as JSON · Full discovery dataset.

Submit primary documentation for review · Connect your agent to GTMMCPs