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FoundryNet — Industrial Machine Intelligence

by io.github.FoundryNet
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Cross-OEM industrial machine intelligence: identity, normalization, automation, attestation.

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Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL
Repository
FoundryNet/forge-mcp
GitHub Stars
0
Server Listing
foundry net-industrial

TDQS

A4.4/5.0

Scored across 30 tools

Disambiguation5/5

Every tool targets a distinct action or resource. Automation lifecycle tools are clearly differentiated (create, activate, delete, disable, restore, list). Prediction tools (predict, predict_batch, predict_breach, remaining_life) have unique purposes. Even the composite machine_intelligence tool is distinct as a single-call alternative. No overlap or ambiguity.

Naming Consistency5/5

All tool names follow a consistent verb_noun pattern in snake_case (e.g., activate_automation, detect_anomalies, list_automations). The naming is predictable and intuitive, making it easy for an agent to infer functionality from the name alone.

Tool Count4/5

With 30 tools, the set is on the heavier side but well-justified for a comprehensive industrial machine intelligence platform covering identity, normalization, automation, predictions, health assessment, fleet management, and verification. Each tool earns its place without feeling bloated.

Completeness5/5

The tool surface is remarkably complete, covering the full lifecycle: machine identity (identify_machine), data normalization (normalize_telemetry, correct_mapping), automation (CRUD + lifecycle), predictions (single, fleet, breach, remaining life, accuracy), health (OEE, energy, health index, fleet health, anomaly detection, diagnosis), history queries, verification, and shift reports. No obvious gaps for the stated purpose.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 1 tool update
    • Addedlist_agents
  2. 2 tool updates
    • Addedget_agent_card
    • Addedhealth_index
  3. 1 tool update
    • Removedverify_on_chain
  4. 1 tool update
    • Addedverify_record
  5. 5 tool updates
    • Addedcalculate_oee
    • Addeddiagnose_machine
    • Addedenergy_consumption
    • Addedfleet_oee
    • Addedshift_report
  6. 5 tool updates
    • Addeddetect_anomalies
    • Addedfleet_health
    • Addedmachine_intelligence
    • Addedpredict_batch
    • Addedprediction_accuracy
  7. 3 tool updates
    • Addedpredict
    • Addedpredict_breach
    • Addedremaining_life
  8. 14 tool updates
    • First observedactivate_automation
    • First observedcorrect_mapping
    • First observedcreate_automation
    • First observeddelete_automation
    • First observeddisable_automation
    • First observedfire_sandbox
    • First observedget_coverage
    • First observedidentify_machine
    • First observedlist_automations
    • First observednormalize_telemetry
    • First observedquery_machine_history
    • First observedquery_webhook_history
    • First observedrestore_automation
    • First observedverify_on_chain

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