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PHMForge A Scenario Driven Agentic Benchmark For Industrial Asset Lifecycle Maintenance

· github.com/DeveloperMindset123/PHMForge-A-Scenario-Driven-Agentic-Benchmark-for-Industrial-Asset-Lifecycle-Maintenance

Agentic approach to predicting RUL, cost while adhering to safety standards.

Unclaimed agents
InstallView source
39Low

Scored a month ago · breakdown

About PHMForge A Scenario Driven Agentic Benchmark For Industrial Asset Lifecycle Maintenance

PHMForge A Scenario Driven Agentic Benchmark For Industrial Asset Lifecycle Maintenance is an MCP server in the Agents category: agentic approach to predicting RUL, cost while adhering to safety standards.

Install

From source
git clone https://github.com/DeveloperMindset123/PHMForge-A-Scenario-Driven-Agentic-Benchmark-for-Industrial-Asset-Lifecycle-Maintenance

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

Tools (11)

analyze_engine_signalsMulti-sensor anomaly detection

Parameters not published.

assess_component_healthPer-component (Fan/LPC/HPC/HPT/LPT) health

Parameters not published.

classify_faultsPer-unit fault classification

Parameters not published.

detect_degradation_trendMulti-cycle trend extraction

Parameters not published.

diagnose_timing_issuesEfficiency vs flow-modifier fault dominance

Parameters not published.

load_datasetLoad PDMBench dataset (CMAPSS, CWRU, FEMTO, …)

Parameters not published.

load_ground_truthLoad RUL_FDxxx.txt or labeled fault taxonomies

Parameters not published.

predict_rulPer-unit RUL prediction (real heuristic predictor)

Parameters not published.

train_fault_classifierTrain classifier for fault taxonomies

Parameters not published.

train_rul_modelTrain MLP/LSTM/Transformer regressor for RUL

Parameters not published.

verify_ground_truthTolerance check vs RUL ground truth

Parameters not published.

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Questions

About PHMForge A Scenario Driven Agentic Benchmark For Industrial Asset Lifecycle Maintenance

How do I install PHMForge A Scenario Driven Agentic Benchmark For Industrial Asset Lifecycle Maintenance?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is PHMForge A Scenario Driven Agentic Benchmark For Industrial Asset Lifecycle Maintenance safe to use with an AI agent?

Its trust score is 39 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is PHMForge A Scenario Driven Agentic Benchmark For Industrial Asset Lifecycle Maintenance still maintained?

Conduid hasn't recorded a commit date for this repository yet. Check the repository directly for recent activity.