MaaSLink AI agents

AI Agents hub

Bring AI into customer service, legal, quality, audit, data analysis, and operations workflows.

SRE Assistant

A unified Web console for natural-language operations that connects knowledge Q&A, operational queries, execution guidance, intelligent inspections, and root-cause analysis into a complete workflow from questions to decisions.

  • Knowledge Q&A and natural-language operations queries
  • Intelligent inspections and execution guidance
  • Alert correlation and root-cause analysis
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VMware Intelligent Operations Assistant

Addresses fragmented VMware private-cloud operations, where information is spread across vCenter, Aria, and logging platforms and troubleshooting requires manual correlation. Combines the vmware-monitor, aiops, aria, log-insight, debug, and pilot Skills to provide natural-language health checks, alert correlation, root-cause analysis, capacity forecasting, and VM power operations, cloning, migration, and batch deployment. Disruptive operations present their impact before execution and require confirmation; multi-step changes follow an approval workflow and record rollback actions. Scope: vSphere 7/8/9 and VCF; does not replace backup or monitoring systems.

  • Natural-language operations queries
  • Alert correlation and root-cause analysis
  • Change preview and approval-based execution
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VMware Compliance Inspection Assistant

Addresses manual, item-by-item virtualization compliance checks and delayed detection of configuration drift. Built on vmware-harden, with baselines for China MLPS 2.0 Level 3, CIS, vSphere SCG, PCI DSS, and NIS2, plus custom YAML baselines. Performs read-only scans and reports violations, drift events, and remediation recommendations; remediation is executed through the vmware-pilot approval workflow. Checks that cannot be collected are marked undetermined and are not counted as compliant. Scope: vSphere, ESXi, and NSX configuration items; does not replace a formal assessment by an MLPS evaluation body.

  • Multi-baseline one-click compliance scanning
  • Continuous configuration-drift detection
  • Remediation recommendations and approval-based execution
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Industrial AIOps Operations Assistant

Addresses fragmented protocols and data in industrial operations and reliance on senior experts for troubleshooting. Based on iaiops, it uses natural language to read data from PLCs, sensors, building systems, and power equipment; perform threshold and trend analysis, cross-protocol troubleshooting, and OEE analysis; and provide remediation recommendations. Device-parameter changes require a rehearsal, approval by a named approver, and dual confirmation, with hash-chain audit records throughout. Scope: enhances existing SCADA and historians; does not replace safety interlocks or DCS. It has not yet been validated on live industrial equipment and is suitable for an initial pilot.

  • Cross-protocol device data access
  • Troubleshooting and remediation recommendations
  • Approval and auditing for write operations
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Conversational Data Q&A

Query key metrics, analyze enterprise profitability and risk to prepare financial analysis reports, and assist with tax-policy interpretation and filing.

  • Key metric queries
  • Profitability, risk, and financial analysis
  • Tax policy and filing assistance
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Intelligent Audit

Use policy requirements, business data, and audit working papers to organize audit priorities, verify supporting materials, and track remediation items.

  • Audit priority organization
  • Supporting material verification
  • Remediation tracking
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