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    mc-agent-toolkit

    mc-agent-toolkit

    monte-carlo-data February 25, 2026
    76 copies 0 downloads

    Official Monte Carlo toolkit for AI coding agents. Skills and plugins that bring data and agent observability — monitoring, triaging, troubleshooting, health checks — into Claude Code, Cursor, and more.

    Agent Definition
    # MC Agent Toolkit
    
    Monte Carlo's official toolkit for AI coding agents. Brings data observability — lineage, monitoring, validation, alerting, and metadata ingestion — directly into your development workflow. The toolkit bundles multiple skills into a single plugin that works across supported editors.
    
    ## Features
    
    The toolkit bundles the following capabilities as a single **mc-agent-toolkit** plugin. Each feature is a [skill](skills/) that can also be used standalone.
    
    | Feature | Description | Details |
    |---|---|---|
    | **Asset Health** | Checks the health of a data table — surfaces last activity, alerts, monitoring coverage, importance, and upstream dependency health. | [README](skills/asset-health/README.md) |
    | **Monitoring Advisor** | Analyzes data coverage across warehouses and use cases, identifies monitoring gaps, and creates monitors to protect critical data. | [README](skills/monitoring-advisor/README.md) |
    | **Monitor Creation** | Guides AI agents through creating monitors correctly — validates tables, fields, and parameters before generating monitors-as-code YAML. | [README](skills/monitor-creation/README.md) |
    | **Prevent** | Surfaces lineage, alerts, and blast radius before code changes. Generates monitors-as-code and targeted validation queries to prevent data incidents. | [README](skills/prevent/README.md) |
    | **Generate Validation Notebook** | Generates SQL validation notebooks for dbt model changes, with targeted queries comparing baseline and development data. | [README](skills/generate-validation-notebook/README.md) |
    | **Push Ingestion** | Generates warehouse-specific collection scripts for pushing metadata, lineage, and query logs to Monte Carlo. | [README](skills/push-ingestion/README.md) |
    | **Automated Triage** | Guides AI agents through automated alert triage — scoring alerts, running deep troubleshooting on high-signal ones, classifying, and taking actions. | [SKILL](skills/automated-triage/SKILL.md) |
    | **Storage Cost Analysis** | Identi

    Tags

    agent-observabilityagent-skillsai-agentsclaude-codecodex-skillscursordata-observabilitydata-qualitymcpmonte-carlo

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