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Related Servers

Alternatives to AgentKit

Related Servers

  • F
    license
    A
    quality
    C
    maintenance
    Enables AI agents to discover and query enterprise knowledge documents and business metrics through standardized MCP tools, supporting retrieval, structured sales/order analysis, anomaly scanning, and data lineage lookups.
    12
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to investigate production incidents by exposing service health, logs, and deployment data through MCP tools.
    3 npm
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  • A
    license
    B
    quality
    B
    maintenance
    Exposes data query and auto-insights (anomaly detection) as MCP tools. Enables AI agents to query metrics, list columns, and get data insights directly from pandas.
    11
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to query live schema, lineage, and query-context across data warehouses, dbt projects, orchestration systems, and BI tools via MCP tools.
    Apache 2.0

TDQS

A3.7/5.0

Scored across 9 tools

Disambiguation5/5

Each tool has a clearly distinct purpose: retraction vs. annotation vs. querying KPIs vs. health scoring vs. anomaly detection vs. forecasting vs. listing metrics vs. executive summary. No two tools overlap in function.

Naming Consistency4/5

Consistent verb_noun convention (retract_annotation, query_kpis, get_company_health, detect_kpi_anomalies, forecast_metric, list_available_metrics, get_executive_summary, list_annotations, annotate_metric). The verb 'get' vs 'list' vs 'annotate' vs 'retract' is used appropriately based on action type, though 'get_executive_summary' could arguably be 'generate' but it's a read operation.

Tool Count5/5

9 tools is well within the ideal 3-15 range. The set covers discovery, analysis, forecasting, annotation management, and executive summary without redundancy or bloat.

Completeness4/5

The tool surface covers the full lifecycle for KPI analysis (discovery, query, anomaly detection, forecasting, health scoring, annotations with retraction). However, there is no direct tool for creating or updating KPI metrics themselves (e.g., defining new metrics or modifying existing ones), which may be needed for a governed store. Also, no tool for listing all domains or periods beyond the discovery tool, but that is covered by list_available_metrics.

Maintenance

ActivityActive
ResponsivenessWithin a week