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Multi-LLM AI Research & Analysis — smart routing, consensus analysis, due diligence reports

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Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL

TDQS

B3.3/5.0

Scored across 11 tools

Disambiguation3/5

The tools have distinct primary purposes, but there is notable overlap between 'analyze', 'ask', 'market_intel', and 'dd_report'—all involve AI analysis, which could cause confusion. Descriptions help differentiate them, but the boundaries are not entirely clear.

Naming Consistency3/5

Naming is mixed with no consistent pattern: some are verb-based ('analyze', 'ask', 'hunt'), others are noun-based ('demand_radar', 'ghost_status'), and some use underscores inconsistently ('dd_report', 'line_push', 'market_intel'). It's readable but lacks a unified convention.

Tool Count4/5

With 11 tools, the count is reasonable for a research and analysis server. It covers various aspects like analysis, reporting, monitoring, and communication, though it might feel slightly heavy due to overlapping analysis tools.

Completeness4/5

The toolset covers key research workflows: analysis, reporting, knowledge search, task management, and system monitoring. Minor gaps exist, such as no explicit update or delete operations for tasks or reports, but agents can likely work around these.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. 6 tool updates
    • Addedcompound_search
    • Addeddemand_radar
    • Addedghost_status
    • Addedghost_write
    • Addedhunt
    • Addedline_push
  2. 5 tool updates
    • First observedanalyze
    • First observedask
    • First observeddd_report
    • First observedmarket_intel
    • First observedstatus

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