lightbulb-mcp
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TDQS
Scored across 1677 tools
The same underlying operations are exposed through multiple overlapping surfaces (e.g., salesforce_bulk_ingest_close vs connector_salesforce_bulk_ingest_close, quickbooks_company_info vs quickbooks_get_company_info, search_documents vs document_intelligence_search_documents), making it impossible to reliably tell tools apart. Generic lifecycle verbs like run, execute, start, propose, and finalize recur across dozens of similar workflow and company_* tools with little distinguishing structure.
The set is mostly snake_case but mixes domain-prefixed dispatcher names (finance_chat, coding_run_tests) with bare platform tools (list_workflows, invoke_tool), and includes many non-verb names like company_chaos, workspace_bundle, and page_builder_workspace_automation. Verb style is inconsistent across lifecycle tools, with get/list/run/trigger/start/propose/execute all used for similar operations.
With 1,677 tools, this is an extreme count that far exceeds any reasonable MCP surface. It reads as a full platform export rather than a curated server, and the sheer volume makes agent tool selection and context management impractical.
Domain coverage is remarkably broad across finance, CRM, legal, HR, IT ops, commerce, content, and document intelligence, and most CRUD cycles exist somewhere. However, the surface is fragmented across duplicated layers with notable dead ends, including artifact tools with no update/delete, many preview-only or fail-closed operations, and a training-admission flow that always returns 503.