NGOPilotMCP
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TDQS
Scored across 4 tools
Each tool targets a distinct input type and workflow: photos of forms to Excel, audio to meeting notes, government PDFs, and rosters from workbooks. There is no overlap in purpose or input, so an agent can easily select the correct tool.
Three tools share the 'careflow_' prefix, but the fourth uses 'roster_', and none follow a verb_noun pattern. The names are descriptive and readable, but slightly inconsistent in structure and prefix.
Four tools is an ideal size for a domain-specific server, covering several distinct workflows without overwhelming the agent. Each tool has a clear role and earns its place.
Each tool provides a full workflow from input to review to export/publish, covering key NGO operation needs. Minor broader-domain gaps exist (e.g., client management, activity tracking), but the core workflows are well represented.