cupix-compass

Tools generally have distinct purposes, but there is overlap between analyze-progress-and-forecasts and ask-about-project-data for progress metrics, and between search-site-photos and ask-about-project-data for capture data. The descriptions include guidance (e.g., 'use analyze-progress for trade visibility'), but an agent may still be uncertain which tool to choose for a given query.

All tool names use a consistent lowercase hyphen-separated format with a verb prefix (e.g., list-my-projects, set-focus-project). Most follow a verb-noun structure, though ask-about-project-data and analyze-progress-and-forecasts include prepositions/conjunctions, making them slightly less uniform.

With 7 tools, the server is well-scoped for its purpose: four analysis tools and three context-management tools. Each tool serves a clear role without unnecessary redundancy, and the count aligns well with typical MCP server conventions.

The tool set covers the core needs of project progress analysis, natural language querying, photo search, findings comparison, and project context management. Access to detailed records is available through ask-about-project-data, so no major dead ends. Minor gaps include no dedicated tool for just listing captures or viewing project details, but these are addressable via the query tool.