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Scored across 32 tools
Each tool has a clearly distinct purpose, with no overlapping functionality. For example, CV drafting tools are separated by action (create, update, get, list, render), and job tools cover distinct operations (add, search, get, update, archive, star). Even similar tools like analyze_trends and skills_gap_report target different aspects (demand vs. personal gaps).
All tool names follow a consistent verb_noun pattern (e.g., add_jobs, get_job, analyze_trends, cv_draft_create). The naming is predictable and uses underscores uniformly, with no mixing of conventions like camelCase. Even longer names like add_or_update_skill adhere to this pattern.
With 32 tools, the count is high for a typical MCP server, which often has 3-15 tools. However, the server covers a broad domain (quant job search, CV drafting, skill tracking, and analysis), and each tool seems justified. It borders on being too heavy but is still manageable given the comprehensive scope.
The tool set covers the full lifecycle of quant job hunting and CV management: job discovery (add, search, get, archive, star), skills tracking (add, analyze, gap report), CV drafting (create, update, get, list, render, reframe, notes), project management, settings, and ad-hoc analysis. No obvious gaps are apparent; even edge cases like job status updates and skill flags are handled.