A
licenseNot graded
qualityB
maintenanceAn autonomous MCP agent that helps you apply to fully funded MS and PhD programs by discovering professors, verifying faculty status, matching projects, and drafting cold emails.
4
MIT
Professor Fit MCP
by Wrennnn2
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TDQS
A4.2/5.0
Scored across 9 tools
Disambiguation5/5
Each tool has a clearly distinct purpose within the professor discovery and management workflow. The descriptions are detailed and prevent confusion between similar tools like search_professors (coarse filter) and find_professors (full pipeline).
Naming Consistency4/5
Most tools follow a verb_noun pattern (e.g., find_professors, update_professor_profile), but profiles_export and profiles_inspect use a noun_verb pattern, creating a minor inconsistency.
Tool Count5/5
Nine tools cover the essential operations for professor profiling and ranking without unnecessary complexity. The count is well-scoped for the domain.
Completeness4/5
The tool set covers the core workflow of searching, fetching details, ranking, adding evidence, updating, inspecting, and exporting. Missing explicit create/delete tools, but the workflow implicitly supports creation through evidence merging.
Maintenance
ActivityInactive
ResponsivenessNo issues