UniAdmit MCP

Research-admission shortlist → faculty match → ranked professor recommendations. Six MCP tools, one response envelope, near-black design system.

6
MCP Tools
3
User Flows
4
Error Codes
1
Response Shape

MCP Tools

  • browse_universities student
  • view_faculty student
  • recommend_professors student
  • collect_faculty_data operator
  • check_collection_status operator
  • check_status utility

End-to-end faculty collection requires Playwright worker dependencies in the running environment (local venv). The split Docker API image cannot scrape; use `docker compose run --rm worker ...` or a job queue in production.