{"repo":"powerofjinbo/phdtaketaketake","free":true,"listed":false,"github":"https://github.com/powerofjinbo/phdtaketaketake","clone":"git clone https://github.com/powerofjinbo/phdtaketaketake.git","description":"Connection-first PhD advisor matcher — find the right advisor by network strength, not h-index. Quantitative 4.0 scoring across Connection, Publication, Experience, GPA.","language":"Python","stars":32,"topics":["academic-network","advisor-matching","graduate-school","hep-ex","open-source","phd","phd-application","python","streamlit","connection-graph"],"license":"MIT","category":"mcp-servers","readme_excerpt":"phdtaketaketake Find the right PhD advisor by network strength and cited evidence — not h-index. A connection-first, evidence-first advisor matcher and application-triage assistant. 🌐 Open the web app  ·  Use as an agent skill  ·  中文 --- Two ways to use it 1. The web app — no install, no signup, no server → https://powerofjinbo.github.io/phdtaketaketake/ Everything runs in your browser . Your API key and data never leave your device. 1. Add a key in Settings (one click tests it) — Gemini is free . 2. Add your profile , or import your CV (PDF) and review the parse. 3. Run a match — an AI agent researches candidate advisors and the exact phd matcher engine from this repo scores them, all client-side (Python via Pyodide). Which model? Provider Cost Web search Notes --- --- --- --- Gemini ( gemini-2.5-pro ) Free ✅ Recommended free choice. Switch to gemini-2.5-flash if you hit rate limits. Claude / OpenAI Paid API ✅ Strongest evidence-cited results. DeepSeek / GLM / MiniMax / custom Cheap / varies ❌ No web search → suggestion-only candidates with wide confidence bands. Web search is what lets the agent cite evidence. Without it, rankings are honest guesses with maximally wide confidence bands rather than fabricated facts. Free models without web search (Groq, OpenRouter, etc.) work but produce thin evidence — for cited results use Gemini (free), Claude, or OpenAI. The web app lives in app/frontend ; a self-hosted FastAPI twin is in app/backend (optional, not n","default_branch":null,"files":null,"tree":[],"storefront":"/r/powerofjinbo","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/powerofjinbo/phdtaketaketake/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}