The Index · By job · Scientist
MCP servers for scientist, ranked
tashan measures 29 capabilities against the work a scientist actually does — scientific research, statistical modelling — and ranks them on public evidence alone: upkeep, freshness and real adoption. How we measure ›
| # | Capability | tashan | Evidence | Health |
|---|---|---|---|---|
| 1 | Docs & Knowledge | 70 | 284 ★ | active |
| 2 | Dev Tools & CI | 65 | 23 ★ | active |
| 3 | Dev Tools & CI | 64 | 74 ★ | active |
| 4 | Search | 61 | 70 ★ | active |
| 5 | Dev Tools & CI | 60 | 87 ★ | active |
| 6 | Dev Tools & CI | 59 | 143 ★ | active |
| 7 | Dev Tools & CI | 59 | 18 ★ | active |
| 8 | Dev Tools & CI | 57 | 4 ★ | active |
| 9 | Security | 55 | 51 ★ | active |
| 10 | Everyday Causal Skills server Dev Tools & CI | 53 | 59 ★ | active |
| 11 | Dev Tools & CI | 52 | 5 ★ | active |
| 12 | Gyoshu server Productivity | 50 | 240 ★ | active |
| 13 | Qmt Skills server Communication | 50 | 151 ★ | active |
| 14 | Nnsight server Data & Analytics | 48 | 9 ★ | active |
| 15 | Research Co Pilot server Productivity | 47 | 5 ★ | active |
| 16 | Research Paper Writing server Docs & Knowledge | 46 | 3 ★ | active |
| 17 | Deep Review server Productivity | 45 | 0 ★ | active |
| 18 | Research Toolkit server Dev Tools & CI | 43 | 2 ★ | active |
| 19 | AI & Agents | 42 | 1 marketplaces | — |
| 20 | Sap Hana Ml server AI & Agents | 42 | 1 marketplaces | — |
| · | Dev Tools & CI | not scored yet | 33k ★ | active |
| · | Clinical Research skill Security | not scored yet | 23k ★ | active |
| · | Grants skill Search | not scored yet | 23k ★ | active |
| · | Litreview skill Productivity | not scored yet | 23k ★ | active |
| · | Senior Computer Vision skill AI & Agents | not scored yet | 23k ★ | active |
| · | Senior Data Scientist skill Dev Tools & CI | not scored yet | 23k ★ | active |
| · | Statistical Analyst skill Dev Tools & CI | not scored yet | 23k ★ | active |
| · | Ab Test Setup skill Dev Tools & CI | not scored yet | 23k ★ | active |
| · | Experiment Designer skill Dev Tools & CI | not scored yet | 23k ★ | active |
10 of these have been expertise-graded against their own documentation; the rest carry adoption and upkeep signal only. We publish what is measured and say plainly what is not.