# What a scientist should install

> Capabilities measured for the work a scientist does.

Source: https://tashan.sh/role/scientist.html
Ranked by fit for the task, then how well it documents itself, then the tashan score
  (upkeep and freshness, gated by real adoption). Public evidence only — nothing paid can
  change a rank. Method: https://tashan.sh/methodology.html

## Ranked

| # | Capability | tashan score | Adoption evidence | Activity |
|---|---|---|---|---|
| 1 | [Growthbook · growthbook](https://tashan.sh/capability/plugin-growthbook-skills-growthbook.html) | 58 | 18 ★ | active |
| 2 | [Statsclaw](https://tashan.sh/capability/plugin-statsclaw-statsclaw-statsclaw.html) | 53 | 87 ★ | active |
| 3 | [Agent Loops](https://tashan.sh/capability/plugin-gaasher-agent-loop-skills-agent-loops.html) | 46 | 143 ★ | active |
| 4 | [Clinicaltrialsgov](https://tashan.sh/capability/pkg-clinicaltrialsgov-mcp-server.html) | 67 | 802/wk | active |
| 5 | [Sciagent Skills](https://tashan.sh/capability/plugin-jaechang-hits-sciagent-skills-sciagent-skills.html) | 65 | 284 ★ | active |
| 6 | [Datarobot Agent Skills](https://tashan.sh/capability/plugin-datarobot-oss-datarobot-agent-skills-datarobot-agent-skills.html) | 62 | 23 ★ | active |
| 7 | [Sciverse](https://tashan.sh/capability/plugin-opendatalab-sciverse-agent-tools-sciverse.html) | 61 | 78 ★ | active |
| 8 | [Probabl Skills](https://tashan.sh/capability/plugin-probabl-ai-skills-probabl-skills.html) | 57 | 74 ★ | active |
| 9 | [Openephemeris](https://tashan.sh/capability/pkg-openephemeris-mcp-server.html) | 56 | 197/wk | active |
| 10 | [Boltz](https://tashan.sh/capability/plugin-boltz-bio-boltz-api-skills-boltz.html) | 53 | 4 ★ | active |
| 11 | [Stata](https://tashan.sh/capability/pkg-aliveranme-stata-mcp.html) | 50 | 87/wk | active |
| 12 | [Gyoshu](https://tashan.sh/capability/plugin-yeachan-heo-my-jogyo-gyoshu.html) | 49 | 240 ★ | stable |
| 13 | [Flexcompute](https://tashan.sh/capability/plugin-flexcompute-plugin-marketplace-flexcompute.html) | 47 | 5 ★ | active |
| 14 | [Everyday Causal Skills](https://tashan.sh/capability/plugin-robsontigre-everyday-causal-skills-everyday-causal-skills.html) | 45 | 59 ★ | active |
| 15 | [Qmt Skills](https://tashan.sh/capability/plugin-dfkai-xtquantai-qmt-skills.html) | 43 | 151 ★ | active |
| 16 | [Research Co Pilot](https://tashan.sh/capability/plugin-marazii-research-co-pilot-research-co-pilot.html) | 42 | 5 ★ | active |
| 17 | [Nnsight](https://tashan.sh/capability/plugin-ndif-team-skills-nnsight.html) | 42 | 9 ★ | active |
| 18 | [Research Paper Writing](https://tashan.sh/capability/plugin-yuanyuanma03-research-paper-writing-skills-research-paper-writing.html) | 41 | 3 ★ | active |
| 19 | [Math Olympiad](https://tashan.sh/capability/plugin-anthropics-claude-plugins-official-math-olympiad.html) | 46 | 2 marketplaces | — |
| 20 | [Sap Hana Cloud Data Intelligence](https://tashan.sh/capability/plugin-andreafusar-https-github-com-secondsky-sap-skills-sap-hana-cloud-data-intelligence.html) | 42 | 1 marketplaces | — |
| 21 | [Sap Hana Ml](https://tashan.sh/capability/plugin-andreafusar-https-github-com-secondsky-sap-skills-sap-hana-ml.html) | 42 | 1 marketplaces | — |
| 22 | [Research Toolkit · gioviat](https://tashan.sh/capability/plugin-gioviat-research-toolkit-research-toolkit.html) | 34 | 2 ★ | active |
| 23 | [Supply Chain Skills](https://tashan.sh/capability/plugin-kishorkukreja-awesome-supply-chain-supply-chain-skills.html) | 50 | 51 ★ | active |
| 24 | [Alphagenome](https://tashan.sh/capability/plugin-genomicsxai-alphagenome-pytorch-alphagenome.html) | 61 | 159 ★ | active |
| 25 | [Scios Skill](https://tashan.sh/capability/pkg-scios-skill.html) | 55 | 243/wk | active |
| 26 | [Uniprot](https://tashan.sh/capability/pkg-cyanheads-uniprot-mcp-server.html) | 52 | 99/wk | active |

## What these numbers are not

- The tashan score measures upkeep, freshness and adoption. It is **not** a security
  verdict and **not** a measure of whether the capability works well.
- `not scored` means too little public evidence to rank, never that something is bad.
- The security audit is separate and free per capability, on each page above.