Skill comparison
Compare agent skills before installing.
Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.
Comparing 1 skill
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Open Source Research Notebooks is the strongest overall pick here because it has a 41/100 readiness score and fits Research agents.
Strongest overall
Open Source Research Notebooks
Do a manual repository review before adding this to an agent workflow.
Fastest prototype
Open Source Research Notebooks
Best first install candidate based on install readiness and adoption.
Freshest repo
Open Source Research Notebooks
Most recent maintenance signal among this shortlist.
| Signal | Open Source Research Notebooks Jupyter notebooks helping open source researchers, journalists, and fact-checkers use command line tools and code projects for digital investigations. |
|---|---|
| Quality | 51/100 Needs review |
| Decision verdict | 41/100 Needs manual review Do a manual repository review before adding this to an agent workflow. |
| Adoption | 307 stars Verified outcomes are shown on each skill page |
| Freshness | Jun 19, 2025 |
| Use-case fit | |
| Workflow fit | |
| Platform hints | Jupyter Notebook, Notebook, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet |
| Best for | Research agents workflows · Claude Code teams · builders willing to evaluate younger projects |
| Not ideal for | teams that require actively maintained dependencies · production agents without a repository review |
| OpenAgentSkill engagement | 0 views 0 install copies |
| Install | $ npx skills add bellingcat/open-source-research-notebooks |