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 2 skills

Use this as a shortlist, then open the skill detail page before adopting.

Decision summary

Strongest overall

Academic Research Skills

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Academic Research Skills

Best first install candidate based on install readiness and adoption.

Freshest repo

alterlab-flowio

Most recent maintenance signal among this shortlist.

Signal	alterlab-flowio Parse and write FCS (Flow Cytometry Standard) files v2.0-3.1 with FlowIO — extract event data as NumPy arrays, read $-keyword metadata and channel/parameter definitions, and convert events to CSV or pandas DataFrame. Use when loading raw .fcs flow-cytometry files, inspecting channels and metadata, or preprocessing cytometry data for downstream gating and analysis. Part of the AlterLab Academic Skills suite.	Academic Research Skills Academic Research Skills for Claude Code: research → write → review → revise → finalize
Quality	60/100 Promising	100/100 Excellent
Decision verdict	59/100 Prototype first Prototype with this skill first; keep a fallback candidate ready.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.
Adoption	66 stars Verified outcomes are shown on each skill page	38K stars Verified outcomes are shown on each skill page
Freshness	Sep 4, 2026	Jul 18, 2026
Use-case fit	Research agents Document processing Data analysis	Coding agents