Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Goaccess is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.
Strongest overall
Goaccess
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Pandas AI
Best first install candidate based on install readiness and adoption.
Freshest repo
Cloudberry
Most recent maintenance signal among this shortlist.
| Signal | Cloudberry One advanced and mature open-source MPP (Massively Parallel Processing) database. Open source alternative to Greenplum Database. | Pandas AI Chat with your database or your datalake (SQL, CSV, parquet). PandasAI makes data analysis conversational using LLMs and RAG. | Goaccess GoAccess is a real-time web log analyzer and interactive viewer that runs in a terminal in *nix systems or through your browser. | ArcticDB ArcticDB is a high performance, serverless DataFrame database built for the Python Data Science ecosystem. |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 94/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 96/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 1.2K stars 0 installs | 24K stars 0 installs | 21K stars 0 installs | 2.4K stars 0 installs |
| Freshness | Jun 16, 2026 | Oct 28, 2025 | Jun 11, 2026 | Jun 14, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | C, Data Analysis, Claude Code | Python, Data Analysis, Claude Code, OpenAI Agents | C, Data Analysis, Claude Code, Browser agents | C++, Data Analysis, Claude Code |
| Warnings | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 1 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add apache/cloudberry | $ npx skills add sinaptik-ai/pandas-ai | $ npx skills add allinurl/goaccess | $ npx skills add man-group/ArcticDB |