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
Databend is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
Databend
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Databend
Best first install candidate based on install readiness and adoption.
Freshest repo
Databend
Most recent maintenance signal among this shortlist.
| Signal | Vectordb Epsilla is a high performance Vector Database Management System | Databend Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3. | Server MariaDB server is a community developed fork of MySQL server. Started by core members of the original MySQL team, MariaDB actively works with outside developers to deliver the most featureful, stable, and sanely licensed open SQL server in the industry. | Deeplake Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable retrieval and training. |
|---|---|---|---|---|
| Quality | 69/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 71/100 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. | 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 | 875 stars Verified outcomes are shown on each skill page | 9.4K stars Verified outcomes are shown on each skill page | 7.9K stars Verified outcomes are shown on each skill page | 9.2K stars Verified outcomes are shown on each skill page |
| Freshness | Nov 29, 2025 | Jul 18, 2026 | Jul 19, 2026 | May 21, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | C++, Vector Search, Claude Code, OpenAI Agents | Rust, Vector Search, Claude Code | C++, Vector Search, Claude Code | C++, Vector Search, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge 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 | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add epsilla-cloud/vectordb | $ npx skills add databendlabs/databend | $ npx skills add MariaDB/server | $ npx skills add activeloopai/deeplake |