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
Scientific Agent Skills is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.
Strongest overall
Scientific Agent Skills
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Scientific Agent Skills
Best first install candidate based on install readiness and adoption.
Freshest repo
Scientific Agent Skills
Most recent maintenance signal among this shortlist.
| Signal | Devlake Apache DevLake is an open-source dev data platform to ingest, analyze, and visualize the fragmented data from DevOps tools, extracting insights for engineering excellence, developer experience, and community growth. | Airbyte Open-source data movement for ELT pipelines and AI agents — from APIs, databases & files to warehouses, lakes, and AI applications. Both self-hosted and Cloud. | Flyte Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows. | Scientific Agent Skills Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 160,000+ scientists worldwide. 140 ready-to-use skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard. |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 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. | 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 | 3.0K stars 0 installs | 21K stars 0 installs | 7.1K stars 0 installs | 32K stars 0 installs |
| Freshness | Jun 12, 2026 | Jun 14, 2026 | Jun 12, 2026 | Jul 28, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Go, Data Analysis, Claude Code | Python, Data Analysis, Claude Code | Go, Data Analysis, Claude Code | Python, Data Analysis, Claude Code, OpenAI Agents, Cursor |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No OpenAgentSkill engagement data yet |
| Best for | Workflow automation workflows · Claude Code teams · teams that value GitHub adoption signals | Workflow automation workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents 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 | 5 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add apache/devlake | $ npx skills add airbytehq/airbyte | $ npx skills add flyteorg/flyte | $ npx skills add K-Dense-AI/scientific-agent-skills |