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
Career Ops is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
Career Ops
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Career Ops
Best first install candidate based on install readiness and adoption.
Freshest repo
Career Ops
Most recent maintenance signal among this shortlist.
| Signal | Magpie A reusable framework for Apache projects to automate agent-assisted maintainership, triage, and drafting of fixes with human review. | Career Ops AI-powered job search system built on Claude Code. 14 skill modes, Go dashboard, PDF generation, batch processing. | Antigravity Awesome Skills A comprehensive library of over 1,273 agentic skills for various AI coding assistants, featuring clear documentation and installation instructions. | Mlflow The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data. |
|---|---|---|---|---|
| Quality | 74/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 73/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 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 | 50 stars 0 installs | 58K stars 0 installs | 42K stars 0 installs | 27K stars 0 installs |
| Freshness | Jul 3, 2026 | Jul 3, 2026 | Jul 2, 2026 | Jun 25, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Claude Code | JavaScript, Claude Code | Claude Code, OpenAI Agents, Cursor | Python, LLMOps, Claude Code, LangChain |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | GitHub automation workflows · Claude Code teams · builders willing to evaluate younger projects | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents 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 | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add apache/magpie | $ npx skills add santifer/career-ops | $ npx skills add sickn33/antigravity-awesome-skills | $ npx skills add mlflow/mlflow |