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
Gpt Pilot is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.
Strongest overall
Gpt Pilot
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Gpt Pilot
Best first install candidate based on install readiness and adoption.
Freshest repo
Project Mentor
Most recent maintenance signal among this shortlist.
| Signal | Project Mentor Project Mentor is a standalone agent skill that turns real coding projects into evidence-grounded, just-in-time learning for Codex and compatible hosts. | Agentmemory #1 Persistent memory for AI coding agents based on real-world benchmarks | Cmux Ghostty-based macOS terminal with vertical tabs and notifications for AI coding agents | Gpt Pilot The first real AI developer |
|---|---|---|---|---|
| Quality | 71/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 70/100 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 | 20 stars Verified outcomes are shown on each skill page | 23K stars Verified outcomes are shown on each skill page | 22K stars Verified outcomes are shown on each skill page | 34K stars Verified outcomes are shown on each skill page |
| Freshness | Aug 2, 2026 | Jun 15, 2026 | Jun 16, 2026 | Jun 18, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, Claude Code, OpenAI Agents | TypeScript, Coding Agent, Claude Code, OpenAI Agents | Swift, Coding Agent, Claude Code, OpenAI Agents | Python, Developer Tools, Claude Code, OpenAI Agents |
| Warnings | Low GitHub adoption signal · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| Best for | Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects | Coding agents 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 · production agents without a repository 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 | 30 views 0 install copies |
| Install | $ npx skills add uczltw6/project-mentor | $ npx skills add rohitg00/agentmemory | $ npx skills add manaflow-ai/cmux | $ npx skills add Pythagora-io/gpt-pilot |