Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Implement
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Implement
Best first install candidate based on install readiness and adoption.
Freshest repo
Appsmith
Most recent maintenance signal among this shortlist.
| Signal | greploop Iteratively improves a PR (GitHub), MR (GitLab), or shelved changelist (Perforce) until Greptile gives it a 5/5 confidence score with zero unresolved comments. Triggers Greptile review, fixes all actionable comments, pushes/re-shelves, re-triggers review, and repeats. Use when the user wants to fully optimize a PR/MR/CL against Greptile's code review standards. | Code Review Review a branch or diff against repository standards and the originating spec in two independent analysis passes. | Appsmith Platform to build admin panels, internal tools, and dashboards. Integrates with 25+ databases and any API. | Implement Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch. |
|---|---|---|---|---|
| Quality | 75/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 86/100 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 | 620 stars Verified outcomes are shown on each skill page | 169K stars Verified outcomes are shown on each skill page | 41K stars |
| 176K stars Verified outcomes are shown on each skill page |
| Freshness | Sep 4, 2026 | Jul 13, 2026 | Sep 4, 2026 | Jul 17, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Claude Code, Cursor | Claude Code, Codex, Cursor, OpenAI Agents | TypeScript, Developer Tools, Claude Code | Claude Code, Codex, Cursor, OpenAI Agents |
| Warnings | The SKILL.md does not explicitly describe how to fetch the list of unresolved review comments or how to extract the Greptile confidence score from the review output. This is a critical step in the loop (fixing actionable comments) but is left implicit. · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | Modifies repository files, executes project commands, and creates a Git commit on the current branch. · No OpenAgentSkill engagement data yet |
| Best for | GitHub automation 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 | 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 · production agents without a repository 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 michaelshimeles/skills --skill greploop | $ npx skills add mattpocock/skills --skill code-review | $ npx skills add appsmithorg/appsmith | $ npx skills add mattpocock/skills --skill implement |