AI Plugin Indexagent-reproduce-align vs ce-retune
agent-reproduce-align and ce-retune are both ai and llm tools skills. agent-reproduce-align scores higher (94 vs 94 out of 100). agent-reproduce-align has more GitHub stars (29k), and agent-reproduce-align was updated more recently (today). The table compares them side by side.
| agent-reproduce-align | ce-retune | |
|---|---|---|
| Score | 94 / 100 | 94 / 100 |
| What it does | Use after a Codex or Claude Code feature has been implemented in Qwen Code to run the selected reference agent and Qwen Code under the same scenario, capture HTTP and terminal traces, compare request bodies, tool/function schemas, outputs, and iterate until the reproduced behavior is close enough. | Retune a skill corpus for a new model, measurement-first: mine the run archive for a baseline, establish a noise floor, audit the corpus adversarially, then cut in measured passes until a pre-registered bar clears. Requires a benchmark harness that can A/B two builds of the corpus; refuses without one. |
| Publisher | Community: QwenLM | Community: EveryInc |
| Grades | Maintenance A, Licence A, Quality A | Maintenance A, Licence A, Quality A |
| npm downloads a week | Not on npm | Not on npm |
| Runs | Skill | Skill |
| Works with | Claude Code, Claude apps | Claude Code, Claude apps |
| GitHub stars | 28,686 | 25,684 |
| Last commit | 24 Oct 2026 | 23 Oct 2026 |
| Licence | Apache-2.0 | MIT |
| Listed since | 23 Oct 2026 | 23 Oct 2026 |
| Install agent-reproduce-align | Install ce-retune |
Questions
Is agent-reproduce-align or ce-retune more popular?
agent-reproduce-align has more GitHub stars: 28,686.
Can I use agent-reproduce-align and ce-retune together?
Yes. AI assistants can load several skills at once. Install both and the assistant picks the right one for each task.