AI Plugin Indexagent-reproduce-align vs prompt-optimizer
agent-reproduce-align and prompt-optimizer are both ai and llm tools skills. agent-reproduce-align scores higher (94 vs 93 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 | prompt-optimizer | |
|---|---|---|
| Score | 94 / 100 | 93 / 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. | Creates, optimizes, and iteratively refines agent prompts, system prompts, developer prompts, and reusable prompt templates. Use when asked to improve a prompt, optimize a system prompt, rewrite an agent prompt, tune prompt wording, make a prompt more reliable, port prompts between OpenAI, Claude, or Gemini, or build prompt evals. |
| Publisher | Community: QwenLM | Community: getsentry |
| 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 | 1,083 |
| Last commit | 24 Oct 2026 | 23 Oct 2026 |
| Licence | Apache-2.0 | Apache-2.0 |
| Listed since | 23 Oct 2026 | 23 Oct 2026 |
| Install agent-reproduce-align | Install prompt-optimizer |
Questions
Is agent-reproduce-align or prompt-optimizer more popular?
agent-reproduce-align has more GitHub stars: 28,686.
Can I use agent-reproduce-align and prompt-optimizer together?
Yes. AI assistants can load several skills at once. Install both and the assistant picks the right one for each task.