AI Plugin Indexprompt-optimizer vs agent-reproduce-align
prompt-optimizer and agent-reproduce-align 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.
| prompt-optimizer | agent-reproduce-align | |
|---|---|---|
| Score | 93 / 100 | 94 / 100 |
| What it does | 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. | 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. |
| Publisher | Community: getsentry | Community: QwenLM |
| 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 | 1,083 | 28,686 |
| Last commit | 23 Oct 2026 | 24 Oct 2026 |
| Licence | Apache-2.0 | Apache-2.0 |
| Listed since | 23 Oct 2026 | 23 Oct 2026 |
| Install prompt-optimizer | Install agent-reproduce-align |
Questions
Is prompt-optimizer or agent-reproduce-align more popular?
agent-reproduce-align has more GitHub stars: 28,686.
Can I use prompt-optimizer and agent-reproduce-align together?
Yes. AI assistants can load several skills at once. Install both and the assistant picks the right one for each task.