AdYour product here, seen by people installing AI tools every day

agent-reproduce-align

Skill by QwenLM · updated · ★ 29k

Score 94

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. agent-reproduce-align is published by QwenLM on GitHub.

Yours? Claim it
Works withClaude CodeClaude apps Antigravity CLI

Install agent-reproduce-align

Built from the published package, never by AI
git clone --depth 1 https://github.com/QwenLM/qwen-code /tmp/qwen-code && mkdir -p ~/.claude/skills && cp -r /tmp/qwen-code/.qwen/skills/agent-reproduce-align ~/.claude/skills/agent-reproduce-align

Run in your terminal. Claude Code loads skills from ~/.claude/skills automatically.

Step-by-step: install agent-reproduce-align in Claude Code

Skills can run scripts on your machine. Some need an API key: check the README.

Maintenance

Last commit in the past day

Licence

Apache-2.0: permissive, fine for commercial use

Quality

Clear description, installs from GitHub, 28,686 stars, original repository

Security

No risky patterns in the files we checked

Weekly newsletter

Like agent-reproduce-align? Get the best new skills every week

The best new tools, security warnings before you install something risky, and one practical tip. Free, three minute read.

No spam. Unsubscribe in one click. Privacy

Security check

A

No download-and-run commands, hidden instructions or signs of sending keys out were found.

Checked automatically: .qwen/skills/agent-reproduce-align/SKILL.md, .qwen/skills/agent-reproduce-align/scripts/compare_traces.py, .qwen/skills/agent-reproduce-align/scripts/normalize_trace.py, .qwen/skills/agent-reproduce-align/scripts/run_pair_capture.sh. This looks for known risky patterns and is not a full audit. How grades work

Inside the skill

  • SKILL.md4 KB
  • references/alignment-workflow.md2 KB
  • scripts/compare_traces.py6 KB
  • scripts/normalize_trace.py8 KB
  • scripts/run_pair_capture.sh4 KB

Alternatives to agent-reproduce-align

All alternatives →
ce-retuneEveryInc
94

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.

AAA Skill 26k
cli-developerJeffallan
94

Use when building CLI tools, implementing argument parsing, or adding interactive prompts. Invoke for parsing flags and subcommands, displaying progress bars and spinners, generating bash/zsh/fish completion scripts, CLI design, shell completions, and cross-platform terminal applications using commander, click, typer, or cobra.

AAA Skill 12k
prompt-optimizergetsentry
93

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.

AAA Skill 1.1k
app-buildersickn33
92

Main application building orchestrator. Creates full-stack applications from natural language requests. Determines project type, selects tech stack, coordinates agents.

AAA Skill 48k
skill-creatorGentleman-Programming
92

Trigger: new skills, agent instructions, documenting AI usage patterns. Create LLM-first skills with valid frontmatter.

AAA Skill 8k
use-vishot-with-capacitormoeru-ai
92

Capture deterministic Capacitor application screens with Vishot. Use when the selected Vishot target is a Capacitor app and Codex must capture its locally served WebView at mobile dimensions or distinguish WebView evidence from native-shell evidence.

AAA Skill 51k

agent-reproduce-align: common questions

How do I install agent-reproduce-align?

Run the command above to copy the skill into ~/.claude/skills/. Claude Code picks it up automatically.

Is agent-reproduce-align free?

The code is published under the Apache-2.0 licence. The service it connects to may have its own pricing.

Is agent-reproduce-align safe to use?

It scores 94 of 100. Grades: maintenance A, licence A, quality A. Security check: grade A, no risky patterns found in the files checked. Review the code before you install. How grades work.

What are alternatives to agent-reproduce-align?

Similar skills: ce-retune, cli-developer, prompt-optimizer, app-builder.

Add to stack

Loading.