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agent-reproduce-align

Compare a feature implemented in Qwen Code with Codex or Claude Code under the same scenario. Capture communication and terminal records, inspect tool definitions and outputs, and guide fixes toward matching observable behavior.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

원문원문 설명 보기

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.

설치 방법 보기

이럴 때 유용합니다

  • Checking a reproduced feature against its reference agent
  • Comparing tool definitions and required arguments
  • Investigating differences in terminal output
  • Documenting intentional behavior differences

포함된 파일(5)

  • SKILL.md4.2 KB
  • references/alignment-workflow.md2.4 KB
  • scripts/compare_traces.py6.0 KB
  • scripts/normalize_trace.py7.8 KB
  • scripts/run_pair_capture.sh3.7 KB

SKILL.md(원문)

설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.

Agent Reproduce Align

Purpose

Use this skill when Qwen Code already has a candidate implementation and needs evidence-based parity with a selected reference agent: codex or claude-code. The goal is not byte-for-byte equality; it is matching the observable contract that matters for the feature.

Default target repo: the current working directory. Use a user-specified path only when the user explicitly provides one.

Reference Agent Selection

Use the same reference agent selected during $agent-reproduce-feature. If the earlier choice is unavailable, ask once and record the answer in the scenario or run notes.

Workflow

  1. Re-state the parity target:
    • feature name and trigger
    • selected reference agent
    • one baseline prompt or interaction script
    • acceptable differences
    • must-match fields
  2. Run the reference agent and Qwen Code in separate capture directories with the same scenario.
  3. Capture the selected reference agent's local state before and after the reference run when state may affect parity.
  4. Normalize traces with scripts/normalize_trace.py.
  5. Compare normalized traces with scripts/compare_traces.py.
  6. Inspect differences in this order:
    • reference-agent state changes that explain behavior
    • missing tool/function names
    • schema shape and required fields
    • model settings and response mode
    • prompt role/order differences that affect behavior
    • terminal-visible output and exit status
  7. Patch Qwen Code, rerun the smallest failing scenario, and repeat.
  8. Preserve only redacted minimal fixtures in the repo.

Read references/alignment-workflow.md before the first comparison pass.

Common Commands

Normalize:

.qwen/skills/agent-reproduce-align/scripts/normalize_trace.py \
  .repro-runs/reference/http.jsonl \
  > .repro-runs/reference/normalized.json

Compare:

.qwen/skills/agent-reproduce-align/scripts/compare_traces.py \
  .repro-runs/reference/normalized.json \
  .repro-runs/qwen/normalized.json

Run a paired shell scenario:

REPRO_REFERENCE_AGENT=codex \
.qwen/skills/agent-reproduce-align/scripts/run_pair_capture.sh \
  .repro-runs/slash-help \
  "codex exec '/help'" \
  "npm test -- --runInBand"

For Claude Code, set REPRO_REFERENCE_AGENT=claude-code and replace the first command with the discovered Claude Code command. When REPRO_REFERENCE_AGENT is set, the paired runner writes reference/state-before, reference/state-after, and reference/state-diff. Use the paired runner only when shell quoting is simple. For interactive slash commands, run the two captures manually with tmux so each side can receive the same keystrokes. Use REPRO_REFERENCE_STATE_ROOT=/tmp/some-root only for tests or custom state directories.

Comparison Rules

  • Compare contracts before wording. Exact prompt text is usually implementation detail.
  • Treat absent schemas, wrong required fields, or wrong argument names as high-signal failures.
  • Treat output ordering as significant only when the user-visible workflow depends on it.
  • Do not chase provider-specific endpoints, model names, IDs, timestamps, token counts, or ephemeral headers unless the feature depends on them.
  • Do not chase every local state write. Treat state diffs as explanatory evidence unless the feature contract requires a particular config, memory, or permission side effect.
  • Stop when Qwen Code passes the user-visible scenario and the remaining trace differences are documented as intentional.

Done Criteria

  • Reference-agent and Qwen Code traces for the same scenario exist locally.
  • Reference-agent state diff exists or state capture is documented as irrelevant for the scenario.
  • The normalized comparison has no unexplained must-match differences.
  • Qwen Code tests or smoke commands cover the fixed behavior.
  • Any remaining mismatch is written down in the task notes or Qwen Code docs when it affects users.

리뷰

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같은 저장소의 스킬

Write clear briefs for subagents and conversation forks, agents that inherit conversation history. Specify purpose, known findings, scope, and expected output while respecting each agent's existing role and separating research requests from implementation.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Writing a focused research brief for a subagent
  • Specifying files and constraints for implementation
  • Defining scope for an agent inheriting conversation history
QwenLM/qwen-code2.9만2026년 10월 18일 업데이트

Reproduce a Codex or Claude Code feature in Qwen Code or another command-line agent. Capture requests, terminal output, and state changes, then use that evidence to implement focused behavior and add a verification path.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Reproduce an existing agent's slash command
  • Inspect request formats and tool definitions
  • Compare terminal output and saved state
QwenLM/qwen-code2.9만2026년 10월 18일 업데이트

autofix

무료

Review local uncommitted changes, verify findings, and repeat focused repairs until the review converges or a blocker remains. Also supports Qwen Code issue fixes and review responses within workflows run through GitHub Actions.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Review and repair local uncommitted changes
  • Develop a focused fix for a selected issue
  • Verify and address pull request feedback
QwenLM/qwen-code2.9만2026년 10월 18일 업데이트

batch

무료

Apply the same operation across multiple files using parallel worker agents. The skill finds matching files, divides the work, and reports successes, failures, and skipped files, with a preview option before edits.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Add license headers across source files
  • Convert JavaScript files to TypeScript
  • Fix the same lint issue in multiple files
QwenLM/qwen-code2.9만2026년 10월 18일 업데이트

batch-api

무료

Prepare shared instructions for translating, rewriting, or extracting information from many independent files, then submit a plan through the DashScope Batch API. Processing runs asynchronously at half the realtime list price and delivers new files later.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Translate many documents using shared terminology
  • Rewrite independent files into a consistent format
  • Extract structured data from a collection of files
QwenLM/qwen-code2.9만2026년 10월 18일 업데이트

Operate Chrome from Qwen Code to navigate pages, click controls, fill forms, and capture screenshots. It can work with existing tabs or new ones, using page structure and visual controls to carry out browser tasks.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Navigating and clicking through pages in Chrome
  • Filling in web forms
  • Continuing work in an existing browser tab
QwenLM/qwen-code2.9만2026년 10월 18일 업데이트

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