Deep Review
dyad-sh/dyad
Deep multi-agent code review run locally — a fleet of parallel finder agents reviews the diff from independent angles, then adversarial verifier agents reproduce each finding before it is reported.
Reproduces a feature from Codex or Claude Code in Qwen Code by running the reference agent under capture, reading the traces, then implementing matching behavior.
$ npx skills add QwenLM/qwen-code --skill agent-reproduce-feature -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install QwenLM/qwen-code agent-reproduce-feature --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/QwenLM/qwen-code.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.qwen/skills/agent-reproduce-feature .claude/skills/agent-reproduce-feature && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "agent-reproduce-feature" agent skill from https://github.com/QwenLM/qwen-code/tree/main/.qwen/skills/agent-reproduce-feature into .claude/skills/agent-reproduce-feature/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-reproduce-feature", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/QwenLM/qwen-code/tree/main/.qwen/skills/agent-reproduce-featureType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add QwenLM/qwen-code --skill agent-reproduce-feature -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install QwenLM/qwen-code agent-reproduce-feature --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QwenLM/qwen-code.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.qwen/skills/agent-reproduce-feature .agents/skills/agent-reproduce-feature && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agent-reproduce-feature" agent skill from https://github.com/QwenLM/qwen-code/tree/main/.qwen/skills/agent-reproduce-feature into .agents/skills/agent-reproduce-feature/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-reproduce-feature", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add QwenLM/qwen-code --skill agent-reproduce-feature -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install QwenLM/qwen-code agent-reproduce-feature --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QwenLM/qwen-code.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.qwen/skills/agent-reproduce-feature .cursor/skills/agent-reproduce-feature && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "agent-reproduce-feature" agent skill from https://github.com/QwenLM/qwen-code/tree/main/.qwen/skills/agent-reproduce-feature into .cursor/skills/agent-reproduce-feature/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-reproduce-feature", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/QwenLM/qwen-code.git --path .qwen/skills/agent-reproduce-feature--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add QwenLM/qwen-code --skill agent-reproduce-feature -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install QwenLM/qwen-code agent-reproduce-feature --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QwenLM/qwen-code.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.qwen/skills/agent-reproduce-feature .gemini/skills/agent-reproduce-feature && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "agent-reproduce-feature" agent skill from https://github.com/QwenLM/qwen-code/tree/main/.qwen/skills/agent-reproduce-feature into .gemini/skills/agent-reproduce-feature/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-reproduce-feature", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install QwenLM/qwen-code agent-reproduce-featureInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add QwenLM/qwen-code --skill agent-reproduce-feature -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/QwenLM/qwen-code.git skills-src && mkdir -p .github/skills && cp -r skills-src/.qwen/skills/agent-reproduce-feature .github/skills/agent-reproduce-feature && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "agent-reproduce-feature" agent skill from https://github.com/QwenLM/qwen-code/tree/main/.qwen/skills/agent-reproduce-feature into .github/skills/agent-reproduce-feature/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-reproduce-feature", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add QwenLM/qwen-code --skill agent-reproduce-feature -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install QwenLM/qwen-code agent-reproduce-feature --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QwenLM/qwen-code.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.qwen/skills/agent-reproduce-feature .opencode/skills/agent-reproduce-feature && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "agent-reproduce-feature" agent skill from https://github.com/QwenLM/qwen-code/tree/main/.qwen/skills/agent-reproduce-feature into .opencode/skills/agent-reproduce-feature/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-reproduce-feature", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
agent-reproduce-featureReproduces a feature from Codex or Claude Code in Qwen Code by running the reference agent under capture, reading the traces, then implementing matching behavior.
Your current session serves as the test harness here, and a nested reference agent, either Codex or Claude Code, runs as the program under test. The skill asks once which reference to use if you have not said, discovers the local launch command rather than assuming it, and defines the feature in one sentence together with a minimal prompt that triggers it.
Capture comes from several scripts: capture_state.py records local agent state before and after the scenario, run_with_mitm.sh captures HTTP request bodies, run_tmux_capture.sh records interactive terminal output, and an llm_dump.py helper is included as well. From the traces the agent extracts prompt changes, request shape including messages, tools and schemas, visible terminal states, file edits and error paths.
It then implements the smallest compatible behavior in the target repo, which defaults to the current directory, following the repo's existing patterns, adds focused tests or a smoke command, and hands off to an alignment skill when parity needs more iteration. A reference note on the capture workflow should be read before the first capture.
8 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit d9c6f8c. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Ships 4 files in scripts/ (Python and Shell), which the agent can run.
Shell commands in SKILL.md call:
claudecodexFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Agent Feature Reproduction loads about 1.5k tokens when it runs, and up to ~2.7k if it reads all its reference files. Until then it costs about 74 tokens; SKILL.md has 595 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
The full file from QwenLM/qwen-code at commit d9c6f8c, republished under its Apache-2.0 licence (© QwenLM). 595 words, ~1,457 tokens.
.claude/skills/agent-reproduce-feature/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.Use this skill to turn an observed feature from a reference agent into an implementation task for Qwen Code. The workflow treats the current session as the outer harness and runs a nested reference agent process as the program under test.
Default target repo: the current working directory. Use a user-specified path only when the user explicitly provides one.
Start by selecting exactly one reference agent:
codex: use nested Codex as the reference implementation.claude-code: use nested Claude Code as the reference implementation.If the user did not choose one, ask once before capture. Then discover the local commands instead of assuming them:
command -v codex || true
command -v claude || command -v claude-code || trueRecord the selected adapter in the run notes or scenario:
{
"reference_agent": "codex",
"reference_interactive_command": "codex",
"reference_headless_command": "codex exec",
"target_agent": "qwen-code",
"target_repo": "."
}codex or claude-code as the reference agent and discover its local launch command.scripts/capture_state.py before and after the
scenario.scripts/run_with_mitm.sh.scripts/run_tmux_capture.sh when the feature is interactive or TUI-visible.messages, tools, functions, schemas, tool choice, model settings$agent-reproduce-align when implementation exists and parity needs iteration.Read references/capture-workflow.md before running capture for the first time in a session.
Prefer a fresh output directory per run:
mkdir -p .repro-runs/slash-command-baseline
.qwen/skills/agent-reproduce-feature/scripts/run_with_mitm.sh \
.repro-runs/slash-command-baseline \
-- codex exec "exercise the Codex feature here"For Claude Code, use the discovered headless command if available; otherwise use tmux:
.qwen/skills/agent-reproduce-feature/scripts/run_tmux_capture.sh \
.repro-runs/slash-command-claude \
claudeFor interactive slash commands or terminal rendering, use tmux:
.qwen/skills/agent-reproduce-feature/scripts/run_tmux_capture.sh \
.repro-runs/slash-command-tui \
codexThe mitm script sets common proxy and CA variables for Node, Python, and curl-based CLIs. If TLS fails, read the certificate notes in references/capture-workflow.md and fix trust before interpreting missing traffic as product behavior.
Capture reference-agent state before and after a run:
.qwen/skills/agent-reproduce-feature/scripts/capture_state.py \
snapshot .repro-runs/slash-command-baseline/state-before \
--agent codex
# Run the reference scenario here.
.qwen/skills/agent-reproduce-feature/scripts/capture_state.py \
snapshot .repro-runs/slash-command-baseline/state-after \
--agent codex
.qwen/skills/agent-reproduce-feature/scripts/capture_state.py \
diff \
.repro-runs/slash-command-baseline/state-before \
.repro-runs/slash-command-baseline/state-after \
--out-dir .repro-runs/slash-command-baseline/state-diffUse --agent claude-code to snapshot ~/.claude instead of ~/.codex.
Use --root PATH only for a custom state directory or tests.
state-diff.md before copying any excerpt into a tracked file..repro-runs/ or an equivalent ignored/local path.$agent-reproduce-align without re-discovering the setup.© QwenLM, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 5 other files (scripts, references) in .qwen/skills/agent-reproduce-feature of QwenLM/qwen-code.
Open the folder on GitHubat commit d9c6f8c
Agent Feature Reproduction next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Agent Feature Reproduction this skillQwenLM/qwen-code | 28k | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Deep Reviewdyad-sh/dyad | 22k | — | ~1.4k | Automated safety check: Pass | Custom licence | |
| Mori Agent Bridgevaayne/mori | 303 | — | ~1.7k | Automated safety check: Pass | MIT | |
| CommitHappenmass/omux | 102 | — | ~224 | Automated safety check: Pass | None | |
| Project Session ManagerYeachan-Heo/oh-my-claudecode | 40k | — | ~4k | Automated safety check: Pass | MIT | |
| Openspec Workflow RouterHsienW/chat-gun | 143 | — | ~923 | Automated safety check: Pass | Custom licence |
dyad-sh/dyad
Deep multi-agent code review run locally — a fleet of parallel finder agents reviews the diff from independent angles, then adversarial verifier agents reproduce each finding before it is reported.
vaayne/mori
Use Mori CLI to enable agent-to-agent communication and coordination across Mori-managed panes.
Happenmass/omux
Structured git commits with conventional format. An agent skill from Happenmass/omux.
Yeachan-Heo/oh-my-claudecode
Creates isolated git worktrees, with optional tmux sessions, for PR reviews, issue fixes and feature work across projects and repositories.
HsienW/chat-gun
MUST be considered at task start in this repository to detect OpenSpec change lifecycle work and route Qwen Code review tasks without loading unnecessary context.
wshobson/agents
Design optimal agent team compositions with sizing heuristics, preset configurations, and agent type selection.
QwenLM/qwen-code
Guides end-to-end testing of the Qwen Code CLI in headless mode with real model calls, MCP test servers and inspection of raw API traffic.
QwenLM/qwen-code
Scheduled CI skill that scans a repository for small, certain docs, test and code hygiene issues and fixes them on one branch with a commit per finding.
QwenLM/qwen-code
Builds a rebranded Qwen Code desktop package from the Tauri shell using only a brand id and a logo, with sensible derived defaults.
QwenLM/qwen-code
Walks through capturing and comparing V8 heap snapshots to find memory leaks in the Qwen Code Node.js CLI, using tmux and the chrome-devtools CLI.
QwenLM/qwen-code
Drives Qwen Code in a real tmux session the way a user would and saves a readable step-by-step transcript of each screen for maintainers to review.
QwenLM/qwen-code
Runs a reference agent (Codex or Claude Code) and Qwen Code on the same scenario, captures HTTP and terminal traces, and compares them until behavior matches.
Categories
Reproduces a feature from Codex or Claude Code in Qwen Code by running the reference agent under capture, reading the traces, then implementing matching behavior. Your current session serves as the test harness here, and a nested reference agent, either Codex or Claude Code, runs as the program under test. The skill asks once which reference to use if you have not said, discovers the local launch command rather than assuming it, and defines the feature in one sentence together with a minimal prompt that triggers it.
Agent Feature Reproduction fits situations like: cloning a slash command or UI behavior from Codex into Qwen Code; capturing the request bodies and tool schemas another agent sends; recording a terminal-visible feature of Claude Code to match it elsewhere.
Run `npx skills add QwenLM/qwen-code --skill agent-reproduce-feature -a claude-code`. Or copy the skill folder (.qwen/skills/agent-reproduce-feature in QwenLM/qwen-code) into .claude/skills/agent-reproduce-feature in your project. Claude Code loads it when a task matches its description.
Run `npx skills add QwenLM/qwen-code --skill agent-reproduce-feature -a codex`. Or copy the skill folder (.qwen/skills/agent-reproduce-feature in QwenLM/qwen-code) into .agents/skills/agent-reproduce-feature in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add QwenLM/qwen-code --skill agent-reproduce-feature -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agent-reproduce-feature, .gemini/skills/agent-reproduce-feature, .github/skills/agent-reproduce-feature and .opencode/skills/agent-reproduce-feature in your project.
Going by SKILL.md and its folder, Agent Feature Reproduction needs Python and a shell for the scripts in its folder and the command-line tools its instructions call (claude and codex). Our summary lists: Codex or Claude Code installed locally as the reference agent; tmux, for terminal capture; Python and a MITM capture setup for the bundled scripts.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Agent Feature Reproduction is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 5.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.3k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Agent Feature Reproduction: Deep Review (dyad-sh/dyad, 22k stars), Mori Agent Bridge (vaayne/mori, 303 stars), Commit (Happenmass/omux, 102 stars) and Project Session Manager (Yeachan-Heo/oh-my-claudecode, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
QwenLM (a GitHub organization) maintains it in QwenLM/qwen-code, which has 28,410 GitHub stars. The repository holds 41 skills in this directory. The repository was last updated on October 11, 2026.
Source: QwenLM/qwen-code on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.