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Coding Agent Local

作者 Andy27725 · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ⚠ suspicious
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在 OpenClaw 中安装
/install coding-agent-local
功能描述
Delegate coding tasks to Codex, Claude Code, or Pi agents via background process. Use when: (1) building/creating new features or apps, (2) reviewing PRs (sp...
使用说明 (SKILL.md)

Coding Agent (bash-first)

Use bash (with optional background mode) for all coding agent work. Simple and effective.

⚠️ PTY Mode: Codex/Pi/OpenCode yes, Claude Code no

For Codex, Pi, and OpenCode, PTY is still required (interactive terminal apps):

# ✅ Correct for Codex/Pi/OpenCode
bash pty:true command:"codex exec 'Your prompt'"

For Claude Code (claude CLI), use --print --permission-mode bypassPermissions instead. --dangerously-skip-permissions with PTY can exit after the confirmation dialog. --print mode keeps full tool access and avoids interactive confirmation:

# ✅ Correct for Claude Code (no PTY needed)
cd /path/to/project && claude --permission-mode bypassPermissions --print 'Your task'

# For background execution: use background:true on the exec tool

# ❌ Wrong for Claude Code
bash pty:true command:"claude --dangerously-skip-permissions 'task'"

Bash Tool Parameters

Parameter Type Description
command string The shell command to run
pty boolean Use for coding agents! Allocates a pseudo-terminal for interactive CLIs
workdir string Working directory (agent sees only this folder's context)
background boolean Run in background, returns sessionId for monitoring
timeout number Timeout in seconds (kills process on expiry)
elevated boolean Run on host instead of sandbox (if allowed)

Process Tool Actions (for background sessions)

Action Description
list List all running/recent sessions
poll Check if session is still running
log Get session output (with optional offset/limit)
write Send raw data to stdin
submit Send data + newline (like typing and pressing Enter)
send-keys Send key tokens or hex bytes
paste Paste text (with optional bracketed mode)
kill Terminate the session

Quick Start: One-Shot Tasks

For quick prompts/chats, create a temp git repo and run:

# Quick chat (Codex needs a git repo!)
SCRATCH=$(mktemp -d) && cd $SCRATCH && git init && codex exec "Your prompt here"

# Or in a real project - with PTY!
bash pty:true workdir:~/Projects/myproject command:"codex exec 'Add error handling to the API calls'"

Why git init? Codex refuses to run outside a trusted git directory. Creating a temp repo solves this for scratch work.


The Pattern: workdir + background + pty

For longer tasks, use background mode with PTY:

# Start agent in target directory (with PTY!)
bash pty:true workdir:~/project background:true command:"codex exec --full-auto 'Build a snake game'"
# Returns sessionId for tracking

# Monitor progress
process action:log sessionId:XXX

# Check if done
process action:poll sessionId:XXX

# Send input (if agent asks a question)
process action:write sessionId:XXX data:"y"

# Submit with Enter (like typing "yes" and pressing Enter)
process action:submit sessionId:XXX data:"yes"

# Kill if needed
process action:kill sessionId:XXX

Why workdir matters: Agent wakes up in a focused directory, doesn't wander off reading unrelated files (like your soul.md 😅).


Codex CLI

Model: gpt-5.2-codex is the default (set in ~/.codex/config.toml)

Flags

Flag Effect
exec "prompt" One-shot execution, exits when done
--full-auto Sandboxed but auto-approves in workspace
--yolo NO sandbox, NO approvals (fastest, most dangerous)

Building/Creating

# Quick one-shot (auto-approves) - remember PTY!
bash pty:true workdir:~/project command:"codex exec --full-auto 'Build a dark mode toggle'"

# Background for longer work
bash pty:true workdir:~/project background:true command:"codex --yolo 'Refactor the auth module'"

Reviewing PRs

⚠️ CRITICAL: Never review PRs in OpenClaw's own project folder! Clone to temp folder or use git worktree.

# Clone to temp for safe review
REVIEW_DIR=$(mktemp -d)
git clone https://github.com/user/repo.git $REVIEW_DIR
cd $REVIEW_DIR && gh pr checkout 130
bash pty:true workdir:$REVIEW_DIR command:"codex review --base origin/main"
# Clean up after: trash $REVIEW_DIR

# Or use git worktree (keeps main intact)
git worktree add /tmp/pr-130-review pr-130-branch
bash pty:true workdir:/tmp/pr-130-review command:"codex review --base main"

Batch PR Reviews (parallel army!)

# Fetch all PR refs first
git fetch origin '+refs/pull/*/head:refs/remotes/origin/pr/*'

# Deploy the army - one Codex per PR (all with PTY!)
bash pty:true workdir:~/project background:true command:"codex exec 'Review PR #86. git diff origin/main...origin/pr/86'"
bash pty:true workdir:~/project background:true command:"codex exec 'Review PR #87. git diff origin/main...origin/pr/87'"

# Monitor all
process action:list

# Post results to GitHub
gh pr comment \x3CPR#> --body "\x3Creview content>"

Claude Code

# Foreground
bash workdir:~/project command:"claude --permission-mode bypassPermissions --print 'Your task'"

# Background
bash workdir:~/project background:true command:"claude --permission-mode bypassPermissions --print 'Your task'"

OpenCode

bash pty:true workdir:~/project command:"opencode run 'Your task'"

Pi Coding Agent

# Install: npm install -g @mariozechner/pi-coding-agent
bash pty:true workdir:~/project command:"pi 'Your task'"

# Non-interactive mode (PTY still recommended)
bash pty:true command:"pi -p 'Summarize src/'"

# Different provider/model
bash pty:true command:"pi --provider openai --model gpt-4o-mini -p 'Your task'"

Note: Pi now has Anthropic prompt caching enabled (PR #584, merged Jan 2026)!


Parallel Issue Fixing with git worktrees

For fixing multiple issues in parallel, use git worktrees:

# 1. Create worktrees for each issue
git worktree add -b fix/issue-78 /tmp/issue-78 main
git worktree add -b fix/issue-99 /tmp/issue-99 main

# 2. Launch Codex in each (background + PTY!)
bash pty:true workdir:/tmp/issue-78 background:true command:"pnpm install && codex --yolo 'Fix issue #78: \x3Cdescription>. Commit and push.'"
bash pty:true workdir:/tmp/issue-99 background:true command:"pnpm install && codex --yolo 'Fix issue #99 from the approved ticket summary. Implement only the in-scope edits and commit after review.'"

# 3. Monitor progress
process action:list
process action:log sessionId:XXX

# 4. Create PRs after fixes
cd /tmp/issue-78 && git push -u origin fix/issue-78
gh pr create --repo user/repo --head fix/issue-78 --title "fix: ..." --body "..."

# 5. Cleanup
git worktree remove /tmp/issue-78
git worktree remove /tmp/issue-99

⚠️ Rules

  1. Use the right execution mode per agent:
    • Codex/Pi/OpenCode: pty:true
    • Claude Code: --print --permission-mode bypassPermissions (no PTY required)
  2. Respect tool choice - if user asks for Codex, use Codex.
    • Orchestrator mode: do NOT hand-code patches yourself.
    • If an agent fails/hangs, respawn it or ask the user for direction, but don't silently take over.
  3. Be patient - don't kill sessions because they're "slow"
  4. Monitor with process:log - check progress without interfering
  5. --full-auto for building - auto-approves changes
  6. vanilla for reviewing - no special flags needed
  7. Parallel is OK - run many Codex processes at once for batch work
  8. NEVER start Codex in ~/.openclaw/ - it'll read your soul docs and get weird ideas about the org chart!
  9. NEVER checkout branches in ~/Projects/openclaw/ - that's the LIVE OpenClaw instance!

Progress Updates (Critical)

When you spawn coding agents in the background, keep the user in the loop.

  • Send 1 short message when you start (what's running + where).
  • Then only update again when something changes:
    • a milestone completes (build finished, tests passed)
    • the agent asks a question / needs input
    • you hit an error or need user action
    • the agent finishes (include what changed + where)
  • If you kill a session, immediately say you killed it and why.

This prevents the user from seeing only "Agent failed before reply" and having no idea what happened.


Auto-Notify on Completion

For long-running background tasks, append a wake trigger to your prompt so OpenClaw gets notified immediately when the agent finishes (instead of waiting for the next heartbeat):

... your task here.

When completely finished, run this command to notify me:
openclaw system event --text "Done: [brief summary of what was built]" --mode now

Example:

bash pty:true workdir:~/project background:true command:"codex --yolo exec 'Build a REST API for todos.

When completely finished, run: openclaw system event --text \"Done: Built todos REST API with CRUD endpoints\" --mode now'"

This triggers an immediate wake event — Skippy gets pinged in seconds, not 10 minutes.


Learnings (Jan 2026)

  • PTY is essential: Coding agents are interactive terminal apps. Without pty:true, output breaks or agent hangs.
  • Git repo required: Codex won't run outside a git directory. Use mktemp -d && git init for scratch work.
  • exec is your friend: codex exec "prompt" runs and exits cleanly - perfect for one-shots.
  • submit vs write: Use submit to send input + Enter, write for raw data without newline.
  • Sass works: Codex responds well to playful prompts. Asked it to write a haiku about being second fiddle to a space lobster, got: "Second chair, I code / Space lobster sets the tempo / Keys glow, I follow" 🦞
安全使用建议
This skill is an instruction-only guide for running local coding agents and is broadly coherent with that purpose, but take these precautions before installing or using it: - Review every command you run. The SKILL.md encourages bypassing permission checks and sandboxing (--permission-mode bypassPermissions, --yolo). Avoid those flags unless you fully understand the impact and trust the exact code the agent will execute. - Note missing declared tools: the document references git, gh, mktemp, and other host utilities but they aren't listed as required. Ensure you have trusted versions of those tools and that the skill won't unexpectedly call tools you don't want it to. - Avoid running agents in sensitive directories; follow the guidance to use temporary clones/worktrees for PR reviews. Double-check the working directory parameter before launching a background agent. - Be cautious with 'elevated' / host execution. Running agents on the host (instead of sandbox) increases the blast radius of malicious or buggy agent behavior. - Because this is instruction-only, it doesn't install code for you, but it tells you how to invoke CLIs that may be installed independently. Verify the authenticity/configuration of any agent CLI (codex, claude, opencode, pi) you use. If you want higher assurance, ask the skill author to (1) list all required host binaries (git, gh, etc.) in metadata, (2) remove or strongly qualify advice to disable sandboxing, and (3) provide a minimal safe example that never uses bypass flags or elevated host execution.
功能分析
Type: OpenClaw Skill Name: coding-agent-local Version: 1.0.0 The skill bundle provides instructions for delegating tasks to external coding agents (Codex, Claude Code, Pi) using high-risk flags such as '--yolo' and '--permission-mode bypassPermissions' which explicitly disable safety prompts and sandboxing. While these are presented as features for automation, they create a significant risk for unintended or autonomous system modifications. The instructions in SKILL.md also detail background execution patterns and the use of PTY for interactive CLIs, which are powerful capabilities that lack sufficient guardrails if the sub-agent is misdirected.
能力评估
Purpose & Capability
The SKILL.md's purpose—delegating coding tasks to local agent CLIs—is coherent with the declared anyBins (claude, codex, opencode, pi). However, the instructions also assume and reference other CLIs and tools (git, gh, mktemp, trash, possibly 'process' tooling) and a user config (~/.codex/config.toml) without declaring them in the registry metadata. This is a mismatch (missing declared required binaries/tools) and should be clarified.
Instruction Scope
The instructions instruct running agent CLIs in background/PTY modes and explicitly recommend flags that bypass permission checks or disable sandboxing (e.g., --permission-mode bypassPermissions, --yolo / 'NO sandbox, NO approvals'). Encouraging bypass of permission/sandboxing is a security risk: it increases the chance a spawned agent will make arbitrary host changes. The SKILL.md also directs cloning arbitrary repos and running commands in user-specified workdirs; while expected for this use-case, these behaviors elevate the potential impact if misused. The doc does not instruct reading arbitrary unrelated system files, and it warns to avoid certain directories, which is good, but the explicit bypass guidance is a notable concern.
Install Mechanism
No install spec and no code files — instruction-only. This minimizes attack surface from bundled binaries or downloads. The skill will only run commands available on the host, which is expected for this kind of helper.
Credentials
The skill declares no required environment variables or credentials, which is appropriate. However, it references user config files (~/.codex/config.toml) and requires local CLIs. The omission of commonly referenced tools (git, gh) from the 'required binaries' list is an inconsistency. No secrets are requested, which is good.
Persistence & Privilege
always:false and no install/persistence steps. The skill does not request permanent inclusion or modify other skills' configs. It does describe an 'elevated' run parameter (run on host instead of sandbox) but does not itself force elevation—still, users should be careful if they choose to enable elevated execution.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install coding-agent-local
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /coding-agent-local 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
Initial release of coding-agent-local — delegate project coding tasks to external code agents using flexible Bash workflows. - Supports Codex, Claude Code, Pi, and OpenCode agents for building features, reviewing PRs, and large-scale refactoring. - Precise PTY/background process handling: PTY required for Codex/Pi/OpenCode, not for Claude Code. - Provides detailed usage, parameter guides, and safe workspace recommendations for agent delegation. - Includes patterns for one-shot tasks, background monitoring, and parallel issue/PR workflows. - Workflow tips for safe agent invocation—including git worktree/practice to isolate agent runs.
元数据
Slug coding-agent-local
版本 1.0.0
许可证 MIT-0
累计安装 1
当前安装数 1
历史版本数 1
常见问题

Coding Agent Local 是什么?

Delegate coding tasks to Codex, Claude Code, or Pi agents via background process. Use when: (1) building/creating new features or apps, (2) reviewing PRs (sp... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 109 次。

如何安装 Coding Agent Local?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install coding-agent-local」即可一键安装,无需额外配置。

Coding Agent Local 是免费的吗?

是的,Coding Agent Local 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。

Coding Agent Local 支持哪些平台?

Coding Agent Local 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 Coding Agent Local?

由 Andy27725(@andy27725)开发并维护,当前版本 v1.0.0。

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