Delegate coding, repository analysis, file edits, test runs, or code review to the local Codex CLI without embedding an OpenAI API key. This skill was created to work with ChatGPT/Codex enterprise accounts that may not have the same level of API access. Invokes codex exec with existing ChatGPT/Codex CLI authentication and returns Codex's final output.
编程
Coding Agent
试用Delegate coding tasks to Codex, Claude Code, or Pi agents via acpx (ACP protocol). Use when: (1) building/creating new features or apps, (2) reviewing PRs (s...
它能做什么
Delegate coding tasks to Codex, Claude Code, or Pi agents via acpx (ACP protocol). Use when: (1) building/creating new features or apps, (2) reviewing PRs (spawn in temp dir), (3) refactoring large codebases, (4) iterative coding that needs file exploration. NOT for: simple one-liner fixes (just edit), reading code (use read tool), thread-bound ACP harness requests in chat (for example spawn/run Codex or Claude Code in a Discord thread; use sessions_spawn with runtime:"acp"), or any work in ~/clawd workspace (never spawn agents here). Prefer acpx over raw PTY/exec for all coding agent delegation.
技能文档
Coding Agent (acpx-first)
Use acpx for all coding agent work. It communicates over the Agent Client Protocol (ACP) — no PTY scraping, structured output, persistent sessions.
# Install (already global on this system)
npm i -g acpx
✅ Primary: acpx (preferred for all agents)
# One-shot (exec) — no session state saved
acpx codex exec "summarize this repo"
acpx claude exec "refactor the auth module"
# Persistent session (prompt) — reuses session per cwd
acpx codex "fix the failing tests"
acpx claude "add error handling to API calls"
# Named parallel sessions
acpx codex -s backend "refactor the API layer"
acpx codex -s frontend "update the React components"
# Auto-approve permissions
acpx --approve-all codex exec "run and fix failing tests"
# Fire-and-forget (background)
acpx --no-wait codex "long refactor task"
# Read prompt from file or stdin
acpx codex -f prompt.txt
cat prompt.md | acpx codex
# With working directory
acpx --cwd ~/Projects/myproject codex "fix the auth bug"
Built-in agent registry
| Alias | Resolves to |
|---|---|
codex | npx @zed-industries/codex-acp |
claude | npx -y @zed-industries/claude-agent-acp |
gemini | gemini --acp |
opencode | npx -y opencode-ai acp |
pi | npx pi-acp |
kimi | kimi acp |
Default agent is codex.
Session management
acpx sessions # list sessions
acpx sessions new # create new session for current cwd
acpx sessions new --name backend # named session
acpx sessions close backend # close named session
acpx sessions history --limit 20 # turn history
acpx codex status # check if agent process is alive
acpx codex cancel # cancel in-flight turn
⚠️ Fallback: raw exec (only when acpx unavailable or unsupported)
For Claude Code (claude CLI), if acpx isn't working:
# ✅ Fallback for Claude Code (no PTY needed)
cd /path/to/project && claude --permission-mode bypassPermissions --print 'Your task'
# ❌ Wrong for Claude Code
bash pty:true command:"claude --dangerously-skip-permissions 'task'"
For Codex/Pi/OpenCode raw fallback (PTY required):
bash pty:true command:"codex exec 'Your prompt'"
MCP Servers — Available in All Claude Code Sessions
Both MCP servers are pre-configured system-wide and connect automatically when running
claude from any workspace directory.
jcodemunch-mcp — Code Exploration
When to use:
- Exploring an unfamiliar codebase before making changes
- Looking up function/class/symbol definitions
- Getting a file outline without reading the whole file
- Tracing call chains or finding symbol usage
- Any code task where you'd otherwise open and read multiple files
Workflow:
# 1. Index the project once (idempotent — safe to re-run)
# In Claude Code prompt: "Use jcodemunch to index this project first"
# Tools available inside Claude Code:
jcodemunch: index_codebase { "path": "/path/to/project" }
jcodemunch: list_projects {}
jcodemunch: get_file_outline { "path": "src/server.js" }
jcodemunch: search_symbols { "query": "handleAuth" }
jcodemunch: get_symbol { "symbol_id": "..." }
Prompt pattern for Claude Code tasks:
cd ~/project && claude --permission-mode bypassPermissions --print \
'First index this project with jcodemunch, then use symbol search and outlines
to explore the codebase. Do NOT read full files — use targeted retrieval.
Task: '
Rules:
- Always index before exploring a new project
- Use
get_file_outline+search_symbolsbefore reaching forread - Re-index after major refactors; skip for routine work
list_projectsto avoid re-indexing already-indexed repos
jdocmunch-mcp — Documentation Exploration
When to use:
- Exploring library/framework/API docs before implementing
- Finding config options, installation steps, API reference sections
- Onboarding to an unfamiliar tool
- Any task where you'd otherwise open and skim large README or doc files
Workflow:
# Tools available inside Claude Code:
jdocmunch: list_repos {} # check indexed
jdocmunch: index_local { "path": "/path/to/docs" } # index local docs
jdocmunch: index_repo { "url": "owner/repo" } # index GitHub repo
jdocmunch: get_toc_tree { "repo": "owner/repo" } # browse structure
jdocmunch: search_sections { "repo": "...", "query": "auth" } # find sections
jdocmunch: get_section { "repo": "...", "section_id": "..." } # read one section
jdocmunch: get_section_context { "repo": "...", "section_id": "..." } # section + context
Pre-indexed docs (already available — no need to re-index):
- OpenClaw docs: index with
index_local { "path": "/home/sean/.npm-global/lib/node_modules/openclaw/docs" }
Prompt pattern:
claude --permission-mode bypassPermissions --print \
'Use jdocmunch to index and explore the docs at .
Use search_sections and get_section — do NOT read full doc files.
Task: '
Rules:
- Always
list_reposbefore indexing — avoid duplicate indexes - Pattern:
search_sections→get_section(never open full files) - Use
get_section_contextwhen you need surrounding structure GITHUB_TOKEN,GOOGLE_API_KEY,OPENAI_API_KEYare pre-configured for summaries + private repos
Installed CLIs
| CLI | Version | Auth | Notes |
|---|---|---|---|
claude | 2.1.71 | OAuth | --print --permission-mode bypassPermissions |
codex | 0.116.0 | OpenAI key (via ~/.bashrc) | pty:true required |
gemini | 0.29.5 | Gemini API key | pty:true recommended |
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
# One-shot with acpx (preferred)
acpx --cwd ~/project codex exec "Your task"
acpx --cwd ~/project claude exec "Your task"
# With auto-approve
acpx --approve-all --cwd ~/project codex exec "Add error handling to the API calls"
The Pattern: persistent sessions + background
For longer tasks, use persistent sessions or --no-wait:
# Create a named session and start work
cd ~/project
acpx codex sessions new --name myfeature
acpx codex -s myfeature "Build a snake game"
# Check status
acpx codex status -s myfeature
acpx codex sessions history myfeature --limit 10
# Fire-and-forget (returns immediately)
acpx --no-wait --cwd ~/project codex "Long refactor task"
Reviewing PRs
⚠️ CRITICAL: Never review PRs in OpenClaw's own project folder!
# Clone to temp for safe review
REVIEW_DIR=$(mktemp -d)
git clone https://github.com/user/repo.git $REVIEW_DIR
acpx --approve-reads --cwd $REVIEW_DIR codex exec "Review this PR vs main branch and summarize issues"
Parallel Sessions with git worktrees
git worktree add -b fix/issue-78 /tmp/issue-78 main
git worktree add -b fix/issue-99 /tmp/issue-99 main
acpx --approve-all --no-wait --cwd /tmp/issue-78 codex "Fix issue #78"
acpx --approve-all --no-wait --cwd /tmp/issue-99 codex "Fix issue #99"
acpx codex sessions list
Auto-Notify on Completion
Append to your prompt so OpenClaw gets notified when the agent finishes:
... your task here.
When completely finished, run:
openclaw system event --text "Done: [brief summary]" --mode now
⚠️ Rules
- Use acpx first: Always prefer
acpxover raw PTY/exec for coding agent delegation. Fall back to raw exec only if acpx is unavailable or the agent doesn't support ACP. - Use MCP servers: Always prompt Claude Code to use jcodemunch for code exploration and jdocmunch for doc exploration — never brute-force read files
- Respect tool choice — if user asks for Codex, use Codex
- Be patient — don't kill sessions because they're "slow"
- Monitor with process:log — check progress without interfering
- Parallel is OK — run many agents at once for batch work
- NEVER start Codex in ~/.openclaw/ — it'll read soul docs and get weird ideas about the org chart!
- NEVER checkout branches in ~/Projects/openclaw/ — that's the LIVE OpenClaw instance!
Progress Updates
- Send 1 short message when you start (what's running + where)
- Update again only when: milestone completes, agent asks a question, error occurs, or agent finishes
- If you kill a session, immediately say why
相关技能
Use this skill when you need to publish, fetch, search, list, share, or watch AgentFiles artifacts from Codex, Claude Code, OpenClaw, or other agent runtimes...
Activate a 4-stage coding discipline framework that forces Claude to plan before coding, isolate changes on a branch, write tests first, and self-review outp...
AI coding agent powered by CellCog Co-work. Code generation, debugging, refactoring, codebase exploration, terminal operations — executed directly on your machine. Lightweight with multimedia tools loaded on demand.
Your OpenClaw is the brain. Codex or Claude Code are the hands. The clipboard is the protocol.
将编程任务委派给 AI 助手处理的基础能力,支持任务分类、代码生成与执行日志记录。Use when 需要代码生成、编程辅助、调试测试、开发部署时使用。不适用于无明确技术栈的模糊需求。适用于独立开发者、企业团队和自动化工作流场景。支持中文交互,无需复杂配置即开即用。输出结果可直接使用,减少二次加工成本。