codex-orchestration

What This Skill Does

The codex-orchestration skill provides a robust framework for managing complex, multi-step tasks within the OpenClaw environment. It transforms the AI agent from a linear executor into a sophisticated manager that can delegate sub-tasks to background processes. By utilizing update_plan for progress tracking and PTY (pseudo-terminal) sessions for parallel execution, this skill enables users to handle high-stakes projects, extensive research, and long-running builds without stalling the primary workspace.

The core functionality revolves around the Orchestrator/Worker paradigm. As the Orchestrator, the agent decomposes a user request into actionable steps, manages the lifecycle of multiple background codex exec workers, and synthesizes the findings into a cohesive output. The use of non-blocking PTY terminals ensures that the agent remains responsive while concurrent operations occur in the background.

Installation

To integrate this skill into your OpenClaw environment, execute the following command in your terminal: clawhub install openclaw/skills/skills/shanelindsay/codex-orchestration

Ensure that your environment supports persistent background processes if you intend to run tasks longer than a few minutes.

Use Cases

• Complex Development Cycles: Simultaneously run unit tests, security scans, and documentation generation on a codebase.
• Market Research: Utilize one worker to scrape documentation, another to analyze competitor pricing, and a third to draft a comparative summary.
• Log Analysis: Search through massive log files using multiple workers to identify errors, while the orchestrator filters the output for actionable insights.
• Project Migration: Orchestrate the transfer of data between environments while running background integrity checks.

Example Prompts

1. "Analyze the current project structure and propose a migration plan for moving from REST to GraphQL, delegating the feasibility study for each endpoint to background workers."
2. "Research the latest security vulnerabilities for our current stack dependencies; use three different parallel workers to verify sources and summarize the results."
3. "Build and deploy the application, while running a continuous performance check in a background terminal to catch regressions."

Tips & Limitations

• Default to Non-Blocking: Always prefer starting tasks in the background unless you need the output immediately to make a decision.
• Stay Within Limits: Limit plans to 3-6 steps to maintain clarity. Over-complicating a plan leads to orchestration overhead.
• Worker Hygiene: Explicitly label your PTY sessions (e.g., 'W1-Research', 'W2-Test') to avoid confusion during monitoring.
• File Safety: Adhere to the 'many readers, one writer' rule. Never assign two workers to edit the same file simultaneously to prevent race conditions.
• State Management: If a PTY session loses connectivity, always check the state of the target files before re-running a process to avoid duplicate entries.