agent-plan-manager（Agent 计划经理）

Agent Plan Manager

Manage OpenClaw Agent's execution plans and task workflows in a structured, trackable way.

Who is it for? OpenClaw Agent that needs to organize tasks, track execution progress, or document step-by-step implementation plans.

What makes it different?

• Agent-Centric: designed for AI agent execution workflows with clear entry/exit points
• Structured: separates high-level goals from detailed tool-calling steps
• Trackable: uses checkboxes and status fields for execution state visibility
• Lightweight: just Markdown files, integrates with OpenClaw's file system tools

Quick Start

1. Create plans/plans-overview.md from the overview template
2. Add execution items to the table with appropriate status
3. If a plan needs detailed steps, create plans/detailed/XX-{plan-name}.md
4. Update plans/detailed/index.md to link the new plan
5. Update statuses as execution progresses

Directory Structure

plans/
├── plans-overview.md      ← from templates/plans-overview.md
└── detailed/
    ├── index.md           ← from templates/index.md
    └── XX-{plan-name}.md  ← from templates/detailed-plan.md

When to Use

• Creating a new execution plan for complex tasks
• Tracking multi-step tool calling workflows
• Breaking down user requests into actionable steps
• Recording detailed execution documentation
• Structured agent task management

Example: Web Scraping Task

Step 1 — Add to plans/plans-overview.md:

| 1 ||***|| Web scraping for product prices ||***|| In Progress ||***|| High ||***|| TBD ||***|| TBD ||***|| Extract prices from example.com |

Step 2 — Create plans/detailed/01-web-scraping.md:

# Detailed Plan - Web Scraping for Product Prices

## Plan ID: #1

## Objective
Extract product prices from example.com and save to a CSV file.

## Schedule
TBD

## Deadline
TBD

## Tool Sequence

1. `browser_navigate` → example.com/products
2. `browser_snapshot` → extract product list
3. `browser_click` → navigate to each product
4. `WriteFile` → save results to products.csv

## Implementation Steps

### 1. Navigate to target URL
- [x] Use browser_navigate to load example.com/products

### 2. Extract product data
- [ ] Capture page snapshot
- [ ] Parse product names and prices
- [ ] Handle pagination if present

### 3. Save results
- [ ] Format data as CSV
- [ ] Write to products.csv

## Estimated Token Usage
~2K tokens

Step 3 — Update plans/detailed/index.md:

| #1 | Web scraping for product prices | TBD | TBD | [01-web-scraping.md](./detailed/01-web-scraping.md) |

Templates

All templates live in templates/:

• plans-overview.md — High-level execution board with status table
• index.md — Index of all detailed execution plans
• detailed-plan.md — Step-by-step execution plan with tool sequences

Tips

• Keep plan names concise; use kebab-case for filenames (01-web-scraping.md)
• Update last_updated in frontmatter whenever the overview changes
• Use checkboxes (- [ ]) in detailed plans to track execution progress
• Include tool sequences to clarify the execution flow
• Archive completed plans by moving them to the "Completed Items" section
• Estimate token usage when possible for complex multi-step tasks