OpenClaw Task Management MCP Guide
Task MCP integrations are where daily consistency is built. This guide explains how to capture, prioritize, and complete work using OpenClaw with minimal system friction.
Content updated: February 8, 2026.
Core workflow model
- Capture: Turn raw requests into normalized tasks.
- Clarify: Add due date, owner, and expected duration.
- Prioritize: Rank tasks by impact and urgency.
- Execute: Suggest focused next actions for current context.
- Review: Daily and weekly cleanup to prevent drift.
Implementation checklist
Task schema
- Required fields: title, context, priority, due date, status.
- Optional fields: estimate, dependencies, project area.
Capture rules
- If request contains a verb plus object, create a draft task.
- If date is missing, ask for timing instead of defaulting blindly.
Execution rules
- Suggest no more than 3 tasks for current session.
- Prefer short completion loops before introducing new tasks.
Prompt patterns
- Capture: "Convert this message into actionable tasks with due dates and tags."
- Daily plan: "Build my top 3 tasks for today based on deadlines and project impact."
- Weekly review: "Find stale tasks older than 14 days and propose close, defer, or split actions."
- Execution mode: "Give the next concrete action for task X and block distractions for 25 minutes."
Anti-bloat guardrails
- Delete or archive tasks with no action after 30 days.
- Limit project list size so review remains under 20 minutes.
- Split tasks estimated above 90 minutes into sub-tasks.
- Avoid duplicate tasks by checking normalized title similarity.
Metrics that indicate real value
- Task completion rate by week.
- Average cycle time from capture to completion.
- Number of stale tasks removed per review.
- Percent of high-priority tasks completed on time.