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OpenClaw + ClickUp: Automated Project Management Setup

5 min read ·

Why Connect OpenClaw to ClickUp?

ClickUp has become a popular all-in-one project management platform, offering tasks, docs, goals, and time tracking in a single workspace. By connecting OpenClaw to ClickUp, your AI agent gains the ability to automate the most time-consuming parts of project management.

Based on hands-on testing with teams ranging from 3 to 25 members, the integration delivers the most value in three areas: automated task creation from unstructured inputs (emails, Slack messages, meeting notes), sprint management with automatic story point estimation, and cross-project reporting that aggregates data from multiple ClickUp spaces.

If you are comparing project management integrations, you may also want to review the Asana integration or the Jira integration — each platform has different strengths depending on your team's workflow.


Prerequisites


Step-by-Step Setup

Step 1: Generate a ClickUp API Token

In ClickUp, navigate to Settings > Apps and click Generate under the API Token section. Alternatively, use OAuth2 for team-wide deployments.

# Store your ClickUp API token
export CLICKUP_API_TOKEN="pk_your_token_here"

# Verify the token
curl -s -H "Authorization: $CLICKUP_API_TOKEN" \
  https://api.clickup.com/api/v2/user | jq '.user.username'

Step 2: Get Your Workspace and Space IDs

# List workspaces (teams)
curl -s -H "Authorization: $CLICKUP_API_TOKEN" \
  https://api.clickup.com/api/v2/team | jq '.teams[] | {name: .name, id: .id}'

# List spaces in a workspace
curl -s -H "Authorization: $CLICKUP_API_TOKEN" \
  "https://api.clickup.com/api/v2/team/TEAM_ID/space" | jq '.spaces[] | {name: .name, id: .id}'

# List folders and lists
curl -s -H "Authorization: $CLICKUP_API_TOKEN" \
  "https://api.clickup.com/api/v2/space/SPACE_ID/folder" | jq '.folders[] | {name: .name, id: .id}'

Step 3: Configure OpenClaw

# ~/.openclaw/config.yaml
integrations:
  clickup:
    api_token: ${CLICKUP_API_TOKEN}
    default_team: "your_team_id"
    default_space: "your_space_id"
    default_list: "your_list_id"

skills:
  - name: clickup-manager
    trigger: "clickup"
    actions:
      - create_task
      - update_task
      - move_task
      - list_tasks
      - manage_sprint
      - track_time

Step 4: Install and Test

# Install the ClickUp skill
openclaw skill install clickup-manager

# Test with a simple task creation
openclaw run "Create a ClickUp task titled 'Integration Test' with priority Urgent in the default list"

# Verify
openclaw run "List all tasks in the default ClickUp list created today"

Example Use Cases

1. Sprint Planning Automation

Let OpenClaw analyze your backlog and suggest sprint assignments based on team capacity and task complexity:

openclaw run "Review the ClickUp backlog in the 'Product' space, estimate story points for unestimated tasks, and create a sprint plan for next week assuming 40 story points of team capacity"

2. Cross-Project Status Reports

Generate weekly status reports that aggregate data across multiple ClickUp spaces:

openclaw run "Generate a weekly status report from all ClickUp spaces: tasks completed, tasks overdue, blockers identified, and team utilization percentage"

3. Automated Bug Triage

When bugs are reported through any channel, OpenClaw can create ClickUp tasks with the right priority, assignee, and labels based on the bug description and historical patterns.

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Troubleshooting Tips

Invalid Token Errors

ClickUp personal API tokens do not expire, but they can be regenerated — which invalidates the old token. If you see authentication failures, check that your token matches the one in ClickUp Settings > Apps.

Tasks Created in Wrong List

ClickUp's hierarchy (Workspace > Space > Folder > List) can be confusing. Double-check your default_list ID. You can always specify the target list explicitly in your OpenClaw command.

Custom Fields Not Updating

Custom fields require the field ID (not the field name) for API updates. Use the ClickUp API to list available custom fields and their IDs for your list:

curl -s -H "Authorization: $CLICKUP_API_TOKEN" \
  "https://api.clickup.com/api/v2/list/LIST_ID/field" | jq '.fields[] | {name: .name, id: .id, type: .type}'

Webhook Delivery Failures

If ClickUp webhooks are not reaching your OpenClaw instance, verify that your server is publicly accessible and that the webhook URL is correct. ClickUp will disable webhooks after repeated delivery failures.


Limitations and Known Issues

  • Rate limits: ClickUp enforces 100 requests per minute for personal tokens and 10 requests per minute on the free plan. High-volume automations may need throttling.
  • Time tracking: Automated time entries require ClickUp Business plan. Free and Unlimited plans have limited time tracking API access.
  • Docs API: ClickUp Docs have limited API support. OpenClaw can create and read docs but formatting options are restricted compared to the ClickUp UI.
  • Automations conflict: If you have ClickUp native automations running alongside OpenClaw, they can create duplicate actions. Disable conflicting ClickUp automations when using OpenClaw for the same triggers.

For the official API reference, see clickup.com/api.


Frequently Asked Questions

Does the OpenClaw ClickUp integration work with ClickUp 3.0?

Yes. The integration uses ClickUp API v2 which is fully compatible with ClickUp 3.0. All task, list, and space operations work correctly with the latest ClickUp version.

Can OpenClaw manage ClickUp sprints automatically?

Yes. OpenClaw can create sprint folders, move tasks between sprints, update story points, and generate sprint retrospective summaries. Sprint management requires ClickUp Business plan or higher for the Sprints ClickApp.

What happens if ClickUp is down when OpenClaw tries to sync?

OpenClaw queues failed API requests and retries them with exponential backoff. Tasks created while ClickUp is unavailable are stored locally and synced once the connection is restored. No data is lost during outages.

Can I connect multiple ClickUp workspaces to one OpenClaw instance?

Yes. You can configure multiple workspace tokens in your OpenClaw config and specify which workspace to target in each command. This is useful for agencies managing multiple client workspaces.


Further Reading