How to Connect OpenClaw to Linear for AI-Powered Issue Management

Most Linear integrations you find online are Zapier or Make automations that shuffle data between apps on a trigger. OpenClaw's Linear plugin is different: it gives an autonomous agent full read/write access to your Linear workspace through the GraphQL API, so the agent can reason about issues and act on them without human intervention.

The plugin (maintained at stepandel/openclaw-linear on GitHub) exposes six primary tools to the agent:

• linear_queue: Manages a notification inbox with peek, pop, drain, and complete actions
• linear_issue: Full CRUD for issues, including view, list, create, update, and delete
• linear_comment: Read, add, and update comments on issues
• linear_team: List teams and their members
• linear_project: List, view, and create projects
• linear_relation: Manage issue relationships like blocks, blocked-by, related, and duplicate

Under the hood, the plugin receives Linear automation hooks events, routes them through a persistent JSONL work queue with priority sorting and deduplication, and surfaces them to the agent as actionable items. The queue handles crash recovery automatically, so interrupted sessions pick up where they left off.

The three use cases where this integration delivers the most value are automated triage (classifying and prioritizing incoming issues), cycle planning (estimating effort and suggesting assignments), and status reporting (generating summaries from Linear data on a schedule).

You need OpenClaw installed and running, plus a Linear account on any plan (Free works fine for testing). Linear supports two authentication paths for API access, and both work with OpenClaw.

API key authentication is the simpler option for individual setups. Create a Personal API key in Linear's security settings. Keys grant the same permissions as your account, so store them in environment variables rather than committing them to source control.

OAuth authentication fits team deployments where you want scoped, per-user permissions. You register an OAuth application in Linear's developer settings and let each user authenticate individually. The Composio managed approach (covered below) handles OAuth token refresh automatically, which removes one of the common pain points with self-managed OAuth flows.

Linear's GraphQL API allows 10,000 complexity points per hour. Typical agent workloads consume well under 1,000 points, so rate limiting rarely becomes an issue unless you run multiple agents against the same workspace simultaneously.

You will also need your Linear team ID, which you can retrieve by querying the GraphQL API or by reading it from Linear's URL when you navigate to a team view.

The openclaw-linear plugin gives you direct control over the integration without a third-party intermediary. Installation follows the standard OpenClaw plugin workflow: add the plugin to your instance, then configure your Linear API key and a shared secret for automation hooks signature verification. The plugin's GitHub repository documents the full configuration surface, including options for filtering events by team, mapping Linear users to specific agents, and controlling which issue state transitions the agent responds to.

The plugin works by receiving Linear automation hooks events, routing them through a persistent JSONL work queue with priority sorting and deduplication, and surfacing them to the agent as actionable items. The queue handles crash recovery automatically, so interrupted sessions pick up where they left off.

How to Configure Webhooks

The plugin needs to receive Linear events to populate its work queue. Your OpenClaw instance must be reachable from Linear's servers, so local installations typically need a tunnel service like ngrok or Cloudflare Tunnel. Register the automation hooks endpoint in Linear's API settings under Settings, then API, then Webhooks. Use the same shared secret you configured in the plugin, and select Issues and Comments as the event types.

How to Verify the Connection Start with read operations before enabling writes. Ask your agent to list teams or search for recent issues. Once reads work, test creating a low-priority issue and confirm it appears in Linear. This incremental approach catches authentication and permission problems before the agent starts modifying real project data.

If you prefer a managed integration that handles OAuth, token refresh, and permission scopes automatically, Composio offers a Linear toolkit that works with OpenClaw. This approach trades some configuration flexibility for faster setup and built-in credential management.

Installation follows Composio's standard plugin pattern for OpenClaw. Once configured with your Composio credentials, the plugin connects to Composio's MCP endpoint and registers Linear tools into OpenClaw automatically. You authenticate Linear through Composio's dashboard rather than managing API keys directly.

The Composio approach covers the same core capabilities: creating and managing issues, posting comments, retrieving cycle and team information, and handling attachments. Where it differs is in credential lifecycle management. Composio handles token refresh and revocation centrally, which matters more in team environments where individual API keys create management overhead.

Choose the native plugin when you want granular control over automation hooks filtering, event batching, and queue behavior. Choose Composio when you want faster setup and managed credential handling, especially across multiple team members.

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An OpenClaw agent connected to Linear generates artifacts that need to live somewhere beyond the agent's session: triage reports, cycle summaries, sprint retrospectives, exported issue data. If you store these locally, they vanish when the agent session ends or the machine restarts. Cloud storage services like S3 or Google Drive work but require separate authentication and lack the collaboration features that make agent output useful to a team.

Fastio fits this gap as a workspace where the agent writes files and humans pick them up. The Business Trial includes 50 GB of storage, included credits, and 5 workspaces with no credit card required and no expiration.

Here is what the workflow looks like in practice. Your OpenClaw agent runs a weekly cycle review against Linear, generating a markdown report with velocity metrics, carryover items, and priority shifts. Instead of printing that report to the terminal, the agent writes it to a Fastio workspace using the MCP server or REST API. The workspace indexes the file automatically through Intelligence Mode, making it searchable by meaning. A project manager opens the workspace, reads the report, and asks follow-up questions through the AI chat, which returns answers grounded in the actual document with citations.

For teams running multiple agents against the same Linear workspace, Fastio's file locks prevent conflicts when two agents try to update the same summary file. And when the agent finishes building a project, ownership transfer lets you hand the entire workspace to a human while keeping admin access for the agent.

Fastio connects to OpenClaw through its MCP server, so your agent can read and write workspace files alongside its Linear operations without conflicts.

Once the integration is running, three patterns extract the most value from it.

Automated Triage

Configure the plugin to receive automation hooks events when new issues arrive. The agent reads each incoming issue, checks for duplicates or related existing work, sets priority based on keywords and team context, applies labels, and assigns it to the right person. You can filter which state transitions trigger the agent, so triage only fires on newly created issues rather than every status change.

Cycle Planning

At the start of each cycle, the agent queries open issues, groups them by priority and estimate, and proposes assignments based on team member workload. It can create the cycle in Linear and move issues into it. Store the proposed plan in a Fastio workspace so the team can review it before the agent finalizes assignments.

Status Reporting

Schedule the agent to run daily or weekly summaries. It queries completed issues, calculates velocity, identifies blockers, and generates a report. Writing these reports to a shared Fastio workspace means the team does not need to ask the agent for updates. They open the workspace, find the latest report, and use Intelligence Mode to ask questions about trends across multiple reports.

Troubleshooting Common Issues

Authentication failures usually come down to a revoked API key, incorrect key format, or permissions that do not cover the teams you configured. Check Linear's API settings to verify the key is active.

automation hooks delivery problems on local installations almost always mean the endpoint is not publicly accessible. Verify your tunnel is running and the URL matches what you registered in Linear's automation hooks settings.

If the agent creates duplicate issues, check the plugin's event deduplication settings. The default batching window handles most cases, but workflows that generate rapid bursts of related events may need a wider window.