Can AI agents automate Linear?

Linear · saas · project-managementissue-trackingdeveloper-tools

Linear is automatable today through a first-party hosted MCP server and the same GraphQL API Linear uses internally. The remote MCP endpoint at mcp.linear.app uses Streamable HTTP, OAuth 2.1 with dynamic client registration, or a bearer API key, and it can find, create, and update issues, projects, and comments, with a dedicated read-only URL and read scope. Linear documents first-party setup for Claude, Cursor, VS Code, Windsurf, Zed, Codex, and other MCP clients. The GraphQL API at api.linear.app is broader: it introspects the full schema, supports queries and mutations for issues, teams, projects, comments, and related objects, and authenticates with OAuth 2.0 (authorization code, PKCE, refresh tokens, and optional client-credentials app tokens) or personal API keys. An official TypeScript SDK, signed organization webhooks, a developer-preview Agent platform, CSV and API export, and in-product plus CLI importers sit on the same surface. API access and MCP access appear on the Free plan; OAuth apps are limited to 5,000 requests and 2,000,000 complexity points per user per hour, and some product features remain plan-gated. The official CLI is an importer, not a general issue CLI. Zapier, Make, and n8n have Linear connectors; Microsoft's connector catalog had no Linear Power Automate connector on 2026-08-21. Computer-use viability is unassessed.

Best path today: mcp · Overall automatability: 8/10

Modalities

ModalityStatusDetail
APIyesgraphqloauth2personal-api-key
coverage: full · docs
SDKyestypescriptjavascript
official: yes
MCPyes
verdict: official
Integrationsyeszapiermaken8n
CLIyes
Extensibilityyesoauth-appsagent-platform
webhooks: True
Data access
export: api-json, csv, markdown, pdf · import: api-json, csv, in-product-importers, cli-importer
RPA / UI automationunknownweb-dom
No repeatable UI probe was run. Linear's GraphQL API, hosted MCP server, webhooks, official TypeScript SDK, and documented iPaaS connectors cover practical automation without browser control.
Computer useunknown
measured verdicts only — "unknown" means not yet probed by us

Scores

apimcpintegrationsclirpacomputer useoverall
88638

Evidence

FactTierSourceDate
homepagedeclaredsource2026-08-21
platformsdeclaredsource2026-08-21
licensedeclaredsource2026-08-21
modalities.api.existsdeclaredsource2026-08-21
modalities.api.kinds[0]declaredsource2026-08-21
modalities.api.auth[0]declaredsource2026-08-21
modalities.api.auth[1]declaredsource2026-08-21
modalities.api.coveragedeclaredsource2026-08-21
modalities.sdk.existsdeclaredsource2026-08-21
modalities.sdk.languages[0]declaredsource2026-08-21
modalities.sdk.languages[1]declaredsource2026-08-21
modalities.mcp.first_partydeclaredsource2026-08-21
modalities.integrations.zapierdeclaredsource2026-08-21
modalities.integrations.makedeclaredsource2026-08-21
modalities.integrations.power_automatescrapedsource2026-08-21
modalities.integrations.n8nscrapedsource2026-08-21
modalities.cli.existsdeclaredsource2026-08-21
modalities.extensibility.scripting[0]declaredsource2026-08-21
modalities.extensibility.scripting[1]declaredsource2026-08-21
modalities.extensibility.webhooksdeclaredsource2026-08-21
modalities.data_access.exportdeclaredsource2026-08-21
modalities.data_access.importdeclaredsource2026-08-21
modalities.agent_docs.llms_txtdeclaredsource2026-08-21
verdict.scores.apideclaredsource2026-08-21
verdict.scores.apideclaredsource2026-08-21
verdict.scores.mcpdeclaredsource2026-08-21
verdict.scores.integrationsdeclaredsource2026-08-21
verdict.scores.clideclaredsource2026-08-21
freshness.watch[0].urldeclaredsource2026-08-21
freshness.watch[1].urldeclaredsource2026-08-21
freshness.watch[2].urldeclaredsource2026-08-21

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Last verified 2026-08-21 · volatility high · JSON record