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
| Modality | Status | Detail |
|---|---|---|
| API | yes | graphqloauth2personal-api-key coverage: full · docs |
| SDK | yes | typescriptjavascript official: yes |
| MCP | yes | verdict: official |
| Integrations | yes | zapiermaken8n |
| CLI | yes | |
| Extensibility | yes | oauth-appsagent-platform webhooks: True |
| Data access | export: api-json, csv, markdown, pdf · import: api-json, csv, in-product-importers, cli-importer | |
| RPA / UI automation | unknown | web-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 use | unknown | measured verdicts only — "unknown" means not yet probed by us |
Scores
| api | mcp | integrations | cli | rpa | computer use | overall |
|---|---|---|---|---|---|---|
| 8 | 8 | 6 | 3 | — | — | 8 |
Evidence
| Fact | Tier | Source | Date |
|---|---|---|---|
homepage | declared | source | 2026-08-21 |
platforms | declared | source | 2026-08-21 |
license | declared | source | 2026-08-21 |
modalities.api.exists | declared | source | 2026-08-21 |
modalities.api.kinds[0] | declared | source | 2026-08-21 |
modalities.api.auth[0] | declared | source | 2026-08-21 |
modalities.api.auth[1] | declared | source | 2026-08-21 |
modalities.api.coverage | declared | source | 2026-08-21 |
modalities.sdk.exists | declared | source | 2026-08-21 |
modalities.sdk.languages[0] | declared | source | 2026-08-21 |
modalities.sdk.languages[1] | declared | source | 2026-08-21 |
modalities.mcp.first_party | declared | source | 2026-08-21 |
modalities.integrations.zapier | declared | source | 2026-08-21 |
modalities.integrations.make | declared | source | 2026-08-21 |
modalities.integrations.power_automate | scraped | source | 2026-08-21 |
modalities.integrations.n8n | scraped | source | 2026-08-21 |
modalities.cli.exists | declared | source | 2026-08-21 |
modalities.extensibility.scripting[0] | declared | source | 2026-08-21 |
modalities.extensibility.scripting[1] | declared | source | 2026-08-21 |
modalities.extensibility.webhooks | declared | source | 2026-08-21 |
modalities.data_access.export | declared | source | 2026-08-21 |
modalities.data_access.import | declared | source | 2026-08-21 |
modalities.agent_docs.llms_txt | declared | source | 2026-08-21 |
verdict.scores.api | declared | source | 2026-08-21 |
verdict.scores.api | declared | source | 2026-08-21 |
verdict.scores.mcp | declared | source | 2026-08-21 |
verdict.scores.integrations | declared | source | 2026-08-21 |
verdict.scores.cli | declared | source | 2026-08-21 |
freshness.watch[0].url | declared | source | 2026-08-21 |
freshness.watch[1].url | declared | source | 2026-08-21 |
freshness.watch[2].url | declared | source | 2026-08-21 |
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Last verified 2026-08-21 · volatility high · JSON record