Independent technical audit

linear.app

Overall AI readiness score

A combined result across all audit signals.

Average

AI readiness audit: 11/5/2026Public technical data

About the site

Linear is a product development tool for planning and building products, serving teams and agents. It covers issues, projects, roadmaps, cycles, reviews, intake and integrations, with documentation, feature, pricing, security and customer sections on the site.

Category:: SaaS and business software
Platform:: Next.js

Written by AI from the site’s llms.txt and homepage.

Overall AI readiness assessment

How ready linear.app is for AI systems

65/100

linear.app was independently audited by llmsmap. linear.app currently scores 65/100 for AI readiness. The result combines AI-specific files, crawler policy, sitemap discovery, structured homepage data, and—when available—the mobile Google Lighthouse technical profile.

Audit context

llms.txt is accessible and contains — tokens. The llms-full.txt URL returns an invalid format. It is excluded from the directory; serve text or Markdown instead. A separate ai.txt policy is published.

robots.txt is available. 11 of 11 tracked AI bots are not blocked. Declared sitemaps: 1. No Schema.org type was detected on the homepage. 0 OpenGraph tags were found and markup completeness is 0%, leaving more entity interpretation to crawlers.

The Google Lighthouse measurement is still collecting. Once complete, performance, accessibility, technical quality, SEO, and experimental browser-agent signals will be added with a limited weight.

Confirmed strengths

Accessible llms.txt
Published AI policy
1 sitemap declaration

Priority improvements

1Fix llms-full.txt to return text or Markdown instead of HTML.
2Add JSON-LD for the organisation, website, and core entities.
3Complete OpenGraph and canonical homepage metadata.

llms.txt tokens—

llms-full.txt tokens—

ai.txt

sitemap.xml

Google Lighthouse technical profile

Google data is temporarily unavailable. The independent llmsmap AI-readiness audit remains valid.

AI readiness checks

Machine-readable files, crawler policy, discovery, and homepage markup.

llms.txt

File found and accessible

https://linear.app/llms.txt

llms-full.txt

Invalid format: the llms-full.txt URL does not return text or Markdown.

https://linear.app/llms-full.txt

ai.txt

AI rules are defined

https://linear.app/ai.txt

robots.txt

File found

https://linear.app/robots.txt

Sitemap in robots.txt1

1 sitemap found

Schema.org (JSON-LD)

Schema.org markup was not found on the homepage

OpenGraph

OpenGraph tags were not found on the homepage

AI bot access

Based on robots.txt analysis

GPTBotNot mentioned

OAI-SearchBotNot mentioned

ChatGPT-UserNot mentioned

Google-ExtendedNot mentioned

ClaudeBotNot mentioned

Claude-SearchBotNot mentioned

Claude-UserNot mentioned

BytespiderNot mentioned

CCBotNot mentioned

PerplexityBotNot mentioned

Perplexity-UserNot mentioned

Sitemaps

Declared discovery routes for crawlers and agents.

https://linear.app/sitemap.xml

# Linear

> Linear is a purpose-built tool for planning and building products. Meet the system for modern software development. Streamline issues, projects, and product roadmaps.

> For agents: connect to the Linear MCP server at https://mcp.linear.app/mcp to read and change issues, projects, and documents. Setup guide: https://linear.app/docs/mcp.md. Index of all docs: https://linear.app/llms.txt.

Each page on linear.app is also available as Markdown. Add `.md` to the URL (use `/index.md` for the homepage), or send the `Accept: text/markdown` header.

## Website

- [/](https://linear.app/index.md)
- [/about](https://linear.app/about.md)
- [/agents](https://linear.app/agents.md)
- [/ai](https://linear.app/ai.md)
- [/careers](https://linear.app/careers.md)
- [/changelog](https://linear.app/changelog.md)
- [/coding-sessions](https://linear.app/coding-sessions.md)
- [/resource-kit](https://linear.app/resource-kit.md)
- [/contact](https://linear.app/contact.md)
- [/contact/sales](https://linear.app/contact/sales.md)
- [/contact/support](https://linear.app/contact/support.md)
- [/customers](https://linear.app/customers.md)
- [/customer-requests](https://linear.app/customer-requests.md)
- [/data](https://linear.app/data.md)
- [/enterprise](https://linear.app/enterprise.md)
- [/features](https://linear.app/features.md)
- [/asks](https://linear.app/asks.md)
- [/insights](https://linear.app/insights.md)
- [/intake](https://linear.app/intake.md)
- [/integrations](https://linear.app/integrations.md)
- [/method](https://linear.app/method.md)
- [/releases/2020-12](https://linear.app/releases/2020-12.md)
- [/releases/2021-06](https://linear.app/releases/2021-06.md)
- [/releases/2022](https://linear.app/releases/2022.md)
- [/releases/figma](https://linear.app/releases/figma.md)
- [/security](https://linear.app/security.md)
- [/security/vulnerability](https://linear.app/security/vulnerability.md)
- [/startups](https://linear.app/startups.md)
- [/dpa](https://linear.app/dpa.md)
- [/legal](https://linear.app/legal.md)
- [/privacy](https://linear.app/privacy.md)
- [/terms](https://linear.app/terms.md)
- [/brand](https://linear.app/brand.md)
- [/change](https://linear.app/change.md)
- [/download](https://linear.app/download.md)
- [/now](https://linear.app/now.md)
- [/fm](https://linear.app/fm.md)
- [/pricing](https://linear.app/pricing.md)
- [/readme](https://linear.app/readme.md)
- [/plan](https://linear.app/plan.md)
- [/build](https://linear.app/build.md)
- [/mobile](https://linear.app/mobile.md)
- [/quality](https://linear.app/quality.md)
- [/switch](https://linear.app/switch.md)
- [/switch/migration-guide](https://linear.app/switch/migration-guide.md)
- [/switch/pilot-guide](https://linear.app/switch/pilot-guide.md)
- [/switch/pitch-guide](https://linear.app/switch/pitch-guide.md)

## Documentation

Get an overview of Linear's features, integrations, and how to use them.

### Getting started

- [Start Guide](https://linear.app/docs/start-guide.md)
  - [Concepts](https://linear.app/docs/conceptual-model.md)
  - [Download Linear](https://linear.app/docs/get-the-app.md)

### Intake

- [Triage](https://linear.app/docs/triage.md)
- [Linear Asks](https://linear.app/docs/linear-asks.md)
  - [Asks with Slack](https://linear.app/docs/linear-asks-slack.md)
  - [Asks with Email](https://linear.app/docs/linear-asks-email.md)
  - [Asks Web Forms](https://linear.app/docs/linear-asks-web-forms.md)
- [Customer Requests](https://linear.app/docs/customer-requests.md)

### Planning

- [Projects](https://linear.app/docs/projects.md)
  - [Project milestones](https://linear.app/docs/project-milestones.md)
  - [Project priority](https://linear.app/docs/project-priority.md)
  - [Project status](https://linear.app/docs/project-status.md)
  - [Project labels](https://linear.app/docs/project-labels.md)
  - [Project dependencies](https://linear.app/docs/project-dependencies.md)
  - [Project notifications](https://linear.app/docs/project-notifications.md)
  - [Project templates](https://linear.app/docs/project-templates.md)
- [Initiatives](https://linear.app/docs/initiatives.md)
  - [Sub-initiatives](https://linear.app/docs/sub-initiatives.md)
- [Initiative and project updates](https://linear.app/docs/initiative-and-project-updates.md)

### Issues and cycles

- [Issues](https://linear.app/docs/creating-issues.md)
  - [Issue properties](https://linear.app/docs/issue-properties-home.md)
  - [Parent and sub-issues](https://linear.app/docs/parent-and-sub-issues.md)
  - [Assign and delegate issues](https://linear.app/docs/assigning-issues.md)
  - [Issue templates](https://linear.app/docs/issue-templates.md)
  - [Comments and reactions](https://linear.app/docs/comment-on-issues.md)
  - [Select issues](https://linear.app/docs/select-issues.md)
  - [Delete and archive issues](https://linear.app/docs/delete-archive-issues.md)
- [Cycles](https://linear.app/docs/use-cycles.md)
- [Releases](https://linear.app/docs/releases.md)

### Reviews

- [Reviews](https://linear.app/docs/diffs.md)
- [Coding settings](https://linear.app/docs/code-and-reviews.md)

### Agents and automation

- [Linear Agent](https://linear.app/docs/linear-agent.md)
  - [Code Intelligence](https://linear.app/docs/code-intelligence.md)
- [Linear cloud coding agent](https://linear.app/docs/linear-cloud-coding-agent.md)
- [Loops](https://linear.app/docs/loops.md)
- [Agent platform](https://linear.app/docs/agents-in-linear.md)
- [Triage Intelligence](https://linear.app/docs/triage-intelligence.md)
- [MCP server](https://linear.app/docs/mcp.md)

### Insights and outcomes

- [Dashboards](https://linear.app/docs/dashboards.md)
- [Insights](https://linear.app/docs/insights.md)
- [Project graph](https://linear.app/docs/project-graph.md)
- [Cycle graph](https://linear.app/docs/cycle-graph.md)

### Working in Linear

- [Inbox](https://linear.app/docs/inbox.md)
- [Documents](https://linear.app/docs/documents.md)
- [Pulse](https://linear.app/docs/pulse.md)
- [Custom Views](https://linear.app/docs/custom-views.md)
  - [Board layout](https://linear.app/docs/board-layout.md)
  - [Timeline](https://linear.app/docs/timeline.md)
  - [Filters](https://linear.app/docs/filters.md)
  - [Display options](https://linear.app/docs/display-options.md)
- [Editor](https://linear.app/docs/editor.md)
- [Search](https://linear.app/docs/search.md)
- [My issues](https://linear.app/docs/my-issues.md)
- [Favorites](https://linear.app/docs/favorites.md)
- [Notifications](https://linear.app/docs/notifications.md)
- [Preferences](https://linear.app/docs/account-preferences.md)
- [Profile](https://linear.app/docs/profile.md)
- [Security & Access](https://linear.app/docs/security-and-access.md)

### Integrations

- [GitHub](https://linear.app/docs/github-integration.md)
- [Jira](https://linear.app/docs/jira.md)
- [Microsoft Teams](https://linear.app/docs/microsoft-teams.md)
- [Sentry](https://linear.app/docs/sentry.md)
- [Slack](https://linear.app/docs/slack.md)
- [Integration Directory](https://linear.app/docs/integration-directory.md)
  - [Zendesk](https://linear.app/docs/zendesk.md)
  - [Intercom](https://linear.app/docs/intercom.md)
  - [Salesforce](https://linear.app/docs/salesforce.md)
  - [Google Sheets](https://linear.app/docs/google-sheets.md)
  - [GitLab](https://linear.app/docs/gitlab.md)
  - [Figma](https://linear.app/docs/figma.md)
  - [Gong](https://linear.app/docs/gong.md)
  - [Airbyte](https://linear.app/docs/airbyte.md)
  - [Zapier](https://linear.app/docs/zapier.md)
  - [Notion](https://linear.app/docs/notion.md)
  - [Origin](https://linear.app/docs/origin.md)
  - [Discord](https://linear.app/docs/discord.md)
  - [Front](https://linear.app/docs/front.md)

### Workspace management

- [Workspaces](https://linear.app/docs/workspaces.md)
- [Teams](https://linear.app/docs/teams.md)
  - [Private teams](https://linear.app/docs/private-teams.md)
  - [Sub-teams](https://linear.app/docs/sub-teams.md)
  - [Team pages](https://linear.app/docs/default-team-pages.md)
- [Login methods](https://linear.app/docs/login-methods.md)
- [Invite members](https://linear.app/docs/invite-members.md)
- [Members and roles](https://linear.app/docs/members-roles.md)
- [SAML](https://linear.app/docs/saml-and-access-control.md)
- [SCIM](https://linear.app/docs/scim.md)
- [API and Webhooks](https://linear.app/docs/api-and-webhooks.md)
- [Third-Party App Approvals](https://linear.app/docs/third-party-application-approvals.md)
- [Security](https://linear.app/docs/security.md)
- [Audit log](https://linear.app/docs/audit-log.md)
- [Billing and plans](https://linear.app/docs/billing-and-plans.md)
- [AI Credits](https://linear.app/docs/ai-credits.md)
  - [Usage & limits](https://linear.app/docs/usage-and-limits.md)
- [Exporting Data](https://linear.app/docs/exporting-data.md)

### Importers

- [Import Guide](https://linear.app/docs/import-issues.md)
  - [Jira](https://linear.app/docs/jira-to-linear.md)
  - [GitHub Issues](https://linear.app/docs/github-to-linear.md)
  - [Asana](https://linear.app/docs/asana-to-linear.md)
  - [Shortcut](https://linear.app/docs/shortcut-to-linear.md)
  - [Linear](https://linear.app/docs/linear-to-linear.md)
  - [CLI Importer](https://linear.app/docs/cli-importer.md)

## Developers

Learn about building apps and integrations for Linear using the GraphQL API and TypeScript SDK.

### GraphQL Schema

- [GraphQL SDL Schema Definition](https://raw.githubusercontent.com/linear/linear/master/packages/sdk/src/schema.graphql)

### GraphQL API

- [Getting started](https://linear.app/developers/graphql.md)
- [Pagination](https://linear.app/developers/pagination.md)
- [Filtering](https://linear.app/developers/filtering.md)
- [Rate limiting](https://linear.app/developers/rate-limiting.md)
- [Deprecations](https://linear.app/developers/deprecations.md)
- [Webhooks](https://linear.app/developers/webhooks.md)
- [Attachments](https://linear.app/developers/attachments.md)
- [Managing Customers](https://linear.app/developers/managing-customers.md)

### Authentication

- [OAuth 2.0 authentication](https://linear.app/developers/oauth-2-0-authentication.md)
- [OAuth actor authorization](https://linear.app/developers/oauth-actor-authorization.md)
- [OAuth application manifests](https://linear.app/developers/oauth-app-manifests.md)
- [File storage authentication](https://linear.app/developers/file-storage-authentication.md)

### Agents

- [Agent Interaction Guidelines (AIG)](https://linear.app/developers/aig.md)
- [Getting Started](https://linear.app/developers/agents.md)
- [Developing the Agent Interaction](https://linear.app/developers/agent-interaction.md)
- [Interaction Best Practices](https://linear.app/developers/agent-best-practices.md)
- [Signals](https://linear.app/developers/agent-signals.md)

### TypeScript SDK

- [Getting started](https://linear.app/developers/sdk.md)
- [Fetching & modifying data](https://linear.app/developers/sdk-fetching-and-modifying-data.md)
- [Errors](https://linear.app/developers/sdk-errors.md)
- [Advanced usage](https://linear.app/developers/advanced-usage.md)
- [Webhooks](https://linear.app/developers/sdk-webhooks.md)
- [Migrating from 1.x to 2.x](https://linear.app/developers/migrating-from-1-x-to-2-x.md)
- [GitHub](https://github.com/linear/linear/tree/master/packages/sdk)

### Guides

- [How to upload a file to Linear](https://linear.app/developers/how-to-upload-a-file-to-linear.md)
- [Create issues using linear.new](https://linear.app/developers/create-issues-using-linear-new.md)
- [Integration Directory](https://linear.app/developers/integration-directory.md)

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