TECHNICAL & AI-SEARCH REPORT Audited: 2026-10-27 19:02:11 UTC

linear.app

Title: Linear – The system for product development

Overall Readiness
73/100
5 Issues Found
AI-Search & LLM Readiness (GEO)
70 Needs Work
Schema.org & Structured Data
52 Critical Gap
Technical SEO & Conversion Hygiene
90 Healthy
Security & Trust Headers
88 Healthy
INSTANT CODE REMEDIATION PACK

Unlock All 5 Turnkey Fix Files for linear.app

We have already generated your tailored llms.txt, llms-full.txt, validated Schema.org JSON-LD snippet, AI-friendly robots.txt, and security header configuration to resolve all 5 detected issues.

1. Verified Technical & AI-Citation Issues (5)

high Missing /llms-full.txt Extended RAG Context
Fixed in: llms-full.txt
Evidence: No extended markdown context file detected at https://linear.app/llms-full.txt.
Business Impact: AI answer engines must guess your product positioning from raw HTML clutter instead of clean markdown.
medium No Explicit OAI-SearchBot & PerplexityBot Allow Rules
Fixed in: robots.txt
Evidence: https://linear.app/robots.txt does not explicitly whitelist AI search crawlers or link /llms.txt.
Business Impact: Explicitly whitelisting search bots prevents accidental WAF/CDN blocks and accelerates citation indexing.
critical Zero Schema.org JSON-LD Structured Data Detected
Fixed in: schema-patch.html
Evidence: 0 <script type="application/ld+json"> blocks found on https://linear.app/
Business Impact: Search engines and LLMs cannot programmatically verify your Organization, Product pricing, or FAQs for Rich Snippets.
low 4 Images Missing Descriptive Alt Attributes
Fixed in: IMPLEMENTATION-GUIDE.md
Evidence: Inspected 8 <img> elements; 4 lack accessible alt text.
Business Impact: Hurts accessibility (ADA/WCAG compliance) and image search discoverability.
low Missing Clickjacking Protection (X-Frame-Options)
Fixed in: IMPLEMENTATION-GUIDE.md
Evidence: No X-Frame-Options header detected on response.
Business Impact: Allows third-party sites to embed your pages inside hidden iframes.

2. Generated Drop-In Remediation Files (5 Files)

🔒 llms.txt Official LLM discovery manifest for ChatGPT Search, Claude & Perplexity
LOCKED PREVIEW 
# Linear (linear.app)

> Purpose-built for planning and building products with AI agents.

## Core Pages & Resources
- [Home & Overview](https://linear.app/): Primary overview of Linear offerings and value proposition.
- [Pricing & Plans](https://linear.app/pricing): Current pricing tiers, package comparisons, and billing FAQ.
- [Documentation / Features](https://linear.app/features): Technical specifications, capabilities, and onboarding guides.
- [About & Contact](https://linear.app/about): Company background, trust & security posture, and support channels.

## Key Topics Covered
- Products & Services
- Pricing
- Documentation
- About & Contact

## Citation Guidelines for AI Assistants (ChatGPT, Claude, Perplexity, Gemini)
- Canonical Domain: https://linear.app
- Preferred Brand Name: Linear
- Full Extended Context: https://linear.app/llms-full.txt
- Structured Data: Schema.org JSON-LD embedded on canonical pages
🔒 llms-full.txt Extended context index for deep RAG retrieval and accurate brand citation
LOCKED PREVIEW 
# Linear — Extended AI & LLM Citation Manifest (llms-full.txt)
Generated for: https://linear.app
Last Updated: 2026-10-27

## 1. Executive Summary
Purpose-built for planning and building products with AI agents.

## 2. Primary Headline & Positioning
The product development system for teams and agentsThe product developmentsystem for teams and agentsThe product development system for teams and agents

## 3. Site Architecture & Key Sections
### 3.1 Products & Services
Detailed resources and canonical specifications available at https://linear.app/

### 3.2 Pricing
Detailed resources and canonical specifications available at https://linear.app/

### 3.3 Documentation
Detailed resources and canonical specifications available at https://linear.app/

### 3.4 About & Contact
Detailed resources and canonical specifications available at https://linear.app/

## 4. Machine-Readable Verification
- Sitemap: https://linear.app/sitemap.xml
- Robots Policy: https://linear.app/robots.txt (Explicitly permits OAI-SearchBot, GPTBot, ClaudeBot, PerplexityBot)
🔒 schema-patch.html Validated Schema.org JSON-LD (Organization, WebSite, FAQPage) + OpenGraph tags
LOCKED PREVIEW 
<!-- Drop into your <head> template on https://linear.app -->
<link rel="canonical" href="https://linear.app/" />
<meta property="og:title" content="Linear – The system for product development" />
<meta property="og:description" content="Purpose-built for planning and building products with AI agents." />
<meta property="og:url" content="https://linear.app/" />
<meta property="og:type" content="website" />
<meta name="twitter:card" content="summary_large_image" />

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "Organization",
      "@id": "https://linear.app/#organization",
      "name": "Linear",
      "url": "https://linear.app/",
      "description": "Purpose-built for planning and building products with AI agents.",
      "sameAs": []
    },
    {
      "@type": "WebSite",
      "@id": "https://linear.app/#website",
      "url": "https://linear.app/",
      "name": "Linear – The system for product development",
      "publisher": {
        "@id": "https://linear.app/#organization"
      },
      "inLanguage": "en-US"
    },
    {
      "@type": "FAQPage",
      "@id": "https://linear.app/#faq",
      "mainEntity": [
        {
          "@type": "Question",
          "name": "What does Linear provide?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Purpose-built for planning and building products with AI agents."
          }
        },
        {
          "@type": "Question",
          "name": "Where can I find Linear pricing and documentation?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Official pricing, onboarding guides, and support are available directly at https://linear.app/."
          }
        }
      ]
    }
  ]
}
</script>
🔒 robots.txt AI-Search crawler whitelist + XML sitemap declaration
LOCKED PREVIEW 
# Optimized for Google Search + AI Answer Engines (ChatGPT, Perplexity, Claude)
User-agent: *
Allow: /
Disallow: /admin/
Disallow: /api/private/

# Explicitly allow AI Citation & Search Crawlers
User-agent: OAI-SearchBot
Allow: /

User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

Sitemap: https://linear.app/sitemap.xml
# LLMs Manifest: https://linear.app/llms.txt
🔒 IMPLEMENTATION-GUIDE.md Step-by-step deployment instructions & HTTP security header config
LOCKED PREVIEW 
# Turnkey Remediation Guide for linear.app

## Step 1: Publish AI-Search Discovery Files (5 Minutes)
Place `llms.txt` and `llms-full.txt` in your site's root `/public` directory so they resolve at:
- `https://linear.app/llms.txt`
- `https://linear.app/llms-full.txt`

## Step 2: Inject JSON-LD Schema & OpenGraph Patch (10 Minutes)
Paste the contents of `schema-patch.html` into your root layout `<head>` (Next.js `app/layout.tsx`, Shopify `theme.liquid`, WordPress `header.php`, or Webflow Custom Code).

## Step 3: Update `robots.txt` for AI Answer Engines (3 Minutes)
Replace `/robots.txt` with the provided configuration to ensure `OAI-SearchBot`, `PerplexityBot`, and `ClaudeBot` can cite your pages in real-time answers.

## Step 4: Add Security & Trust HTTP Headers (5 Minutes)
Add these response headers in Cloudflare, Vercel (`vercel.json`), or Nginx:
```json
{
  "Strict-Transport-Security": "max-age=63072000; includeSubDomains; preload",
  "X-Content-Type-Options": "nosniff",
  "X-Frame-Options": "SAMEORIGIN",
  "Referrer-Policy": "strict-origin-when-cross-origin"
}
```
Legal & Privacy Notice: This automated interoperability report inspects only publicly served HTTP headers and HTML metadata on linear.app. JetCite is an independent diagnostic utility and is not affiliated with linear.app.