linear.app

agent readiness score · scanned Aug 17, 2026 · 7s · Developer Tools

#107 of 979 · #26 in category

70/ 100B-

Linear is a product development system designed for teams and AI agents to plan, build, and monitor products with a focus on speed and AI-powered workflows.

badge

Discovery 20/20

Access 22.5/30

Usability 17.3/40

Payments 10/10

Top fixes

  1. MCP handshake & tools list

    MCP endpoint https://linear.app/docs/mcp.md failed handshake: Not a JSON-RPC endpoint. Support streamable HTTP with protocol version negotiation; if auth-gated, return RFC 9728 metadata in WWW-Authenticate.

    +7.3
  2. agents.md

    Add /agents.md: what agents may do on your site, key URLs, auth, rate limits, and who to contact.

    +5.5
  3. Docs quality

    Docs scored 0/5 on runnable examples. The documentation is primarily a human-readable guide to the Linear application and lacks any specific API documentation or programmatic integration instructions for an AI agent.

    +5.5
  4. MCP server discovery

    Publish /.well-known/mcp/server-card.json describing your MCP endpoint so agents can autodiscover it. Evidence found: llms.txt.

    +4.5
  5. Markdown content negotiation

    Serve text/markdown when clients send `Accept: text/markdown` (or expose .md twins of key pages) — agents get far more signal per token.

    +3.5
  6. JSON-LD structured data

    Embed Organization + WebSite JSON-LD with name and url on your homepage (plus logo, sameAs) and Product/Offer JSON-LD on pricing.

    +2.3

1.Can an agent discover and trust you?

8/8

Whether agents can crawl you, find you in the registries and searches they check, and trust what they find.

  • Sitemap present & freshrequired4/4

    Sitemap at https://linear.app/sitemap.xml: 998 entries, freshest <lastmod> 2026-08-17 (0 days ago)

    Resolved the sitemap from robots.txt or /sitemap.xml, validated XML, and checked lastmod freshness

    spec ↗
  • Brand search discoverabilityrequired4/4

    Both searches ("Linear" and "Linear developer tools") cited linear.app: https://linear.app/docs/search, https://linear.app/docs/mcp, https://linear.app/docs/exporting-data

    Ran clean brand-name web searches and checked whether your domain is cited in the results

  • MCP registry listingsrecommendedna

    No MCP server detected for this product

    Queried the official MCP registry, Smithery, Glama, and PulseMCP for servers matching your domain

    spec ↗

2.Do you welcome agents?

11/16

Whether your robots policy, bot protection, and agent guidance actively admit AI agents instead of blocking them.

  • robots.txt present & parseablerequired2/2

    /robots.txt parses: 1 User-agent group(s), 1 Sitemap line(s)

    Fetched /robots.txt and validated it parses as a robots policy

    spec ↗
  • AI crawler policyrequired5/5

    All 12 AI crawler user-agents (GPTBot, ClaudeBot, PerplexityBot, …) are allowed at / by robots.txt

    Evaluated robots.txt groups for the major AI agent user-agents (GPTBot, ClaudeBot, PerplexityBot, …)

  • Content Signals directivesemerging0/2

    No Content-Signal lines in robots.txt

    fix → Declare Content Signals in robots.txt (e.g. `Content-Signal: search=yes, ai-train=no`) to express AI usage preferences machine-readably.

    Looked for Content-Signal lines in robots.txt

    spec ↗
  • Agent user-agent paritybetarequired4/4

    All three UAs get HTTP 200; bot bodies are ClaudeBot 100%, GPTBot 100% of the browser response (1262091 bytes)

    Compared responses served to browser and AI-agent user-agents (informational while in beta)

  • agents.mdrecommended0/3

    No agents.md: https://linear.app/agents.md → HTTP 200, https://linear.app/AGENTS.md → HTTP 200

    fix → Add /agents.md: what agents may do on your site, key URLs, auth, rate limits, and who to contact.

    Fetched /agents.md and checked for substantive agent guidance

    spec ↗

3.Does an agent understand who you are and what you do?

11/18

Whether your pages carry machine-readable identity: structured data, llms.txt, clear copy an agent can quote.

  • Homepage states what you arerequired3/3

    Homepage clarity rated 5/5 — an agent can confidently say what this company does (model's one-sentence read: "Linear is a product development system designed for teams and AI agents to plan, build, and monitor products with a focus on speed and AI-powered workflows.")

    An LLM read your homepage as an agent would and rated how confidently it could say what you do

  • OpenGraph / social metadatarecommended2/2

    Homepage has og:title, og:description, and og:image (twitter:card="summary_large_image" present)

    Parsed homepage og:title / og:description / og:image and twitter:card meta tags

    spec ↗
  • llms.txtrecommended4/4

    /llms.txt is valid llmstxt.org shape: H1 "Linear", 146 markdown link(s)

    Fetched /llms.txt and validated it against the llmstxt.org shape (H1, summary, curated links)

    spec ↗
  • llms-full.txtbonusrecommended0/2

    /llms-full.txt returned HTML (content-type text/html), not markdown

    fix → Serve /llms-full.txt as plain markdown, not an HTML page.

    Fetched /llms-full.txt and checked for substantial inline markdown content

    spec ↗
  • JSON-LD structured datarequired2/4

    1 JSON-LD block(s) on homepage and pricing page (types: WebPage) but none is a substantive type, or Organization/WebSite lacks name+url

    fix → Embed Organization + WebSite JSON-LD with name and url on your homepage (plus logo, sameAs) and Product/Offer JSON-LD on pricing.

    Extracted and validated application/ld+json blocks on the homepage and pricing page

    spec ↗
  • Markdown content negotiationrecommended0/3

    GET / with `Accept: text/markdown` returned HTTP 200 text/html; no .md twins found (2 probed)

    fix → Serve text/markdown when clients send `Accept: text/markdown` (or expose .md twins of key pages) — agents get far more signal per token.

    Requested key pages with Accept: text/markdown and probed .md twin URLs

4.Can an agent integrate with you?

watch →6.5/9

Whether the artifacts an agent needs to build on you — docs, API specs, SDKs, MCP servers — exist and are findable.

  • Developer resource discoverabilityrecommendedna

    No public API detected

    Searched for your brand with developer-keyword suffixes and checked which official resources are cited

  • OpenAPI spec discoverablerequiredna

    No public developer API detected — API checks don't apply

    Probed standard OpenAPI locations and docs links for a fetchable, parseable spec

    spec ↗
  • Docs discoverablerequired4/4

    Docs found at https://linear.app/docs (via homepage link, 1202 chars of readable text)

    Followed homepage nav/footer links and probed /docs, /developers, docs.{domain}

  • MCP server discoveryrequired2.5/5

    MCP evidence found only as a mention in llms.txt: "https://linear.app/docs/mcp.md" — no well-known server card

    fix → Publish /.well-known/mcp/server-card.json describing your MCP endpoint so agents can autodiscover it. Evidence found: llms.txt.

    Probed /.well-known/mcp/server-card.json, mcp.json, and docs mentions for an MCP endpoint

    spec ↗
  • npm SDKrecommendedna

    No public developer API detected — API checks don't apply

    Searched the npm registry for an official, domain-verified SDK package

  • PyPI SDKrecommendedna

    No public developer API detected — API checks don't apply

    Searched PyPI for an official, domain-verified SDK package

5.Is your integration well-built?

watch →0/3

Whether your specs, docs, and tools are complete and descriptive enough for an agent to use them without guessing.

  • OpenAPI validity & qualityrecommendedna

    No public developer API detected — API checks don't apply

    Linted the spec: descriptions, operationIds, securitySchemes, servers

  • Docs qualityrecommended0/3

    Docs at https://linear.app/docs scored clarity 4/5, completeness 2/5, runnable examples 0/5, agent-friendliness 1/5 (mean 1.8/5)

    fix → Docs scored 0/5 on runnable examples. The documentation is primarily a human-readable guide to the Linear application and lacks any specific API documentation or programmatic integration instructions for an AI agent.

    An LLM rated your docs for clarity, completeness, runnable examples, and agent-friendliness

  • Quickstart / getting startedrecommendedna

    No public developer API detected — API checks don't apply

    Looked for a quickstart/getting-started guide containing code blocks

  • MCP tool qualityrecommendedna

    No tools listed by the MCP endpoint — nothing to lint

    Linted listed tools for descriptions, typed input schemas, and naming

6.Can an agent use you reliably in production?

watch →4/4

Response hygiene, TLS and redirect discipline, and security contact channels agents depend on at runtime.

  • TLS & redirect hygienerequired2/2

    http://linear.app/ upgrades to https in 1 hop(s), 1 redirect(s) total, final HTTP 200; HSTS present

    Checked http→https redirect behavior, chain length, and TLS health

  • Response speed & weightrequired1/1

    Homepage TTFB 111ms, payload 1233KB, Content-Encoding: br

    Measured homepage TTFB, payload size, and compression

  • security.txtrecommended1/1

    Valid security.txt at https://linear.app/.well-known/security.txt: Contact mailto:security@linear.app, Expires 2026-12-31

    Fetched /.well-known/security.txt and validated Contact + Expires

    spec ↗

7.Can an agent authenticate to you?

watch →

Whether agents can discover your auth model machine-readably (OAuth metadata) and follow documented steps to credentials.

  • OAuth authorization server metadatarecommendedna

    No API or MCP server detected — OAuth metadata doesn't apply

    Fetched /.well-known/oauth-authorization-server (and openid-configuration fallback)

    spec ↗
  • OAuth protected resource metadatarecommendedna

    No API or MCP server detected — OAuth metadata doesn't apply

    Fetched /.well-known/oauth-protected-resource

    spec ↗
  • Auth documentationrecommendedna

    No public developer API detected — API checks don't apply

    Looked for /auth.md or an authentication docs page with code examples

8.Can an agent transact with you?

watch →10/15

Whether pricing is discoverable and machine-readable, and whether you support agent payment protocols.

  • Pricing discoverablerequired5/5

    Pricing page found at https://linear.app/pricing (via homepage link) with legible price signals ("$0Free for everyoneUnlimited m").

    Followed nav/footer links and probed /pricing for a page with legible price signals

  • Machine-readable pricingrecommended5/5

    LLM extracted 3 numerically-priced plan(s) from https://linear.app/pricing at confidence 1.00: Free USD 0/month; Basic USD 10/user/month; Business USD 16/user/month; Enterprise (contact sales).

    Looked for Offer JSON-LD, then had an LLM attempt structured extraction of your plans

    spec ↗
  • x402 payment supportbonusrecommended0/2

    /.well-known/x402 returned HTTP 404. No x402 support detected (bonus check — absence costs nothing).

    fix → Support x402: serve payment requirements at /.well-known/x402, or answer unauthenticated API calls with HTTP 402 plus an x402 payment-requirements payload (x402Version, accepts[]).

    Probed /.well-known/x402 and API endpoints for HTTP 402 payment-required envelopes

    spec ↗
  • AP2 readinessemerging0/1

    No AP2 hints found — scanned llms.txt, agents.md, docs page (https://linear.app/docs); /.well-known/ap2 returned HTTP 404.

    fix → Adopt AP2 to accept delegated agent payments — see https://ap2-protocol.org.

    Scanned fetched artifacts and well-known paths for AP2 hints

    spec ↗
  • Agentic Commerce Protocolemerging0/1

    No Agentic Commerce Protocol hints found — scanned llms.txt, agents.md, docs page (https://linear.app/docs); /.well-known/acp returned HTTP 404.

    fix → Adopt the Agentic Commerce Protocol so agent checkouts can complete against your store — see https://developers.openai.com/commerce.

    Scanned docs and specs for agentic checkout endpoints

    spec ↗
  • Other agent payment protocolsbonusemerging0/1

    No UCP/MPP hints found — scanned llms.txt, agents.md, docs page (https://linear.app/docs).

    fix → Track emerging agent payment protocols (UCP, MPP) and adopt the ones your buyers' agents use.

    Scanned fetched artifacts for UCP/MPP protocol hints

9.Can a user act through an agent?

0/4

Whether an end user's agent can operate on their behalf: working MCP tools, published skills, agent configs.

  • Agent skill publishedbonusemergingna

    Requires the analysis phase — not yet evaluated

    Checked /skill.md, /.well-known/skills/, and skills.sh for published agent skills

  • MCP handshake & tools listrequired0/4

    MCP endpoint https://linear.app/docs/mcp.md failed handshake: Not a JSON-RPC endpoint

    fix → MCP endpoint https://linear.app/docs/mcp.md failed handshake: Not a JSON-RPC endpoint. Support streamable HTTP with protocol version negotiation; if auth-gated, return RFC 9728 metadata in WWW-Authenticate.

    Performed a streamable-HTTP initialize + tools/list against the MCP endpoint

    spec ↗
  • Agent configs in public repobonusemergingna

    Requires the analysis phase — not yet evaluated

    Checked your public GitHub org's main repos for AGENTS.md / .claude / .cursor configs

10.Can an agent operate your website directly?

5.5/9

Whether the site itself is legible to non-rendering and browser agents: semantic HTML, no JS walls, accessibility.

  • NLWeb endpointemerging0/1

    No NLWeb endpoint detected: /.well-known/nlweb.json returned HTTP 404 (text/html); GET /ask?query=hello returned HTTP 200 (text/html)

    fix → Consider exposing an NLWeb /ask endpoint (and /.well-known/nlweb.json) for conversational access to your content.

    Probed /.well-known/nlweb.json and the /ask endpoint

    spec ↗
  • Semantic HTML structurerequired1.5/3

    4/6 semantic signals present on the homepage (missing: no heading-level skips, text-to-markup ratio ≥ 0.10)

    fix → Add the missing structure: no heading-level skips, text-to-markup ratio ≥ 0.10. Agents parse structure, not pixels.

    Scored landmark elements, heading hierarchy, and text-to-markup ratio on the homepage

  • Content readable without JavaScriptrequired2/2

    Homepage raw HTML contains 9022 chars of visible text without JavaScript

    Measured visible text in the raw, unrendered homepage HTML

  • Accessibility basicsrequired2/2

    Homepage accessibility: 4/5 checks passed — failing: labeled inputs (3/5 unlabeled)

    Static checks: lang attribute, title, alt coverage, labeled inputs, landmarks

  • WebMCPemerging0/1

    No WebMCP evidence on homepage: no application/webmcp script and no navigator.modelContext reference

    fix → Consider WebMCP to expose page actions as tools to browser agents.

    Looked for WebMCP script declarations on the homepage

    spec ↗