--- title: "Volkswagen Group: the 360 check | Agent Ready Checklist" description: "Volkswagen Group on Ora's agent-readiness scan, read 2026-11-09: 62 of 100, grade C. 5 of 16 checklist rows met, 8 not met." canonical: https://agentreadychecklist.com/blog/volkswagen-agent-readiness site: "Agent Ready Checklist" last_updated: 2026-11-09 date: 2026-11-09 section: "360 checks" --- # Volkswagen Group: the 360 check | Agent Ready Checklist > Volkswagen Group on Ora's agent-readiness scan, read 2026-11-09: 62 of 100, grade C. 5 of 16 checklist rows met, 8 not met. Source: https://agentreadychecklist.com/blog/volkswagen-agent-readiness Site: Agent Ready Checklist Last reviewed: 2026-11-09 Agent endpoints: https://agentreadychecklist.com/llms.txt (index), https://agentreadychecklist.com/openapi.json (API), https://agentreadychecklist.com/mcp (MCP server), https://agentreadychecklist.com/ask (search) Access: https://agentreadychecklist.com/auth.md (no key). Pricing: https://agentreadychecklist.com/pricing.md (free). # Volkswagen Group against the checklist: the 360 agent-readiness check 360 check, 9 November 2026. Volkswagen Group is Europe's largest company by revenue and the owner of Audi, Porsche, Skoda and Seat. Volkswagen Group scores 62 of 100 on Ora's agent-readiness scan, a C, read 9 November 2026. At the door, site accessible to 4 agent user-agents (ChatGPT-User, OAI-SearchBot, Claude-User, PerplexityBot). 5 of the 16 checklist rows with an Ora check are met. An llms.txt and 8,832 pages, on a domain the knowledge graph does not know. On 9 November 2026 the public site at volkswagen-group.com scored **62 of 100** on [Ora's](https://ora.ai/?utm_source=agentreadychecklist.com&utm_medium=referral&utm_campaign=check) agent-readiness scan, a C. Ora probes a site the way an agent would: it requests pages with the agents' own user agents, reads robots.txt, looks for the files agents read, and tries the API, MCP and payment surfaces. Below, each of the 31 checklist rows is read against the Ora checks the [crosswalk](https://agentreadychecklist.com/checklist/ora-checks/) names for it, so the result says which requirements this company meets, not only how many points it scored. Ora's one-line summary: Volkswagen Group has solid access and usability foundations, but lacks WebMCP support and agent instruction guidance, and ranks #9 for its own brand name. ## The score | Layer | Points | Share | What the layer asks | | --- | --- | --- | --- | | Discovery | 3 of 7 | 43% | Can agents find and recommend it | | Access | 27 of 38 | 71% | Can agents read it | | Usability | 9 of 14 | 64% | Can agents use it | | Payments | 0 of 0 | none apply | Can agents pay | | Total | 62 of 100 | 62% | Grade C | ## Row by row A row is met when every Ora check the crosswalk names for it passes, not met when every one fails, and partly when the checks disagree or one is partial. A row with no Ora check in the catalogue, or whose checks did not apply to this site, is marked as such; the [Verify Kit](https://agentreadychecklist.com/kit/) tests those by hand. | Row | Level | Result | Ora checks, and what Ora saw | | --- | --- | --- | --- | | AR-FIND-01; Do not block agents | MUST | Partly | robots.txt AI crawler policy (partial), robots.txt agent-user policy (not applicable), Agent crawler reachability (pass), Not blocked by bot detection (pass).; robots.txt answered an HTML page instead of rules. Crawlers find no rules in it and read the whole site, so your AI crawler policy is not stated. Serve a plain-text robots.txt | | AR-FIND-02; Answers on one first-party page | SHOULD | No Ora check | No check in Ora's catalogue names this row. | | AR-FIND-03; Sitemap listed in robots.txt | SHOULD | Met | Sitemap exists (pass).; Valid sitemap found at https://www.volkswagen-group.com/sitemap.xml with 8832 entries | | AR-FIND-04; AI Catalog at .well-known | MAY | Not met | AI Catalog discovery (not applicable), ARD discovery (fail).; No /.well-known/ard.json, no same-site rel="ard" link, and no legacy /.well-known/ai-catalog.json | | AR-READ-01; Answer in the initial HTML | MUST | Met | Content without JavaScript (pass).; Homepage: 1364 chars, semantic headings (1 H1 + 1 H2s), 15.7% content ratio. 5 of 5 sampled inner pages have text without JavaScript. | | AR-READ-02; Real HTTP status codes | MUST | Met | Redirect hygiene (pass).; Redirect hygiene: pass, 1 of 1. | | AR-READ-03; Home page with real links | SHOULD | No Ora check | Public API/docs linked from homepage (not applicable). | | AR-READ-04; Docs that answer agent tasks | SHOULD | No Ora check | No check in Ora's catalogue names this row. | | AR-READ-05; Fenced, language-tagged code | SHOULD | Met | Code fence validity (pass).; Code fence validity: pass, 1 of 1. | | AR-READ-06; Link the discovery files | SHOULD | No Ora check | No check in Ora's catalogue names this row. | | AR-READ-07; Ship llms.txt | SHOULD | Met | llms.txt exists (pass), llms.txt formatting (pass), llms.txt links resolve (pass).; Found the llms.txt at https://volkswagen-group.com/llms.txt. | | AR-READ-08; JSON-LD on key pages | SHOULD | Partly | JSON-LD structured data (partial).; JSON-LD Organization found - missing description and one of sameAs / logo / address / contactPoint on this entity | | AR-READ-09; Advertise a markdown mirror | MAY | Not met | Markdown alternate link (fail).; No sampled page advertises a markdown alternate. Add (or the equivalent Link response header) pointing at a markdown twin of the page. | | AR-READ-11; Pricing as first-party HTML | SHOULD | No Ora check | Pricing info accessible (not applicable). | | AR-ACT-01; Auth an agent can finish | SHOULD | No Ora check | OAuth 2.0 support (not applicable), Scoped permissions (not applicable). | | AR-ACT-02; OpenAPI contract | SHOULD | No Ora check | OpenAPI spec published (not applicable). | | AR-ACT-03; MCP over Streamable HTTP | SHOULD | No Ora check | MCP server / manifest (not applicable), Listed in MCP registries (not applicable), MCP PKCE S256 support (not applicable), MCP OAuth metadata (not applicable). | | AR-ACT-04; MCP server card | MAY | Not met | MCP server-card.json (fail).; No MCP server card found (checked /.well-known/mcp/server-card.json, the site's ai-catalog.json, servers[].card in mcp.json, and /server-card) | | AR-ACT-05; MCP Apps view | MAY | No Ora check | MCP Apps support (not applicable). | | AR-ACT-06; SDKs and a CLI | SHOULD | No Ora check | CLI tool available (not applicable), Multi-language SDK packages (not applicable), NPM/PyPI SDK package (not applicable). | | AR-ACT-07; WebMCP tools | SHOULD | Not met | WebMCP support (fail).; No WebMCP support detected - no document.modelContext / navigator.modelContext usage found | | AR-ACT-08; Agent payments | MAY | No Ora check | x402 payment protocol (not applicable), MPP payment protocol (not applicable), UCP - Universal Commerce Protocol (not applicable), ACP - Agentic Commerce Protocol (not applicable), ACP delegate payment (not applicable). | | AR-ACT-09; NLWeb /ask endpoint | MAY | Not met | NLWeb /ask endpoint (fail).; No NLWeb-conformant /ask endpoint found via GET or POST | | AR-ACT-10; An MCP server or a CLI | MUST | No Ora check | MCP server / manifest (not applicable), CLI tool available (not applicable). | | CF-CONTENT-SIGNALS; Content-Signal line | cloudflare | No Ora check | No check in Ora's catalogue names this row. | | CF-MARKDOWN-NEGOTIATION; Markdown by Accept | cloudflare | Not met | Markdown content negotiation (acceptmarkdown.com) (fail), Markdown agent docs (fail).; Homepage https://volkswagen-group.com does not meet the Markdown negotiation requirements: Accept: text/markdown returned text/html; charset=utf-8; Vary header missing Accept (got "accept-encoding") | | CF-PAY-PER-CRAWL; Pay per crawl, HTTP 402 | cloudflare | No Ora check | No check in Ora's catalogue names this row. | | CF-OAUTH-DISCOVERY; OAuth discovery files | cloudflare | Not met | OAuth Protected Resource metadata (RFC 9728) (fail).; No /.well-known/oauth-protected-resource found (RFC 9728) | | CF-AGENT-SKILLS; Agent Skills index | cloudflare | No Ora check | Agent Skills index conformance (v0.2.0) (not applicable). | | VERCEL-NEGOTIATION-HEADERS; Markdown headers | vercel | Not met | Markdown content negotiation (acceptmarkdown.com) (fail).; Homepage https://volkswagen-group.com does not meet the Markdown negotiation requirements: Accept: text/markdown returned text/html; charset=utf-8; Vary header missing Accept (got "accept-encoding") | | VERCEL-ROBOTS-EXCLUSIONS; Robots exclusions | vercel | Partly | robots.txt AI crawler policy (partial), robots.txt agent-user policy (not applicable).; robots.txt answered an HTML page instead of rules. Crawlers find no rules in it and read the whole site, so your AI crawler policy is not stated. Serve a plain-text robots.txt | ## The fixes worth most points Ora attaches an estimate to each failing or partial check: how many points the site would gain by passing it. These are the 5 with the largest estimates for Volkswagen Group, each tied to the checklist row whose recipes cover it. WebMCP support Fail, 0 of 5, about 15.9 points to gain. Ora saw: No WebMCP support detected - no document.modelContext / navigator.modelContext usage found. Row [AR-ACT-07](https://agentreadychecklist.com/checklist/ar-act-07/), WebMCP tools. Brand name discoverability Partial, 1 of 3, about 6.3 points to gain. Ora saw: volkswagen-group.com ranks #9 for "Volkswagen Group" (searched your brand name alone: no main product term from your homepage qualified). No checklist row names this check. Wikipedia / Wikidata entity presence Fail, 0 of 4, about 4.6 points to gain. Ora saw: No Wikipedia article or Wikidata entity found for "volkswagen-group" - creating a Wikipedia page and a Wikidata item with P856 = volkswagen-group.com is the highest-impact step for AI search citation coverage. No checklist row names this check. ARD discovery Fail, 0 of 1, about 3.2 points to gain. Ora saw: No /.well-known/ard.json, no same-site rel="ard" link, and no legacy /.well-known/ai-catalog.json. Row [AR-FIND-04](https://agentreadychecklist.com/checklist/ar-find-04/), AI Catalog at .well-known. robots.txt AI crawler policy Partial, 1 of 2, about 3.2 points to gain. Ora saw: robots.txt answered an HTML page instead of rules. Crawlers find no rules in it and read the whole site, so your AI crawler policy is not stated. Serve a plain-text robots.txt. Row [AR-FIND-01](https://agentreadychecklist.com/checklist/ar-find-01/), Do not block agents. ## Our read Volkswagen Group's site has the best reading layer of the carmakers here and the worst Discovery layer, 3 of 7: the scan found no Wikipedia article or Wikidata item for volkswagen-group, and the domain ranks ninth for Volkswagen Group, behind the brand sites, so the knowledge graph does not know that this is Europe's largest company by revenue. An llms.txt sits at volkswagen-group.com/llms.txt, the sitemap lists 8,832 pages, five of five sampled pages read with substantive text, the home page gives 1,364 characters at a 15.7 percent text ratio with one H1 and one H2, and the JSON-LD Organization block lacks only its description and one identifying property. robots.txt answers with an HTML page instead of rules, so the policy row cannot be met. The act layer is empty, with no API, developer portal or MCP server, which leaves the Usability layer a maximum of 14 and the WebMCP estimate at 15.9 points. A sameAs link to the Wikidata item for the group would fix the layer that is failing. ## Verify your own site The scan above is free and needs no account: enter a domain at [ora.ai](https://ora.ai/?utm_source=agentreadychecklist.com&utm_medium=referral&utm_campaign=check) and read the same four layers for your own site, then take each failing row to its recipe on this site. The command below runs the same audit from a terminal and exits with 1 under the score you set, so it can gate a deploy. Payments did not apply to this company; a site that sells is read on that layer too. [Why Ora, and its limits](https://agentreadychecklist.com/verify-with-ora/). ```bash npx ax@0.10 audit https://example.com --min-score 70 ``` [All 360 checks](https://agentreadychecklist.com/blog/), one company a day. Corrections to [the corrections page](https://agentreadychecklist.com/corrections/). ## Sources - [ora.ai/api/score/volkswagen-group.com, Ora's scan (vendor)](https://ora.ai/api/score/volkswagen-group.com?utm_source=agentreadychecklist.com&utm_medium=referral&utm_campaign=check)read 2026-11-09 - [Ora's scoring rules, version 2 (vendor)](https://ora.ai/api/ranker/releases/2/rules?utm_source=agentreadychecklist.com&utm_medium=referral&utm_campaign=check)read 2026-11-09 - [ora.ai/api/checks, contract 1.38.0 (vendor)](https://ora.ai/api/checks?utm_source=agentreadychecklist.com&utm_medium=referral&utm_campaign=check)read 2026-11-05 - [volkswagen-group.com, the company's site](https://www.volkswagen-group.com/en)read 2026-11-09 Edition Data 2026-11-04 Reviewed 2026-11-05 Spec AgentReady v2.0, 273d2d7 Crawl 13,071 rows, 2026-11-04 Ora 132 checks, contract 1.38.0, 2026-11-05 Verify with Ora The scanner this site recommends for the whole checklist. 132 checks, a score out of 100, no account. `npx ax@0.10 audit --min-score ` [Why Ora, and its limits](https://agentreadychecklist.com/verify-with-ora/) Method - [How rows, commands and rates are made](https://agentreadychecklist.com/method/) - [How an Ora check is matched to a row](https://agentreadychecklist.com/checklist/ora-checks/) - [Pass rates by rank band](https://agentreadychecklist.com/data/by-rank/) Sources and read dates sit at the foot of the page. Last reviewed 2026-11-09. AgentReady v2.0, read 2026-11-04.