--- title: "Mercedes-Benz Group: the 360 check | Agent Ready Checklist" description: "Mercedes-Benz Group on Ora's agent-readiness scan, read 2026-11-09: 15 of 100, grade F. 2 of 19 checklist rows met, 12 not met." canonical: https://agentreadychecklist.com/blog/mercedes-benz-agent-readiness site: "Agent Ready Checklist" last_updated: 2026-11-09 date: 2026-11-09 section: "360 checks" --- # Mercedes-Benz Group: the 360 check | Agent Ready Checklist > Mercedes-Benz Group on Ora's agent-readiness scan, read 2026-11-09: 15 of 100, grade F. 2 of 19 checklist rows met, 12 not met. Source: https://agentreadychecklist.com/blog/mercedes-benz-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). # Mercedes-Benz Group against the checklist: the 360 agent-readiness check 360 check, 9 November 2026. Mercedes-Benz Group is the Stuttgart carmaker, formerly Daimler. Mercedes-Benz Group scores 15 of 100 on Ora's agent-readiness scan, an F, read 9 November 2026. At the door, bot management challenged ChatGPT-User, OAI-SearchBot, Claude-User, PerplexityBot. 2 of the 19 checklist rows with an Ora check are met. A 403 at robots.txt and a challenge for every agent, on a site that ranks fifth. On 9 November 2026 the public site at group.mercedes-benz.com scored **15 of 100** on [Ora's](https://ora.ai/?utm_source=agentreadychecklist.com&utm_medium=referral&utm_campaign=check) agent-readiness scan, an F. 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. ## The score | Layer | Points | Share | What the layer asks | | --- | --- | --- | --- | | Discovery | 6 of 10 | 60% | Can agents find and recommend it | | Access | 1 of 48 | 2% | Can agents read it | | Usability | 1 of 44 | 2% | Can agents use it | | Payments | 0 of 0 | none apply | Can agents pay | | Total | 15 of 100 | 15% | Grade F | ## 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 (not applicable), robots.txt agent-user policy (not applicable), Agent crawler reachability (partial), Not blocked by bot detection (partial).; Bot management challenged ChatGPT-User, OAI-SearchBot, Claude-User, PerplexityBot - a challenge is an identity check verified crawlers pass, so reachability is undetermined rather than blocked (ChatGPT-User: challenged, | | 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 | Not met | Sitemap exists (fail).; No sitemap found | | 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 | Partly | Content without JavaScript (partial).; Homepage blocked by WAF/security challenge - content not accessible to agents | | 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 | Partly | Public API/docs linked from homepage (partial).; Homepage blocked by WAF - cannot check for docs links | | 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 | No Ora check | Code fence validity (not applicable). | | 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 | Not met | llms.txt exists (fail), llms.txt formatting (fail), llms.txt links resolve (not applicable).; No llms.txt found at /llms.txt or /.well-known/llms.txt. | | AR-READ-08; JSON-LD on key pages | SHOULD | Partly | JSON-LD structured data (partial).; Homepage blocked by WAF - cannot check structured data | | AR-READ-09; Advertise a markdown mirror | MAY | No Ora check | Markdown alternate link (not applicable). | | 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 | Not met | OAuth 2.0 support (fail), Scoped permissions (fail).; No OAuth 2.0 or OpenID Connect support detected | | AR-ACT-02; OpenAPI contract | SHOULD | Not met | OpenAPI spec published (fail).; No OpenAPI/Swagger specification found | | AR-ACT-03; MCP over Streamable HTTP | SHOULD | Not met | MCP server / manifest (fail), Listed in MCP registries (not applicable), MCP PKCE S256 support (not applicable), MCP OAuth metadata (not applicable).; No MCP server or manifest found | | 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 | Partly | CLI tool available (fail), Multi-language SDK packages (partial), NPM/PyPI SDK package (pass).; No CLI tool found | | 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 | Met | NLWeb /ask endpoint (pass).; NLWeb /ask endpoint exists but requires authentication (HTTP 403, via GET) | | AR-ACT-10; An MCP server or a CLI | MUST | Not met | MCP server / manifest (fail), CLI tool available (fail).; No MCP server or manifest found | | 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://group.mercedes-benz.com does not meet the Markdown negotiation requirements: Accept: text/markdown returned text/html; Vary header missing Accept (got "none") | | 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://group.mercedes-benz.com does not meet the Markdown negotiation requirements: Accept: text/markdown returned text/html; Vary header missing Accept (got "none") | | VERCEL-ROBOTS-EXCLUSIONS; Robots exclusions | vercel | No Ora check | robots.txt AI crawler policy (not applicable), robots.txt agent-user policy (not applicable). | ## 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 Mercedes-Benz Group, each tied to the checklist row whose recipes cover it. Public API with reachable endpoints Fail, 0 of 7, about 7.1 points to gain. Ora saw: No publicly reachable API surface detected (REST and GraphQL both absent or auth-gated). No checklist row names this check. Developer resource discoverability Fail, 0 of 3, about 6.7 points to gain. Ora saw: In a search for your API docs, none of the 10 results is your official docs. No checklist row names this check. MCP server / manifest Fail, 0 of 6, about 6.1 points to gain. Ora saw: No MCP server or manifest found. Row [AR-ACT-03](https://agentreadychecklist.com/checklist/ar-act-03/), MCP over Streamable HTTP. OAuth 2.0 support Fail, 0 of 5, about 5.1 points to gain. Ora saw: No OAuth 2.0 or OpenID Connect support detected. Row [AR-ACT-01](https://agentreadychecklist.com/checklist/ar-act-01/), Auth an agent can finish. Scoped permissions Fail, 0 of 5, about 5.1 points to gain. Ora saw: No declared OAuth scopes, security schemes, or scoped-permission documentation found. Row [AR-ACT-01](https://agentreadychecklist.com/checklist/ar-act-01/), Auth an agent can finish. ## Our read Mercedes-Benz Group's 15 is almost all door: bot management challenged ChatGPT-User, OAI-SearchBot, Claude-User and PerplexityBot, robots.txt itself answered with a 403 challenge and the home page came back as a security page, so the door, content, policy and structured-data rows are unverified rather than failed, and the Access layer reads 1 of 48. Behind the wall Ora found no sitemap and no llms.txt, and on the act layer no publicly reachable API, neither a developer portal nor an OpenAPI specification, and neither an MCP server nor OAuth discovery, with one SDK on npm the only surface that counts, so the Usability layer reads 1 of 44. A search for the API documentation returned no official page in ten results, 6.7 points. The group domain ranks fifth for mercedes-benz, behind the car pages, and matched a Wikidata item without a Wikipedia article. A carmaker whose cars talk to their drivers has a corporate site no outside assistant can open; the checklist's door row is where the fix starts. ## 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/group.mercedes-benz.com, Ora's scan (vendor)](https://ora.ai/api/score/group.mercedes-benz.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 - [group.mercedes-benz.com, the company's site](https://group.mercedes-benz.com/)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.