{"id":"bumble_com","version":"1.0","url":"https://bumble.com","host":"bumble.com","name":"Bumble","category":"consumer","generatedAt":"2026-10-15T02:06:44.922Z","durationMs":313553,"checks":[{"id":"robots_assistants","door":"discover","title":"Robots policy for user triggered agents","status":"partial","points":2,"maxPoints":4,"finding":"Some user triggered agents are restricted in robots.txt.","evidence":[{"label":"ChatGPT User","value":"partly restricted","url":"https://bumble.com/robots.txt"},{"label":"Claude User","value":"partly restricted","url":"https://bumble.com/robots.txt"},{"label":"Perplexity User","value":"partly restricted","url":"https://bumble.com/robots.txt"},{"label":"Gemini Deep Research","value":"partly restricted","url":"https://bumble.com/robots.txt"}],"why":"When a customer asks an agent to look something up, it fetches the page as a user triggered agent. A site that blocks those agents cannot be consulted.","fix":"Allow the ChatGPT User, Claude User and Perplexity User agents in robots.txt for public product, pricing and help pages.","test":"web"},{"id":"llms_txt","door":"discover","title":"llms.txt guide for agents","status":"fail","points":0,"maxPoints":3,"finding":"No llms.txt file was found at the site root.","evidence":[{"label":"Checked","value":"/llms.txt and /llms-full.txt"}],"why":"An llms.txt file gives an agent a short map of what you offer and where the authoritative pages are.","fix":"Publish /llms.txt with links to product, pricing, support and location pages.","test":"web"},{"id":"structured_data","door":"discover","title":"Structured data on the home page","status":"fail","points":0,"maxPoints":3,"finding":"No JSON LD structured data was found on the home page.","evidence":[],"why":"Schema.org markup lets an agent read products, prices and questions as data instead of guessing from the layout.","fix":"Add JSON LD for your organization type, Product or Service, Offer and FAQPage on the pages customers ask about most.","test":"web"},{"id":"server_rendered","door":"discover","title":"Content available without running scripts","status":"pass","points":3,"maxPoints":3,"finding":"Most of the visible text is in the first HTML response.","evidence":[{"label":"Text in first response","value":"2469 characters"},{"label":"Text after scripts","value":"1830 characters"}],"why":"Many agents read raw HTML and do not run scripts. Text that appears only after scripts run is invisible to them.","fix":"Render product, pricing and help content on the server so the first response contains the text.","test":"web"},{"id":"sitemap_content","door":"discover","title":"Sitemap that includes help and pricing pages","status":"pass","points":2,"maxPoints":2,"finding":"Sitemap lists 931 entries including help, pricing pages.","evidence":[{"label":"Sitemap","value":"https://bumble.com/the-buzz/sitemap.blog.xml","url":"https://bumble.com/the-buzz/sitemap.blog.xml"}],"why":"A sitemap tells an agent where answers live. That cuts wrong guesses and stale pages.","fix":"Publish a sitemap that includes help center, pricing and product pages.","test":"web"},{"id":"mcp_server","door":"connect","title":"MCP server","status":"fail","points":0,"maxPoints":8,"finding":"No MCP server, server card or registry entry was found for this organization.","evidence":[{"label":"Checked","value":"5 hosts, well known paths, live endpoints and the official registry"}],"why":"An MCP server is the native way for an agent to use your services with the customer's approval. It replaces screen scraping and password sharing.","fix":"Publish a remote MCP server with OAuth. Start with read only tools such as account status, orders or location search, and publish a server card at /.well-known/mcp/server-card.","test":"web"},{"id":"a2a_agent_card","door":"connect","title":"Agent card for agent to agent calls","status":"fail","points":0,"maxPoints":2,"finding":"No agent card was found.","evidence":[],"why":"An agent card lets other agents discover what your own agent can do and how to authenticate.","fix":"Publish /.well-known/agent-card.json describing skills and authentication.","test":"web"},{"id":"openapi_docs","door":"connect","title":"Public API documentation","status":"partial","points":2,"maxPoints":3,"finding":"A developer portal exists, but no public OpenAPI document was found.","evidence":[{"label":"Developer portal","value":"https://developer.bumble.com","url":"https://developer.bumble.com"}],"why":"A published OpenAPI document lets developers and agents build against stable, described endpoints.","fix":"Publish an OpenAPI document for customer facing APIs on a developer portal.","test":"web"},{"id":"open_banking","door":"connect","title":"Developer and data sharing program","status":"partial","points":2,"maxPoints":4,"finding":"A developer portal or aggregator connection is mentioned, without a described data sharing program.","evidence":[{"label":"Developer portal","value":"https://developer.bumble.com","url":"https://developer.bumble.com"}],"why":"A data sharing program with a developer portal and standard APIs gives agents a consented path to customer data. Open banking is the best known example.","fix":"Document the program, the standard in use (for example FDX in US banking), the supported partners and a sandbox.","test":"web"},{"id":"webmcp_tools","door":"connect","title":"Browser tools exposed to agents","status":"fail","points":0,"maxPoints":3,"finding":"The sign in and home pages register no browser tools for agents.","evidence":[],"why":"WebMCP lets a page register tools that a browser agent can call directly instead of clicking through the interface.","fix":"Register tools for safe tasks such as location search and price lookup with navigator.modelContext.","test":"web"},{"id":"poppy_discovery","door":"connect","title":"Poppy file for personal agents","status":"fail","points":0,"maxPoints":0,"bonus":0,"bonusMax":3,"finding":"No Poppy file was found on this site.","evidence":[{"label":"Address checked","value":"https://bumble.com/.well-known/poppy.json","url":"https://bumble.com/.well-known/poppy.json"}],"why":"Poppy is an open draft standard from Sierra and Meta. A company publishes one small file that tells a customer's personal agent how to find it, how the customer signs in and which route to use: the company's own agent, an API or the website. Eight launch partners and dozens of design partners back it.","fix":"Publish a poppy.json file in the well known folder of your website. It names your organization, your sign in server and at least one route. Then make your sign in server list your domain in poppy_domains. The standard is a draft, so treat this as early work.","test":"web"},{"id":"oauth_metadata","door":"identity","title":"OAuth and OpenID metadata","status":"fail","points":0,"maxPoints":5,"finding":"No OAuth or OpenID metadata was found on the 14 hosts that answered. Agents cannot discover where to send a customer to approve access.","evidence":[],"why":"Published authorization server metadata tells a client where to send a customer to approve access.","fix":"Publish /.well-known/oauth-authorization-server and /.well-known/oauth-protected-resource for the customer facing APIs.","test":"web"},{"id":"pkce_registration","door":"identity","title":"PKCE and client registration","status":"fail","points":0,"maxPoints":4,"finding":"No authorization server metadata, so PKCE and client registration could not be confirmed.","evidence":[],"why":"PKCE protects the approval step. Dynamic registration or client metadata documents let a new agent onboard without a manual review each time.","fix":"Require PKCE with S256 and support client ID metadata documents or dynamic client registration for approved agent clients.","test":"web"},{"id":"passkeys","door":"identity","title":"Passkeys at sign in","status":"unknown","points":0,"maxPoints":4,"finding":"The sign in form was not available in a form the scan can inspect, so passkey support was not measured.","evidence":[],"why":"A passkey lets a customer approve an agent action with a device gesture. It removes the passwords and one time codes that agents cannot handle.","fix":"Offer passkeys with conditional UI on the sign in page and for step up approvals.","test":"login"},{"id":"high_assurance","door":"identity","title":"High assurance authorization profile","status":"fail","points":0,"maxPoints":3,"finding":"No high assurance authorization features were found.","evidence":[],"why":"Pushed authorization requests, sender constrained tokens and rich authorization requests let a provider approve one specific action instead of a blanket login.","fix":"Support PAR with DPoP or mutual TLS, and rich authorization requests for payments and account changes.","test":"web"},{"id":"delegate_access","door":"identity","title":"Documented delegate and data sharing controls","status":"fail","points":0,"maxPoints":4,"finding":"No public page on delegate access or connected app controls was found.","evidence":[],"why":"Customers need a place to see and revoke what an agent can do. Organizations need a documented route for authorized agents.","fix":"Publish a help page on delegate access and add a connected apps screen where customers revoke access.","test":"web"},{"id":"declared_agent_homepage","door":"web","title":"Home page for a declared agent","status":"pass","points":3,"maxPoints":3,"finding":"The home page loaded normally for a declared agent.","evidence":[{"label":"Status","value":"200"},{"label":"Response time","value":"1679 ms"}],"why":"A declared agent that is challenged or blocked at the first step cannot help the customer at all.","fix":"Allow declared agents through bot management on public pages, and verify them with signed requests.","test":"login"},{"id":"signin_reachable","door":"web","title":"Sign in page loads for a declared agent in a browser","status":"fail","points":0,"maxPoints":4,"finding":"The sign in address that was tried returned status 426, so the sign in page itself could not be confirmed.","evidence":[{"label":"Declared agent","value":"loaded in 787 ms"},{"label":"Standard browser","value":"loaded in 2463 ms"},{"label":"Page","value":"https://bumble.com/get-started","url":"https://bumble.com/get-started"}],"why":"Where a customer must use the website, a browser agent has to reach the sign in page so it can hand control back to the customer.","fix":"Serve the sign in page to verified agent browsers, and use signed agent identity to separate them from attackers.","test":"login"},{"id":"agent_browser_parity","door":"web","title":"Same behavior for a declared agent and a standard browser","status":"pass","points":2,"maxPoints":2,"finding":"A declared agent and a standard browser got the same result.","evidence":[{"label":"Declared","value":"loaded"},{"label":"Browser","value":"loaded"}],"why":"If a declared agent is treated worse than an anonymous browser, honesty is penalized and agents will hide what they are.","fix":"Do not rank declared agents below anonymous browsers in bot management policy.","test":"login"},{"id":"form_semantics","door":"web","title":"Sign in form structure and autofill hints","status":"unknown","points":0,"maxPoints":4,"finding":"No sign in fields were present in the loaded page. The form may open after a click or load from a separate host.","evidence":[],"why":"Labels and autocomplete hints let an agent and a password manager find the right field and hand over to the customer at the right moment.","fix":"Label every field and set autocomplete values for the username, the current password and the one time code.","test":"login"},{"id":"semantic_markup","door":"web","title":"Semantic page structure","status":"fail","points":0,"maxPoints":2,"finding":"The page structure is only partly readable by agents.","evidence":[{"label":"Landmarks","value":"0"},{"label":"Headings","value":"1"},{"label":"Named controls","value":"100 percent"},{"label":"Images with alt text","value":"0 percent"}],"why":"Landmarks, headings and named controls let an agent read the page the way a screen reader does.","fix":"Use landmark elements, headings in order, accessible names on buttons and alt text on images.","test":"login"},{"id":"terms_stance","door":"policy","title":"Terms on automated access","status":"fail","points":0,"maxPoints":4,"finding":"The terms restrict automated access and name no exception for authorized agents.","evidence":[{"label":"Terms excerpt","value":"…or distribute Our Content except as permitted by the functionality of the App; you shall not use our name in metatags, keywords and/or hidden text; you shall not create derivative works from Our Content or scrape, disable, decompile, analyse or in any way commercially exploit Our Content, in whole…","url":"https://bumble.com/en/terms"}],"why":"Terms that prohibit all automated access with no exception make every agent a violation, even when the customer authorized it.","fix":"Add an exception for authorized agents acting for the customer through approved interfaces.","test":"web"},{"id":"third_party_rules","door":"policy","title":"Third party access and data sharing rules","status":"pass","points":3,"maxPoints":3,"finding":"Third party access and data sharing rules are published.","evidence":[{"label":"Excerpt","value":"…payment settings option under your profile. If you purchased a subscription through a Third Party Store, such as the Apple App Store or the Google Play Store, you will need to access your account with that Third Party Store and follow instructions to change or cancel your subscription. If you canc…","url":"https://bumble.com/en/terms"},{"label":"Excerpt","value":"…be used or shared after we are required to provide it.Remember to log out of any app or third-party account you use to log in to or access our App when you are done to keep others from accessing your Bumble account.If you create a…","url":"https://bumble.com/privacy-policy/en"},{"label":"Excerpt","value":"…while working through the materials. Kodex: We partner with Kodex, a collaborative data sharing portal to ensure trusted and secure communications with verified government agencies. Safety Measures Safety…","url":"https://bumble.com/en/terms"}],"why":"Published rules tell customers and developers what is allowed. That keeps agents on approved paths.","fix":"Publish a third party access policy that names the approved interfaces and the consent model.","test":"web"},{"id":"ai_position","door":"policy","title":"Published position on AI agents","status":"partial","points":0.5,"maxPoints":3,"finding":"Documents mention the organization’s own chat or virtual agent. They state no position on agents that act for customers.","evidence":[{"label":"Excerpt","value":"…to correspondence and requests submitted to us, including social media queries or chatbots.Email addressSocial media namePhone numberIP addressAny information you send to us to help resolve your…","url":"https://bumble.com/privacy-policy/en"}],"why":"A public position tells customers whether an agent acting for them is welcome, and under what conditions.","fix":"Publish a page that states how customer agents are handled and where to connect them.","test":"web"}],"homeAgentFetch":{"status":200,"ms":1679,"bytes":186585,"blocked":false,"thin":false},"login":{"url":"https://bumble.com/get-started","source":"link on home page","validated":false,"candidates":[{"url":"https://bumble.com/get-started","source":"link on home page"},{"url":"https://bumble.com/login","source":"common path"},{"url":"https://bumble.com/signin","source":"common path"},{"url":"https://bumble.com/sign-in","source":"common path"},{"url":"https://bumble.com/online-banking/login","source":"common path"},{"url":"https://bumble.com/auth/login","source":"common path"}],"menu":{"clicked":false,"label":"Sign in","navigatedTo":null,"linkCount":0,"hasPasswordField":false},"shots":{"agent":"/data/shots/bumble_com_login_agent.jpg","browser":"/data/shots/bumble_com_login_browser.jpg","home":"/data/shots/bumble_com_home.jpg","menu":null},"agent":{"finalUrl":"https://bumble.com/get-started","status":426,"title":"bumble.com","ms":787,"blocked":false,"blockReason":null,"thin":false,"uaLabel":"declared agent","error":"page.goto: net::ERR_HTTP_RESPONSE_CODE_FAILURE at https://bumble.com/get-started","vendors":[],"textPreview":"This page isn’t working If the problem continues, contact the site owner. HTTP ERROR 426 Reload"},"browser":{"finalUrl":"https://bumble.com/get-started","status":426,"title":"bumble.com","ms":2463,"blocked":false,"blockReason":null,"thin":false,"uaLabel":"browser","error":"page.goto: net::ERR_HTTP_RESPONSE_CODE_FAILURE at https://bumble.com/get-started","vendors":[],"textPreview":"This page isn’t working If the problem continues, contact the site owner. HTTP ERROR 426 Reload"},"botDefense":[{"name":"Cloudflare","evidence":["cookie __cf_bm"]}],"passkeys":{"found":false,"runtimeObserved":false,"evidence":[]},"fields":[]},"protocols":{"mcp":{"cards":[],"endpoints":[],"resources":[],"registry":{"checked":true,"matches":[]},"mentions":[],"found":false,"live":false,"protectedByOAuth":false,"registryListed":false,"checkedBases":5},"a2a":{"found":false},"aiPlugin":{"found":false},"agentsJson":{"found":false},"openapi":{"found":false},"poppy":{"found":false,"blocked":false,"unreachable":false,"tried":[{"host":"bumble.com","status":404}],"url":"https://bumble.com/.well-known/poppy.json"},"llms":{"llmsTxt":{"found":false,"status":404,"url":"https://bumble.com/llms.txt","bytes":35465,"links":0,"preview":null},"llmsFull":{"found":false,"status":404,"url":"https://bumble.com/llms-full.txt","bytes":35610,"links":0,"preview":null}},"robots":{"found":true,"status":200,"url":"https://bumble.com/robots.txt","bytes":762,"sitemaps":["https://bumble.com/the-buzz/sitemap.blog.xml"],"managedAI":false,"agents":[{"agent":"ChatGPT-User","vendor":"OpenAI","kind":"assistant","allowed":"partial","rule":"37 disallowed paths","via":"*"},{"agent":"Claude-User","vendor":"Anthropic","kind":"assistant","allowed":"partial","rule":"37 disallowed paths","via":"*"},{"agent":"Perplexity-User","vendor":"Perplexity","kind":"assistant","allowed":"partial","rule":"37 disallowed paths","via":"*"},{"agent":"Gemini-Deep-Research","vendor":"Google","kind":"assistant","allowed":"partial","rule":"37 disallowed paths","via":"*"},{"agent":"GPTBot","vendor":"OpenAI","kind":"crawler","allowed":"partial","rule":"37 disallowed paths","via":"*"},{"agent":"ClaudeBot","vendor":"Anthropic","kind":"crawler","allowed":"partial","rule":"37 disallowed paths","via":"*"},{"agent":"OAI-SearchBot","vendor":"OpenAI","kind":"search","allowed":"partial","rule":"37 disallowed paths","via":"*"},{"agent":"PerplexityBot","vendor":"Perplexity","kind":"search","allowed":"partial","rule":"37 disallowed paths","via":"*"},{"agent":"Google-Extended","vendor":"Google","kind":"crawler","allowed":"partial","rule":"37 disallowed paths","via":"*"},{"agent":"Applebot-Extended","vendor":"Apple","kind":"crawler","allowed":"partial","rule":"37 disallowed paths","via":"*"},{"agent":"CCBot","vendor":"Common Crawl","kind":"crawler","allowed":"partial","rule":"37 disallowed paths","via":"*"},{"agent":"Bytespider","vendor":"ByteDance","kind":"crawler","allowed":"partial","rule":"37 disallowed paths","via":"*"}],"assistantsBlocked":[],"assistantsAllowed":[],"crawlersBlocked":[],"error":null},"sitemap":{"found":true,"url":"https://bumble.com/the-buzz/sitemap.blog.xml","entries":931,"isIndex":false,"hasHelp":true,"hasRates":true,"hasProducts":false},"webmcp":{"found":false,"tools":[],"declarativeForms":0,"markupHint":false},"structuredData":[]},"identity":{"found":false,"servers":[],"checkedHosts":14,"answeredHosts":14,"silentHosts":[]},"openBanking":{"pages":[{"url":"https://developer.bumble.com","source":"common subdomain","title":"Bumble | Date, Chat & Meet New People","terms":[],"aggregators":[],"excerpt":"Skip to main contentGet the Bumble appDanna, 28Josh, 34Tiana, 30Danna, 28Josh, 34Tiana, 30We exist to bring people closer to love.We want our members to find meaningful and authentic relationships th…"},{"url":"https://developers.bumble.com","source":"common subdomain","title":"Bumble | Date, Chat & Meet New People","terms":[],"aggregators":[],"excerpt":"Skip to main contentGet the Bumble appDanna, 28Josh, 34Tiana, 30Danna, 28Josh, 34Tiana, 30We exist to bring people closer to love.We want our members to find meaningful and authentic relationships th…"},{"url":"https://api.bumble.com","source":"common subdomain","title":"Bumble | Date, Chat & Meet New People","terms":[],"aggregators":[],"excerpt":"Skip to main contentGet the Bumble appDanna, 28Josh, 34Tiana, 30Danna, 28Josh, 34Tiana, 30We exist to bring people closer to love.We want our members to find meaningful and authentic relationships th…"},{"url":"https://openbanking.bumble.com","source":"common subdomain","title":"Bumble | Date, Chat & Meet New People","terms":[],"aggregators":[],"excerpt":"Skip to main contentGet the Bumble appDanna, 28Josh, 34Tiana, 30Danna, 28Josh, 34Tiana, 30We exist to bring people closer to love.We want our members to find meaningful and authentic relationships th…"},{"url":"https://open-banking.bumble.com","source":"common subdomain","title":"Bumble | Date, Chat & Meet New People","terms":[],"aggregators":[],"excerpt":"Skip to main contentGet the Bumble appDanna, 28Josh, 34Tiana, 30Danna, 28Josh, 34Tiana, 30We exist to bring people closer to love.We want our members to find meaningful and authentic relationships th…"}],"portal":{"url":"https://developer.bumble.com","title":"Bumble | Date, Chat & Meet New People"},"fdx":false,"rule1033":false,"openBanking":false,"sandbox":false,"oauth":false,"dataAccessAgreement":false,"aggregators":[],"found":false},"policy":{"stance":"prohibits","documentsRead":2,"termsRead":1,"prohibits":[{"type":"prohibitsAutomation","label":"Restricts automated access","excerpt":"…or distribute Our Content except as permitted by the functionality of the App; you shall not use our name in metatags, keywords and/or hidden text; you shall not create derivative works from Our Content or scrape, disable, decompile, analyse or in any way commercially exploit Our Content, in whole…","url":"https://bumble.com/en/terms","title":"Terms and conditions"}],"delegation":[],"thirdParty":[{"type":"thirdPartyAccess","label":"Addresses third party access","excerpt":"…payment settings option under your profile. If you purchased a subscription through a Third Party Store, such as the Apple App Store or the Google Play Store, you will need to access your account with that Third Party Store and follow instructions to change or cancel your subscription. If you canc…","url":"https://bumble.com/en/terms","title":"Terms and conditions"},{"type":"thirdPartyAccess","label":"Addresses third party access","excerpt":"…be used or shared after we are required to provide it.Remember to log out of any app or third-party account you use to log in to or access our App when you are done to keep others from accessing your Bumble account.If you create a…","url":"https://bumble.com/privacy-policy/en","title":"Privacy policy"}],"dataSharing":[{"type":"dataSharing","label":"Describes data sharing controls","excerpt":"…while working through the materials. Kodex: We partner with Kodex, a collaborative data sharing portal to ensure trusted and secure communications with verified government agencies. Safety Measures Safety…","url":"https://bumble.com/en/terms","title":"Terms and conditions"}],"ai":[{"type":"ai","label":"Mentions AI or agents","excerpt":"…to correspondence and requests submitted to us, including social media queries or chatbots.Email addressSocial media namePhone numberIP addressAny information you send to us to help resolve your…","url":"https://bumble.com/privacy-policy/en","title":"Privacy policy"}],"credentialSharing":[{"type":"credentialSharing","label":"Forbids sharing credentials","excerpt":"…some tips to help keep your data secure:Always log out of your account when you’re done.Never share your password with anyone else.Regularly change your password.If you ever think someone has access to your password or…","url":"https://bumble.com/privacy-policy/en","title":"Privacy policy"}],"documents":[{"url":"https://bumble.com/en/terms","title":"Terms and conditions","status":200,"textLength":87936,"blockedForAgent":false,"flags":["Restricts automated access","Addresses third party access","Describes data sharing controls"]},{"url":"https://bumble.com/privacy-policy/en","title":"Privacy policy","status":200,"textLength":73457,"blockedForAgent":false,"flags":["Forbids sharing credentials","Addresses third party access","Mentions AI or agents"]}]},"delegates":[],"voice":{"phone":null,"candidates":[],"status":"not_run","calls":[],"aggregate":null,"startedAt":null,"finishedAt":null,"progress":null,"note":null},"timeline":[{"step":"identify","label":"Identify the organization and load the home page","ms":34928,"ok":true},{"step":"robots","label":"Read robots rules for agents, llms.txt and sitemaps","ms":2747,"ok":true},{"step":"cards","label":"Look for agent cards, Poppy files, OpenAPI documents and browser tools","ms":12714,"ok":true},{"step":"links","label":"Map sign in, terms, help and developer pages","ms":0,"ok":true},{"step":"login_agent","label":"Load the sign in page as a declared agent","ms":68751,"ok":true},{"step":"login_browser","label":"Load the sign in page as a standard browser","ms":2899,"ok":true},{"step":"openbanking","label":"Check developer portals and data sharing programs","ms":22596,"ok":true},{"step":"policy","label":"Read terms for automated access and delegation","ms":48980,"ok":true},{"step":"mcp","label":"Probe for MCP servers and check the official registry","ms":73478,"ok":true},{"step":"identity","label":"Discover OAuth and OpenID metadata","ms":42833,"ok":true},{"step":"phones","label":"Find published customer service phone numbers","ms":2615,"ok":true}],"previous":null,"history":[{"at":"2026-10-15T02:06:44.922Z","score":43,"level":2,"levelName":"Legible","cal":1,"doors":{"discover":72,"connect":36,"identity":0,"web":70,"policy":58},"pts":{"robots_assistants":2,"llms_txt":0,"structured_data":0,"server_rendered":3,"sitemap_content":2,"mcp_server":0,"a2a_agent_card":0,"openapi_docs":2,"open_banking":2,"webmcp_tools":0,"poppy_discovery":0,"oauth_metadata":0,"pkce_registration":0,"passkeys":0,"high_assurance":0,"delegate_access":0,"declared_agent_homepage":3,"signin_reachable":0,"agent_browser_parity":2,"form_semantics":0,"semantic_markup":0,"terms_stance":0,"third_party_rules":3,"ai_position":0.5}}],"brand":{"src":"/data/logos/bumble_com.png?v=b8a5ee9b","kind":"icon","invert":false,"tile":true,"w":160,"h":36,"source":"wikidata","from":"https://commons.wikimedia.org/wiki/Special:FilePath/Bumble%20Logo%202025.svg?width=900","crisp":true,"v":2},"summary":{"score":43,"measuredWeight":80,"provisional":true,"calibration":1,"level":{"id":2,"name":"Legible","summary":"An agent can read and cite your content.","nextLevel":{"id":3,"name":"Connectable","need":"Offer a programmatic path: a live MCP server, a data sharing program with OAuth metadata, or a verified Poppy file."}},"doors":[{"id":"discover","name":"Discoverability","weight":15,"measured":true,"score":72,"raw":47,"points":10.7},{"id":"connect","name":"Protocol access","weight":20,"measured":true,"score":36,"raw":20,"points":7.2},{"id":"identity","name":"Identity and delegation","weight":20,"measured":true,"score":0,"raw":0,"points":0},{"id":"web","name":"Web experience","weight":15,"measured":true,"score":70,"raw":45,"points":10.5},{"id":"voice","name":"Voice and IVR","weight":20,"measured":false,"score":null,"points":0,"completed":0,"total":6},{"id":"policy","name":"Policy and governance","weight":10,"measured":true,"score":58,"raw":35,"points":5.8}],"strengths":["Content available without running scripts","Home page for a declared agent","Third party access and data sharing rules"],"gaps":[{"id":"mcp_server","title":"MCP server","lost":8},{"id":"oauth_metadata","title":"OAuth and OpenID metadata","lost":5},{"id":"pkce_registration","title":"PKCE and client registration","lost":4},{"id":"delegate_access","title":"Documented delegate and data sharing controls","lost":4}],"headline":"Bumble reaches level 2, Legible. Discoverability is the strongest area at 72 out of 100. Identity and delegation is the weakest at 0."},"assistantDay":[{"id":"balance","job":"Check my account","outcome":"blocked","steps":[{"status":"fail","text":"MCP server: none found, so there is no native connection."},{"status":"fail","text":"Website: the sign in page is blocked for the agent's browser.","detail":"The sign in address that was tried returned status 426, so the sign in page itself could not be confirmed."},{"status":"untested","text":"Phone line: not tested yet."}]},{"id":"rates","job":"Find a product","outcome":"works","steps":[{"status":"ok","text":"Website: pricing and product pages are readable by agents without signing in."},{"status":"untested","text":"Phone line: not tested yet."}]},{"id":"human","job":"Get me to a person","outcome":"untested","steps":[{"status":"untested","text":"Phone line: not tested yet."}]}]}