{"$schema":"https://verifymcp.io/schemas/trust-report.json","schemaVersion":1,"license":{"name":"CC BY-NC 4.0","url":"https://creativecommons.org/licenses/by-nc/4.0/"},"generatedAt":"2026-11-06T17:20:48.824Z","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup","markdownUrl":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup.md","server":{"slug":"com-aeolookup-free-aeo-tools","name":"AEO Lookup","registryName":"com.aeolookup/free-aeo-tools","description":"Free AI crawler, schema, llms.txt and answer-readiness checks for public web pages. No API key.","registryStatus":"active","deletedAt":null,"statusMessage":null,"liveness":"live","publisher":{"class":"unknown","claimed":false}},"component":{"slug":"aeolookup","type":"remote","identifier":"https://aeolookup.com/mcp","withdrawn":false,"url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup","version":"1.0.0","transport":null,"scoredAt":"2026-11-06T08:34:26.354Z"},"score":{"total":74,"tier":"medium","status":"scored","weekDelta":3,"history":[{"date":"2026-11-06","total":74},{"date":"2026-11-05","total":73},{"date":"2026-11-04","total":73},{"date":"2026-11-03","total":72},{"date":"2026-11-02","total":72},{"date":"2026-11-01","total":71},{"date":"2026-10-31","total":71},{"date":"2026-10-30","total":71}]},"categories":[{"name":"Endpoint Security","score":80,"verdict":"fail","reasons":["The endpoint's TLS certificate is valid, in date, and uses a strong key.","No authorisation is required to call this server. Nothing on it is marked destructive, but we can't show that an anonymous caller can only read: full credit needs the server to list at least one tool and every tool to be verifiably read-only. We use a best-effort check of tool names and descriptions to tell read-only tools from tools that change things, so some genuinely read-only tools may not get full credit. Names that start with a read verb (get, list, read, search and similar) and accurate readOnlyHint annotations help. Meet that to earn full credit, or require authorisation.","HTTPS is enforced; there's no plaintext access path.","The HSTS (Strict-Transport-Security) header is present.","DNSSEC check failed: this domain isn't protected by DNSSEC."],"codes":[{"code":"tls.valid","args":{}},{"code":"auth.none_no_destructive","args":{}},{"code":"https.enforced","args":{}},{"code":"headers.hsts_present","args":{}},{"code":"dnssec.absent","args":{}}]},{"name":"Transport & Reachability","score":100,"verdict":"pass","reasons":["Verified streamable-http transport via a live MCP handshake."],"codes":[{"code":"transport.verified","args":{"transport":"streamable-http"}}]},{"name":"Schema Quality & AI Usability","score":67,"verdict":"fail","reasons":["AI-judged instruction clarity (excellent).","Context-footprint check failed: tool/resource definitions use about 2100 tokens (~190/item across 11 items; 11 tools + 0 resources), over budget; trim descriptions and params.","Usage-examples check failed: none of the tools include examples."],"codes":[{"code":"schema.ai_quality","args":{"band":"excellent"}},{"code":"schema.footprint_heavy","args":{"avg":"190","items":"11","tools":"11","tokens":"2100","resources":"0"}},{"code":"schema.examples_absent","args":{}}]},{"name":"Stability & Change Management","score":23,"verdict":"partial","reasons":["Stability observed for 7 of 30 days with no destabilising changes; credit accrues until the full window elapses."],"codes":[{"code":"stability.building_history","args":{"days":"7"}}]},{"name":"Tool Coverage","score":100,"verdict":"pass","reasons":["100% of tools have a non-trivial description (not blank, and not just the tool's name).","100% of tool parameters carry a description."],"codes":[{"code":"toolquality.descriptions","args":{"pct":"100"}},{"code":"toolquality.param_docs","args":{"pct":"100"}}]},{"name":"Tool Safety","score":100,"verdict":"pass","reasons":["No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.","We read all 11 captured tool definition(s), and no name or description among them implies an irreversible operation.","An AI judge read all 12 captured unit(s) of tool text and found none that tries to manipulate the model reading it."],"codes":[{"code":"toolsafety.injection_clean","args":{}},{"code":"toolsafety.destructive_none","args":{"tools":"11"}},{"code":"toolsafety.manipulation_clean","args":{"units":"12","judged":"12"}}]},{"name":"Capabilities","score":60,"verdict":"fail","reasons":["Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28."],"codes":[{"code":"protocol.outdated","args":{"latest":"2026-07-28","version":"2025-06-18"}}]}],"inconclusive":[],"malware":[],"components":[{"slug":"aeolookup","type":"remote","identifier":"https://aeolookup.com/mcp","withdrawn":false,"score":74,"current":true,"url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup","markdownUrl":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup.md"}],"facts":[{"label":"Endpoint","value":"https://aeolookup.com/mcp"},{"label":"Transports","value":"streamable-http"},{"label":"Auth","value":"none"},{"label":"Version","value":"1.0.0"}],"install":{"available":true,"bundleSha256":null},"tools":[{"name":"check_ai_crawler_access","title":"AI crawler checker","description":"Checks whether the crawlers behind ChatGPT, Claude, Perplexity, Google AI Overviews, Copilot and 14 more may read a page: robots.txt rules (RFC 9309), robots meta and X-Robots-Tag directives, and whether the site's firewall refuses each crawler's user agent. Separates search and user crawlers (which decide whether you can be cited) from training crawlers (which do not). Free, no key. Docs: https://aeolookup.com/aeo-tools/ai-crawler-checker/","inputs":[{"name":"path","type":"string","required":false,"description":"Optional path to test instead of the URL's own path, for example /blog/."},{"name":"url","type":"string","required":true,"description":"The page or site to check, for example https://example.co.uk/ (https:// is added if missing)."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":176},{"name":"check_structured_data","title":"Schema checker","description":"Extracts every JSON-LD block on a page, lists the schema.org types it describes, flags missing required and recommended properties (Organization, LocalBusiness, Article, FAQPage, Product, Service, Person, BreadcrumbList, Event) and scores entity signals: a named organisation, sameAs links to other profiles, a logo and an @id. Free, no key. Docs: https://aeolookup.com/aeo-tools/schema-checker/","inputs":[{"name":"url","type":"string","required":true,"description":"The page or site to check, for example https://example.co.uk/ (https:// is added if missing)."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":131},{"name":"validate_llms_txt","title":"llms.txt validator","description":"Fetches /llms.txt (or the llms.txt address given), validates it against the llmstxt.org proposal (one H1, optional summary, H2 sections of [name](url): notes links), tests up to eight of its links and reports whether llms-full.txt exists. States the evidence on how little the file is read. Free, no key. Docs: https://aeolookup.com/aeo-tools/llms-txt-validator/","inputs":[{"name":"check_links","type":"boolean","required":false,"description":"Test up to eight of the file's links that are on its own site (default true)."},{"name":"url","type":"string","required":true,"description":"The page or site to check, for example https://example.co.uk/ (https:// is added if missing)."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":161},{"name":"generate_llms_txt","title":"llms.txt generator","description":"Drafts an llms.txt for a site: the name and summary from its home page, then its pages from the sitemap grouped by section, with titles and descriptions read from up to 24 pages. Returns the file as text, for a person to edit before publishing. Free, no key. Docs: https://aeolookup.com/aeo-tools/llms-txt-validator/","inputs":[{"name":"max_links","type":"integer","required":false,"description":"Roughly how many links to include (default 40)."},{"name":"url","type":"string","required":true,"description":"The page or site to check, for example https://example.co.uk/ (https:// is added if missing)."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":138},{"name":"score_answer_readiness","title":"Answer-readiness checker","description":"Scores a page out of 100 on 14 published checks: indexable, title and description, one H1, question headings, direct first-sentence answers, structured data, dates, a named author, lists and tables, source links, specific figures, length, declared language and stock AI phrasing. Returns each check's points, what it found and the fix, ordered by points available. Free, no key. Docs: https://aeolookup.com/aeo-tools/answer-readiness-checker/","inputs":[{"name":"url","type":"string","required":true,"description":"The page or site to check, for example https://example.co.uk/ (https:// is added if missing)."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":144},{"name":"run_aeo_audit","title":"Full AEO audit","description":"Runs all four checks on one address (AI crawler access, structured data, llms.txt, answer readiness) and returns each result plus an overall score: the mean of the crawler, schema and answer-readiness scores. llms.txt is reported but not scored, because the evidence says few systems read it. Free, no key. Docs: https://aeolookup.com/aeo-tools/api/","inputs":[{"name":"url","type":"string","required":true,"description":"The page or site to check, for example https://example.co.uk/ (https:// is added if missing)."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":123},{"name":"calculate_ai_savings","title":"AI savings calculator","description":"Estimates how much a UK business could save a year by handing admin to AI: a range in pounds from team size, weekly admin hours per person, hourly pay (default the ONS 2025 UK median) and sector exposure (Department for Education ranking), with two or three insights. Partial by design: the free AI audit gives the full breakdown. Free, no key. Docs: https://aeolookup.com/ai-calculators/ai-savings-calculator/","inputs":[{"name":"admin_hours","type":"number","required":false,"description":"Hours of admin each person does a week (default 10)."},{"name":"hourly_pay","type":"number","required":false,"description":"Average hourly pay in pounds (default 19.67, the UK median)."},{"name":"industry","type":"string","required":false,"description":"The business sector (default other)."},{"name":"staff","type":"integer","required":true,"description":"Number of staff."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":173},{"name":"calculate_ai_time_saved","title":"AI time-saved calculator","description":"Estimates the hours a week AI could save one person or a team, from the hours spent on seven everyday task types (email, scheduling, quotes and invoices, data entry, customer questions, documents, marketing), using a share per task informed by IPPR and McKinsey research. Returns a range and the task with the biggest saving. Free, no key. Docs: https://aeolookup.com/ai-calculators/ai-time-saved-calculator/","inputs":[{"name":"customers","type":"number","required":false,"description":"Hours a week one person spends on answering customer questions (phone, chat, email) (default 0)."},{"name":"data","type":"number","required":false,"description":"Hours a week one person spends on data entry, admin and updating records (default 0)."},{"name":"documents","type":"number","required":false,"description":"Hours a week one person spends on reports, proposals and documents (default 0)."},{"name":"email","type":"number","required":false,"description":"Hours a week one person spends on email and messages (default 0)."},{"name":"marketing","type":"number","required":false,"description":"Hours a week one person spends on social posts, newsletters and marketing copy (default 0)."},{"name":"people","type":"integer","required":false,"description":"How many people spend their week like this (default 1)."},{"name":"quotes","type":"number","required":false,"description":"Hours a week one person spends on quotes, invoices and chasing payments (default 0)."},{"name":"scheduling","type":"number","required":false,"description":"Hours a week one person spends on scheduling, bookings and reminders (default 0)."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":293},{"name":"estimate_ai_staff_impact","title":"Will AI replace my staff?","description":"Estimates how much of a team's work AI could take on today, as full-time roles' worth of tasks, from headcount in seven role groups, ordered by the Department for Education's exposure ranking. Measures tasks, not people. Free, no key. Docs: https://aeolookup.com/ai-calculators/will-ai-replace-my-staff/","inputs":[{"name":"admin","type":"integer","required":false,"description":"How many people work as admin, reception and office support (default 0)."},{"name":"customer","type":"integer","required":false,"description":"How many people work as customer service and phone sales (default 0)."},{"name":"finance","type":"integer","required":false,"description":"How many people work as bookkeeping, payroll and finance admin (default 0)."},{"name":"handson","type":"integer","required":false,"description":"How many people work as hands-on staff (trades, care, kitchen, warehouse, drivers) (default 0)."},{"name":"managers","type":"integer","required":false,"description":"How many people work as managers and directors (default 0)."},{"name":"marketing","type":"integer","required":false,"description":"How many people work as marketing and content (default 0)."},{"name":"professional","type":"integer","required":false,"description":"How many people work as professionals (accountants, solicitors, consultants, analysts) (default 0)."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":248},{"name":"check_job_ai_risk","title":"Is my job at risk from AI?","description":"Rates a UK occupation's exposure to AI (high, medium or low, following the Department for Education's 2023 ranking), the share of its tasks AI can do today and the tasks it reaches first. Free, no key. Docs: https://aeolookup.com/ai-calculators/is-my-job-at-risk-from-ai/","inputs":[{"name":"job","type":"string","required":true,"description":"The occupation."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":89},{"name":"score_ai_readiness","title":"AI readiness score","description":"Scores how ready a small business is to put AI tools to work, out of 100, from eight yes or no questions (digital records, one customer system, written processes, known repetitive tasks, current AI use, an owner, a clear website, time to bed in), and names the two biggest gaps. Free, no key. Docs: https://aeolookup.com/ai-calculators/ai-readiness-score/","inputs":[{"name":"digital","type":"boolean","required":false,"description":"Most of your business records are in software, not on paper or in heads (15 points)."},{"name":"onePlace","type":"boolean","required":false,"description":"Customer details live in one system (a CRM, booking or accounts tool), not scattered across inboxes (15 points)."},{"name":"owner","type":"boolean","required":false,"description":"One person is responsible for trying AI in the business (10 points)."},{"name":"processes","type":"boolean","required":false,"description":"Your routine jobs (quoting, booking, onboarding, invoicing) follow written steps (15 points)."},{"name":"repetitive","type":"boolean","required":false,"description":"You can name the three most repetitive tasks in your week (10 points)."},{"name":"time","type":"boolean","required":false,"description":"You could give a new tool two or three hours a week for a month to bed in (15 points)."},{"name":"using","type":"boolean","required":false,"description":"Someone on the team already uses an AI assistant such as ChatGPT or Copilot every week (10 points)."},{"name":"website","type":"boolean","required":false,"description":"Your website answers customers' common questions clearly, so AI assistants can find and quote you (10 points)."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":305}],"toolsTruncatedAtCapture":false,"diagnostics":{"capturedAt":"2026-11-06T08:34:26.000Z","track":"remote","endpoint":"https://aeolookup.com/mcp","declaredUrl":null,"truncated":false,"tls":{"outcome":"valid","label":"Valid","version":"TLS 1.3","cipherSuite":"TLS_AES_128_GCM_SHA256","chainError":null,"certificates":[{"subject":"CN=aeolookup.com","issuer":"CN=YE2,O=Let's Encrypt,C=US","notBefore":"2026-10-30T10:58:44Z","notAfter":"2027-01-28T10:58:43Z","keyType":"ECDSA","keyBits":256,"isCa":false},{"subject":"CN=YE2,O=Let's Encrypt,C=US","issuer":"CN=Root YE,O=ISRG,C=US","notBefore":"2025-09-03T00:00:00Z","notAfter":"2028-09-02T23:59:59Z","keyType":"ECDSA","keyBits":384,"isCa":true},{"subject":"CN=Root YE,O=ISRG,C=US","issuer":"CN=ISRG Root X2,O=Internet Security Research Group,C=US","notBefore":"2026-05-13T00:00:00Z","notAfter":"2032-09-02T23:59:59Z","keyType":"ECDSA","keyBits":384,"isCa":true},{"subject":"CN=ISRG Root X2,O=Internet Security Research Group,C=US","issuer":"CN=ISRG Root X1,O=Internet Security Research Group,C=US","notBefore":"2026-05-13T00:00:00Z","notAfter":"2032-09-02T23:59:59Z","keyType":"ECDSA","keyBits":384,"isCa":true}]},"dnssec":{"result":"insecure","label":"Not signed","name":"aeolookup.com.","steps":[{"zone":".","outcome":"verified","label":"Verified"},{"zone":"com.","outcome":"verified","label":"Verified"},{"zone":"aeolookup.com.","outcome":"insecure_proven","label":"Unsigned (proven)"}]},"auth":{"outcome":"none","label":"No authorisation required","gate":null,"gateLabel":null,"status":200,"authorizationServers":[]},"httpsRedirect":{"outcome":"https_enforced","label":"HTTPS enforced","status":301},"transports":[{"transport":"streamable-http","outcome":"verified","label":"Verified","status":200,"followed":false}],"provenance":null,"installScripts":[],"installScriptsTotal":null,"vulnerabilities":[],"vulnerabilitiesTotal":null,"dependencies":null},"mismatches":[],"changelog":{"trackingSince":"2026-10-30","recent":[{"id":"chg_01a1affe-afc6-7b4c-8b52-4aafad57b9c3","kind":"score.rubric_changed","summary":"We updated how we score, so this day's move reflects our rubric, not a change to the server","materiality":"functional","direction":"neutral","scoreDelta":null,"occurredOn":"2026-11-06","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a1affe-afc6-7b4c-8b52-4aafad57b9c3"},{"id":"chg_01a1a5b1-6a9f-7b4f-80b4-1fa428dbd02b","kind":"score.total_changed","summary":"Trust score (72 → 73)","materiality":"functional","direction":"improvement","scoreDelta":1,"occurredOn":"2026-11-04","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a1a5b1-6a9f-7b4f-80b4-1fa428dbd02b"},{"id":"chg_01a19b62-82a3-78e4-8036-81a9ac516b8d","kind":"score.total_changed","summary":"Trust score (71 → 72)","materiality":"functional","direction":"improvement","scoreDelta":1,"occurredOn":"2026-11-02","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a19b62-82a3-78e4-8036-81a9ac516b8d"},{"id":"chg_01a19115-f71f-788b-9a9b-79c882d32735","kind":"check.measure","summary":"Schema quality (153 → 190)","materiality":"functional","direction":"regression","scoreDelta":null,"occurredOn":"2026-10-31","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a19115-f71f-788b-9a9b-79c882d32735"},{"id":"chg_01a19115-f720-780e-9ace-d19949ff369e","kind":"check.reverified","summary":"Stability (unverified → 0.03)","materiality":"functional","direction":"improvement","scoreDelta":null,"occurredOn":"2026-10-31","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a19115-f720-780e-9ace-d19949ff369e"},{"id":"chg_01a19115-f720-7d05-8ed8-b998a622c624","kind":"check.measure","summary":"Schema quality (good → excellent)","materiality":"functional","direction":"neutral","scoreDelta":null,"occurredOn":"2026-10-31","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a19115-f720-7d05-8ed8-b998a622c624"},{"id":"chg_01a19115-f721-775f-a2f1-0be9f4625f0f","kind":"tool.added","summary":"New tool “calculate_ai_savings”","materiality":"functional","direction":"neutral","scoreDelta":null,"occurredOn":"2026-10-31","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a19115-f721-775f-a2f1-0be9f4625f0f"},{"id":"chg_01a19115-f721-7c76-8de3-d7da8d4b7442","kind":"tool.added","summary":"New tool “calculate_ai_time_saved”","materiality":"functional","direction":"neutral","scoreDelta":null,"occurredOn":"2026-10-31","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a19115-f721-7c76-8de3-d7da8d4b7442"},{"id":"chg_01a19115-f722-717a-ac53-b507820134c1","kind":"tool.added","summary":"New tool “check_job_ai_risk”","materiality":"functional","direction":"neutral","scoreDelta":null,"occurredOn":"2026-10-31","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a19115-f722-717a-ac53-b507820134c1"},{"id":"chg_01a19115-f722-7677-9a35-caf8b11f056b","kind":"tool.added","summary":"New tool “estimate_ai_staff_impact”","materiality":"functional","direction":"neutral","scoreDelta":null,"occurredOn":"2026-10-31","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a19115-f722-7677-9a35-caf8b11f056b"},{"id":"chg_01a19115-f722-7b74-babc-c978ce63a20b","kind":"tool.added","summary":"New tool “score_ai_readiness”","materiality":"functional","direction":"neutral","scoreDelta":null,"occurredOn":"2026-10-31","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a19115-f722-7b74-babc-c978ce63a20b"},{"id":"chg_01a19115-f723-7075-b7d0-1f35cdc158ad","kind":"server.instructions_changed","summary":"The server rewrote its instructions, which are the text every model session reads","materiality":"security","direction":"neutral","scoreDelta":null,"occurredOn":"2026-10-31","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a19115-f723-7075-b7d0-1f35cdc158ad"},{"id":"chg_01a18e2f-2515-7876-9c87-865df81346fd","kind":"score.first_scored","summary":"First indexed and scored","materiality":"functional","direction":"neutral","scoreDelta":null,"occurredOn":"2026-10-30","url":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup#chg-chg_01a18e2f-2515-7876-9c87-865df81346fd"}],"truncated":false,"feedUrl":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup/changelog.json"},"links":{"html":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup","markdown":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup.md","changelogJson":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup/changelog.json","changelogRss":"https://verifymcp.io/servers/com-aeolookup-free-aeo-tools/aeolookup.xml","external":[{"label":"Remote endpoint","href":"https://aeolookup.com/mcp"},{"label":"Website","href":"https://aeolookup.com/aeo-tools/"}]}}