{"slug":"nutshell-anubb5","companyName":"Nutshell","domain":"nutshell.com","url":"https://nutshell.com","headline":"1 human and 5 agent dimensions measured from the pages checked; remaining dimensions are not scored.","compositeScore":61,"humanScore":80,"agentScore":41,"doorGap":39,"humanMeasured":1,"agentMeasured":5,"percentile":null,"humanPercentile":11,"agentPercentile":null,"isPartial":false,"depth":"free","siteClass":"b2b_saas","scannerVersion":49,"scannerRelease":"c49d1def936f56a5ab0871f38c5e6412433ec37a","scoringMethodologyVersion":1,"evidenceSchemaVersion":1,"benchmarkEdition":"methodology-1","scannedAt":"2026-09-10T20:39:17.642Z","unlocked":false,"mission":{"steps":[{"url":"https://www.nutshell.com","outcome":"ok","purpose":"reach the site at all"},{"url":"https://www.nutshell.com/robots.txt","outcome":"ok","purpose":"find out whether machines are welcome"},{"url":"https://www.nutshell.com","outcome":"ok","purpose":"ask whether the door opens for requests carrying the AI crawlers' names"},{"url":"https://www.nutshell.com/llms.txt","outcome":"ok","purpose":"read the site's own guide for language models"},{"url":"https://www.nutshell.com/sitemap_index.xml","outcome":"ok","purpose":"find out what pages exist"},{"url":"https://www.nutshell.com/.well-known/security.txt","outcome":"missing","purpose":"find a contact route for machines"},{"url":"https://www.nutshell.com","outcome":"missing","purpose":"find an MCP manifest at the standard paths checked"},{"url":"https://www.nutshell.com/.well-known/ai-plugin.json","outcome":"missing","purpose":"find an agent plugin manifest"},{"url":"https://www.nutshell.com","outcome":"missing","purpose":"find out whether verified agents are recognised"},{"url":"https://www.nutshell.com","outcome":"ok","purpose":"read the homepage as data rather than as a page"},{"url":"https://www.nutshell.com","outcome":"missing","purpose":"read the developer documentation"},{"url":"https://www.nutshell.com/pricing","outcome":"missing","purpose":"read the prices without running JavaScript"},{"url":"https://www.nutshell.com","outcome":"ok","purpose":"find a comparison page worth citing"},{"url":"https://app.nutshell.com/signup","outcome":"ok","purpose":"walk the way a visitor would, to a signup form or a product"}],"verdict":"The scanner recorded successful observations for 8 of 14 checks, but could not find a contact route for machines. It came up empty on 5 other checks too. 1 check could not be measured; see the report limitations."},"observations":[{"url":"https://app.nutshell.com/signup","step":1,"detail":"Primary entry is \"Free 14-Day Trial\". 2 steps from the homepage. 3 fields, 1 marked required in the visible form. 2 sign in options: microsoft, google. 1 of 3 visible entry-form inputs carry validation attributes; submission was not tested.","moment":"Entry observation","verdict":"observed"}],"dimensions":[{"key":"machine_discoverability","audience":"agent","score":86,"summary":"No restriction on the tested crawler names was found in robots.txt. On its first visit, our browser read the homepage. No user agent rule refused the tested retrieval crawler names.","measurement":{"status":"observed"},"evidence":{"locked":true,"count":7}},{"key":"programmatic_onboarding","audience":"agent","score":null,"summary":"Not measured: our scanner could not identify the required evidence on the pages checked.","measurement":{"reason":"unsupported_detection","status":"unmeasured"},"evidence":{"locked":true,"count":0}},{"key":"pricing_legibility","audience":"agent","score":30,"summary":"11 prices appear only after JavaScript runs. A client that does not render pages sees no price at all.","measurement":{"status":"observed"},"evidence":{"locked":true,"count":2}},{"key":"agent_aware_instrumentation","audience":"agent","score":8,"summary":"No MCP manifest was identified at the discovery paths checked.","measurement":{"status":"observed"},"evidence":{"locked":true,"count":4}},{"key":"machine_fetchable_trust","audience":"agent","score":40,"summary":"No security.txt was identified at the checked path. The homepage answers automated requests.","measurement":{"status":"observed"},"evidence":{"locked":true,"count":2}},{"key":"commercial_rails","audience":"agent","score":40,"summary":"A self-serve signup entry was observed from the homepage.","measurement":{"status":"observed"},"evidence":{"locked":true,"count":2}},{"key":"steps_to_first_value","audience":"human","score":80,"summary":"A signup form was reached in 2 steps from the homepage.","measurement":{"status":"observed"},"evidence":{"locked":true,"count":1}},{"key":"required_fields","audience":"human","score":null,"summary":"Not measured: our scanner could not identify the required evidence on the pages checked.","measurement":{"reason":"unsupported_detection","status":"unmeasured"},"evidence":{"locked":true,"count":0}},{"key":"verification_walls","audience":"human","score":null,"summary":"Not measured: this read-only scan did not submit the form or perform the action needed to test this behavior.","measurement":{"reason":"action_not_tested","status":"unmeasured"},"evidence":{"locked":true,"count":0}},{"key":"error_recovery","audience":"human","score":null,"summary":"Not measured: this read-only scan did not submit the form or perform the action needed to test this behavior.","measurement":{"reason":"action_not_tested","status":"unmeasured"},"evidence":{"locked":true,"count":0}}],"issues":[{"rank":1,"title":"Prices appear only after JavaScript runs, so a client that reads raw HTML sees no price at all.","dimensionKey":"pricing_legibility","evidence":["11 prices render in the browser and none exist in the raw HTML.","Checked URL: https://www.nutshell.com/pricing"],"fix":"Serve prices in the initial HTML response."},{"rank":2,"title":"The checked comparison response contained limited text in its initial HTML.","dimensionKey":"machine_discoverability","evidence":{"locked":true,"count":2},"fix":null},{"rank":3,"title":"No valid security.txt was identified at /.well-known/security.txt.","dimensionKey":"machine_fetchable_trust","evidence":{"locked":true,"count":2},"fix":null}],"fixArtifacts":{"locked":true,"count":5,"summaries":[{"id":"pricing_ssr_fallback:pricing-page","kind":"pricing_ssr_fallback","title":"Prices in the HTML, not only after JavaScript","path":"pricing page","effort":{"minutes":60,"role":"developer"},"outcome":{"dimension":"pricing_legibility","external":["A client that reads raw HTML sees the plans and prices."]}},{"id":"comparison_page_brief:compare-nutshell-vs-competitor","kind":"comparison_page_brief","title":"A comparison page brief","path":"/compare/nutshell-vs-competitor","effort":{"minutes":180,"role":"owner"},"outcome":{"dimension":"machine_discoverability","external":["A server-rendered comparison page exists for an assistant to cite."]}},{"id":"interfaces_note:notes","kind":"interfaces_note","title":"Machine interfaces: where you stand","path":"notes","effort":{"minutes":10,"role":"owner"},"outcome":{"dimension":"agent_aware_instrumentation","external":["The developer surface is built in an order where every published pointer answers."]}},{"id":"pricing_md:pricing-md","kind":"pricing_md","title":"pricing.md","path":"/pricing.md","effort":{"minutes":20,"role":"owner"},"outcome":{"dimension":"agent_aware_instrumentation","external":["A plain-text price list is available at the published URL."]}},{"id":"security_txt:well-known-security-txt","kind":"security_txt","title":"security.txt","path":"/.well-known/security.txt","effort":{"minutes":10,"role":"owner"},"outcome":{"dimension":"machine_fetchable_trust","external":["Researchers and automated scanners find a disclosure address instead of guessing one."]}}]},"feedback":{"endpoint":"/api/feedback","mcpTool":"rate_fix","targets":[{"type":"report","key":"report"},{"type":"dimension","dimensionKey":"machine_discoverability","key":"dimension:machine_discoverability"},{"type":"dimension","dimensionKey":"programmatic_onboarding","key":"dimension:programmatic_onboarding"},{"type":"dimension","dimensionKey":"pricing_legibility","key":"dimension:pricing_legibility"},{"type":"dimension","dimensionKey":"agent_aware_instrumentation","key":"dimension:agent_aware_instrumentation"},{"type":"dimension","dimensionKey":"machine_fetchable_trust","key":"dimension:machine_fetchable_trust"},{"type":"dimension","dimensionKey":"commercial_rails","key":"dimension:commercial_rails"},{"type":"dimension","dimensionKey":"steps_to_first_value","key":"dimension:steps_to_first_value"},{"type":"dimension","dimensionKey":"required_fields","key":"dimension:required_fields"},{"type":"dimension","dimensionKey":"verification_walls","key":"dimension:verification_walls"},{"type":"dimension","dimensionKey":"error_recovery","key":"dimension:error_recovery"},{"type":"issue","dimensionKey":"pricing_legibility","checkId":"pricing_nojs","key":"issue:pricing_legibility:pricing_nojs"},{"type":"issue","dimensionKey":"machine_discoverability","checkId":"comparison_pages","key":"issue:machine_discoverability:comparison_pages"},{"type":"issue","dimensionKey":"machine_fetchable_trust","checkId":"security_txt","key":"issue:machine_fetchable_trust:security_txt"}]}}