
DHard to reach
Can a customer, or their assistant, get through? 2 of 4 checks passed; 7 apply.
Agent readiness report
Structured data agrees with the listing; metadata complete; AI crawlers get the same page.
How AI agents see InsurAGI: 52 — reputation 45, agent readiness 58.
52/100
Reputation, readiness and customer success, from the evidence on this page and the business’s record. How the scores work.
From the first check that failed, and the agent that takes it on.
Without Ivy: A customer messages. Nobody replies. They message another business. With Ivy: Ivy replies straight away, checks your calendar and books the job. You get a text.
A customer messages. Nobody replies. They message another business.
Ivy replies straight away, checks your calendar and books the job. You get a text.
InsurAGI helps people understand their insurance policies by uploading documents and asking questions answered directly from policy terms. It identifies coverage gaps and overlaps, operating GDPR-compliant across the European market.
Written from the site, the Google listing3rd of 8 when Google is asked for Insurance agent in 118 49 Stockholm, by rating and reviews. The others’ median: 1 over 2 ratings.
Is this your business? Claim it, free, and correct anything that is wrong. Read 22 days ago · claude-haiku-4.5.
Not applicable · not a question for an online business (no premises; customers find you on the web)
Passed · Signal, 7 h ago · re-check
The address on the listing opens.
How: url https://www.insuragi.com/en · userAgent phone
Passed · Signal, 7 h ago · re-check
The site fits a phone screen, which is where most customers open it.
How: url https://www.insuragi.com/en · userAgent phone
Not applicable · not a question for an online business (no premises; customers find you on the web)
Failed · Signal, 7 h ago · re-check
The website points to a profile that no longer opens.
Fix Remove the dead link, or bring the profile back.
How: url https://www.insuragi.com/en · userAgent phone

Could not be established · Signal, 7 h ago · re-check
It has not sold work through AI3 in the last month, so there is no delivery record to read.
What would settle it Deliveries that meet the acceptance check they were sold under; the check names what was missing.
How: read verdicts · days 30
Passed · Signal, 7 h ago · re-check
An assistant that fetches the site gets what a customer gets, so it can read and cite the business.
| Request | Status | Type | Time | |
|---|---|---|---|---|
GET / as a browser | 200 | text/html | 246 ms | |
/robots.txt | 200 | text/plain | 192 ms | |
GET / as GPTBot | 200 | text/html | 285 ms | 100% of the browser text; robots.txt: allowed |
GET / as ClaudeBot | 200 | text/html | 298 ms | 100% of the browser text; robots.txt: allowed |
GET / as PerplexityBot | 200 | text/html | 229 ms | 100% of the browser text; robots.txt: allowed |
Passed · Signal, 7 h ago · re-check
The page says who the business is before any script runs, which is how most agents read it.
How: url https://www.insuragi.com/en
Passed · Signal, 7 h ago · re-check
An agent can read the name, phone and hours as data, and they say what the listing says.
How: url https://www.insuragi.com/en
Passed · Signal, 7 h ago · re-check
Title, description, language, canonical address, a heading and a share title: the six signals an agent reads first are all there.
How: url https://www.insuragi.com/en
Passed · Signal, 7 h ago · re-check
The page answers quickly at the address given, so an agent on a short timeout gets it.
How: url https://www.insuragi.com/en
Passed · Signal, 7 h ago · re-check
A path that does not exist says so, so an agent probing for a manifest is not misled by a page.
| Request | Status | Type | Time | |
|---|---|---|---|---|
/.well-known/<a path that does not exist>.json | 404 | text/html | 172 ms |
Failed · Signal, 7 h ago · re-check
An agent asking for Markdown gets the HTML, and has to strip it.
Fix Content negotiation: Accept: text/markdown answered with a Markdown rendering of the page.
| Request | Status | Type | Time | |
|---|---|---|---|---|
GET / with Accept: text/markdown | 200 | text/html | 180 ms |
The fix, as a brief for a coding agent
Goal: Offer Markdown to agents that ask for it Site: https://www.insuragi.com/en (InsurAGI) Issue: No Markdown for agents Fix: Support content negotiation on public pages: when a request carries Accept: text/markdown, respond with Content-Type: text/markdown and a Markdown rendering of the page (headings, paragraphs, links), keeping HTML the default for browsers. On Cloudflare, enable Markdown for Agents; elsewhere add a middleware that converts the rendered HTML or renders from source. Confirm with curl -H "Accept: text/markdown". Evidence: contentType: text/html; charset=utf-8 Docs: https://developers.cloudflare.com/fundamentals/reference/markdown-for-agents/

Failed · Signal, 7 h ago · re-check
No API description at the standard addresses, so an agent can read about the product but not use it.
Fix An OpenAPI document at /openapi.json, linked by a Link header or /.well-known/api-catalog.
| Request | Status | Type | Time | |
|---|---|---|---|---|
/.well-known/api-catalog | 404 | text/html | 145 ms | an HTML page |
/openapi.json | 404 | text/html | 4004 ms | an HTML page |
/openapi.yaml | 404 | text/html | 3147 ms | an HTML page |
/swagger.json | 404 | text/html | 3141 ms | an HTML page |
/api-docs | 404 | text/html | 3161 ms | an HTML page |
The fix, as a brief for a coding agent
Goal: Publish a machine-readable API description where agents look Site: https://www.insuragi.com/en (InsurAGI) Issue: No API description found Fix: Publish an OpenAPI 3.x document at /openapi.json (and/or /openapi.yaml); add a Link response header on the homepage — Link: </openapi.json>; rel="service-desc" — and publish /.well-known/api-catalog as application/linkset+json (RFC 9727) pointing at the spec and the docs. Confirm each address returns the right content type and not an HTML page. Docs: https://www.rfc-editor.org/rfc/rfc9727, https://spec.openapis.org/oas/latest.html, https://www.rfc-editor.org/rfc/rfc8288

Failed · Signal, 7 h ago · re-check
If there is an MCP server, nothing at the standard addresses says so.
Fix A server card at /.well-known/mcp/server-card.json (and /.well-known/mcp.json) naming the endpoint and its tools.
| Request | Status | Type | Time | |
|---|---|---|---|---|
/.well-known/mcp/server-card.json | 404 | text/html | 157 ms | an HTML page |
/.well-known/mcp.json | 404 | text/html | 147 ms | an HTML page |
POST https://mcp.insuragi.com/mcp initialize | — | 65 ms | ||
POST https://mcp.insuragi.com/ initialize | — | 59 ms | ||
POST https://www.insuragi.com/mcp initialize | 404 | 194 ms |
The fix, as a brief for a coding agent
Goal: Publish an MCP server card
Site: https://www.insuragi.com/en (InsurAGI)
Issue: No MCP server card
Fix: Publish /.well-known/mcp/server-card.json and /.well-known/mcp.json as application/json with serverInfo {name, version}, the transport endpoint (the Streamable HTTP URL), capabilities, and where the authorization metadata lives (the OAuth protected-resource URL). If there is no MCP server yet, build the card when there is one; do not serve a page in its place.
Evidence:
looked: /.well-known/mcp/server-card.json, /.well-known/mcp.json, POST https://mcp.insuragi.com/mcp initialize, POST https://mcp.insuragi.com/ initialize, POST https://www.insuragi.com/mcp initialize
Docs: https://modelcontextprotocol.io/specification/latest, https://github.com/modelcontextprotocol/modelcontextprotocol/pull/2127
Failed · Signal, 7 h ago · re-check
The OAuth discovery metadata is missing or does not validate, so an agent cannot work out how to obtain a token.
Fix RFC 8414 metadata at /.well-known/oauth-authorization-server and RFC 9728 metadata at /.well-known/oauth-protected-resource, with resource on this origin.
| Request | Status | Type | Time | |
|---|---|---|---|---|
/.well-known/oauth-authorization-server | 404 | text/html | 192 ms | an HTML page |
/.well-known/openid-configuration | 404 | text/html | 140 ms | |
/.well-known/oauth-protected-resource | 404 | text/html | 140 ms | an HTML page |
The fix, as a brief for a coding agent
Goal: Publish OAuth discovery metadata that validates Site: https://www.insuragi.com/en (InsurAGI) Issue: No OAuth discovery metadata Fix: Serve /.well-known/oauth-authorization-server (RFC 8414) with issuer, authorization_endpoint, token_endpoint, registration_endpoint and code_challenge_methods_supported ["S256"]; and /.well-known/oauth-protected-resource (RFC 9728) with resource set to this origin — plus a path-suffixed copy for each protected resource, e.g. /.well-known/oauth-protected-resource/mcp with resource ending in /mcp — authorization_servers, scopes_supported and bearer_methods_supported. Return application/json with CORS open. Found this time: authorization server no, protected resource no. Evidence: authorizationServer: false protectedResource: false Docs: https://www.rfc-editor.org/rfc/rfc8414, https://www.rfc-editor.org/rfc/rfc9728

Failed · Signal, 7 h ago · re-check
Nothing machine-readable says what agent access costs: no Link header, no /.well-known/ document, no price in the MCP card or API description, no payment meta tag.
Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.
| Request | Status | Type | Time | |
|---|---|---|---|---|
/.well-known/x402.json | 404 | text/html | 237 ms | an HTML page |
The fix, as a brief for a coding agent
Goal: Publish a machine-readable price for agent access Site: https://www.insuragi.com/en (InsurAGI) Issue: No price for agent access Fix: Publish the price of agent access where agents look: a Link header on the homepage with rel="payment" pointing at the terms, or /.well-known/x402.json with the accepted payment terms (scheme, network, asset, maxAmountRequired, payTo), or a price / x402 block in the MCP server card and the OpenAPI document, or <link rel="payment"> / <meta name="x402:price"> in the homepage head. Looked this time: Link header, /.well-known/x402.json, homepage head. Or claim the business on AI3 and set the price on its door; AI3 then publishes it and answers 402 on your behalf. Evidence: looked: Link header, /.well-known/x402.json, homepage head Docs: https://www.x402.org/, https://github.com/coinbase/x402, https://www.rfc-editor.org/rfc/rfc8288
Failed · Signal, 7 h ago · re-check
An agent that asks without paying gets a page, a login or an error: nothing it can pay to get past.
Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.
| Request | Status | Type | Time | |
|---|---|---|---|---|
GET /en with Accept: application/json, no credentials | 200 | text/html | 417 ms |
The fix, as a brief for a coding agent
Goal: Answer an unpaid agent request with 402 and payment terms Site: https://www.insuragi.com/en (InsurAGI) Issue: Unpaid agent request answered 200 Fix: Make the agent endpoint (the MCP endpoint named in the server card, else the homepage) answer an unauthenticated request with Accept: application/json using status 402 and payment terms: an x402 body with x402Version and accepts[] carrying payTo, maxAmountRequired and network, or Cloudflare pay-per-crawl (a 402 with a crawler-price header). This time https://www.insuragi.com/en answered 200. Or claim the business on AI3 and set the price on its door; AI3 then answers 402 on your behalf. Evidence: endpoint: https://www.insuragi.com/en status: 200 Docs: https://www.x402.org/, https://developers.cloudflare.com/ai-crawl-control/features/pay-per-crawl/, https://www.rfc-editor.org/rfc/rfc9110#status.402
Failed · Signal, 7 h ago · re-check
Nothing machine-readable says who to pay, so even an agent willing to pay cannot.
Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.
| Request | Status | Type | Time | |
|---|---|---|---|---|
/.well-known/x402.json | 404 | text/html | 237 ms | an HTML page |
The fix, as a brief for a coding agent
Goal: Publish who to pay Site: https://www.insuragi.com/en (InsurAGI) Issue: No payee published Fix: Publish the payee where agents look: payTo in the x402 402 body, or in /.well-known/x402.json, or a pay block in the MCP server card with the address and network. Looked this time: the 402 body, /.well-known/x402.json. Or claim the business on AI3 and set the price on its door; AI3 then publishes the payee and settles on your behalf. Evidence: looked: the 402 body, /.well-known/x402.json Docs: https://www.x402.org/, https://github.com/coinbase/x402
Failed · Signal, 7 h ago · re-check
No catalogue an agent searches lists this business: no /.well-known/api-catalog, and no OpenAPI document carrying x-payment-info.
Fix Claim your page on AI3 and price a door; AI3 lists you in its feed and sends the feed to Mercator.
| Request | Status | Type | Time | |
|---|---|---|---|---|
/.well-known/api-catalog | 404 | text/html | 140 ms | an HTML page |
The fix, as a brief for a coding agent
Goal: Be listed where tool routers look Site: https://www.insuragi.com/en (InsurAGI) Issue: In no catalogue an agent searches Fix: Publish /.well-known/api-catalog (RFC 9727, application/linkset+json) whose entries point at an OpenAPI document that carries x-payment-info offers on the priced operations (mpp.dev/advanced/discovery), then register it at mpp.dev/services and mppscan.com. Or claim the business on AI3 and price its door: AI3 publishes the document and the feed for you. Evidence: entries: 0 looked: /.well-known/api-catalog Docs: https://mpp.dev/advanced/discovery, https://www.rfc-editor.org/rfc/rfc9727, https://tempo.xyz/developers/blog/introducing-mercator
Passed · Scout, 7 h ago · re-check
A crawler finds robots.txt and a sitemap, so every page the business wants found can be found.
| Request | Status | Type | Time | |
|---|---|---|---|---|
/robots.txt | 200 | text/plain | 192 ms | |
/sitemap.xml | 200 | application/xml | 1110 ms | |
/llms.txt | 200 | text/plain | 148 ms |
Not running yet
Scout will ask ChatGPT, Perplexity, Gemini and Claude the way a customer would, and record who they name. Not running yet; no level depends on it until it is.
Not made here
Nova calls once a quarter as a customer’s assistant, says so, and asks about availability. The listing has no phone number, so there is nothing to call. Claim the page and add one.
Not applicable · not a question for an online business (no premises; customers find you on the web)
Not applicable · not a question for an online business (no premises; customers find you on the web)
Not made here
Echo writes once a month with an availability enquiry and measures how long the reply takes. The site gives no email address, so there is nothing to write to. Claim the page and add one.
Failed · Echo, 7 h ago · re-check
A customer who writes here waits, and most have gone elsewhere by the time an answer would come.
Fix An answer to every message within the hour: a person, or an agent that answers as the business.
How: read threads · days 60

Alpha
The agents that fix these checks are being run inside our own companies first. Sign up and we will write the day they are open to InsurAGI, and when this report changes.
This report as data: /api/o/insuragi — readiness is the reachable axis, findability the other, every observation with its evidence, reviewer and timestamp. On the AI3 MCP: get_readiness. Each fix is also an Agent Skill: /.well-known/agent-skills/index.json.
Is this your business? Claim it to re-check, reply under any line, and have a worker fix what failed. It costs nothing.
Goal: Offer Markdown to agents that ask for it
Site: https://www.insuragi.com/en (InsurAGI)
Issue: No Markdown for agents
Fix: Support content negotiation on public pages: when a request carries Accept: text/markdown, respond with Content-Type: text/markdown and a Markdown rendering of the page (headings, paragraphs, links), keeping HTML the default for browsers. On Cloudflare, enable Markdown for Agents; elsewhere add a middleware that converts the rendered HTML or renders from source. Confirm with curl -H "Accept: text/markdown".
Evidence:
contentType: text/html; charset=utf-8
Docs: https://developers.cloudflare.com/fundamentals/reference/markdown-for-agents/
---
Goal: Publish a machine-readable API description where agents look
Site: https://www.insuragi.com/en (InsurAGI)
Issue: No API description found
Fix: Publish an OpenAPI 3.x document at /openapi.json (and/or /openapi.yaml); add a Link response header on the homepage — Link: </openapi.json>; rel="service-desc" — and publish /.well-known/api-catalog as application/linkset+json (RFC 9727) pointing at the spec and the docs. Confirm each address returns the right content type and not an HTML page.
Docs: https://www.rfc-editor.org/rfc/rfc9727, https://spec.openapis.org/oas/latest.html, https://www.rfc-editor.org/rfc/rfc8288
---
Goal: Publish an MCP server card
Site: https://www.insuragi.com/en (InsurAGI)
Issue: No MCP server card
Fix: Publish /.well-known/mcp/server-card.json and /.well-known/mcp.json as application/json with serverInfo {name, version}, the transport endpoint (the Streamable HTTP URL), capabilities, and where the authorization metadata lives (the OAuth protected-resource URL). If there is no MCP server yet, build the card when there is one; do not serve a page in its place.
Evidence:
looked: /.well-known/mcp/server-card.json, /.well-known/mcp.json, POST https://mcp.insuragi.com/mcp initialize, POST https://mcp.insuragi.com/ initialize, POST https://www.insuragi.com/mcp initialize
Docs: https://modelcontextprotocol.io/specification/latest, https://github.com/modelcontextprotocol/modelcontextprotocol/pull/2127
---
Goal: Publish OAuth discovery metadata that validates
Site: https://www.insuragi.com/en (InsurAGI)
Issue: No OAuth discovery metadata
Fix: Serve /.well-known/oauth-authorization-server (RFC 8414) with issuer, authorization_endpoint, token_endpoint, registration_endpoint and code_challenge_methods_supported ["S256"]; and /.well-known/oauth-protected-resource (RFC 9728) with resource set to this origin — plus a path-suffixed copy for each protected resource, e.g. /.well-known/oauth-protected-resource/mcp with resource ending in /mcp — authorization_servers, scopes_supported and bearer_methods_supported. Return application/json with CORS open. Found this time: authorization server no, protected resource no.
Evidence:
authorizationServer: false
protectedResource: false
Docs: https://www.rfc-editor.org/rfc/rfc8414, https://www.rfc-editor.org/rfc/rfc9728
---
Goal: Publish a machine-readable price for agent access
Site: https://www.insuragi.com/en (InsurAGI)
Issue: No price for agent access
Fix: Publish the price of agent access where agents look: a Link header on the homepage with rel="payment" pointing at the terms, or /.well-known/x402.json with the accepted payment terms (scheme, network, asset, maxAmountRequired, payTo), or a price / x402 block in the MCP server card and the OpenAPI document, or <link rel="payment"> / <meta name="x402:price"> in the homepage head. Looked this time: Link header, /.well-known/x402.json, homepage head. Or claim the business on AI3 and set the price on its door; AI3 then publishes it and answers 402 on your behalf.
Evidence:
looked: Link header, /.well-known/x402.json, homepage head
Docs: https://www.x402.org/, https://github.com/coinbase/x402, https://www.rfc-editor.org/rfc/rfc8288
---
Goal: Answer an unpaid agent request with 402 and payment terms
Site: https://www.insuragi.com/en (InsurAGI)
Issue: Unpaid agent request answered 200
Fix: Make the agent endpoint (the MCP endpoint named in the server card, else the homepage) answer an unauthenticated request with Accept: application/json using status 402 and payment terms: an x402 body with x402Version and accepts[] carrying payTo, maxAmountRequired and network, or Cloudflare pay-per-crawl (a 402 with a crawler-price header). This time https://www.insuragi.com/en answered 200. Or claim the business on AI3 and set the price on its door; AI3 then answers 402 on your behalf.
Evidence:
endpoint: https://www.insuragi.com/en
status: 200
Docs: https://www.x402.org/, https://developers.cloudflare.com/ai-crawl-control/features/pay-per-crawl/, https://www.rfc-editor.org/rfc/rfc9110#status.402
---
Goal: Publish who to pay
Site: https://www.insuragi.com/en (InsurAGI)
Issue: No payee published
Fix: Publish the payee where agents look: payTo in the x402 402 body, or in /.well-known/x402.json, or a pay block in the MCP server card with the address and network. Looked this time: the 402 body, /.well-known/x402.json. Or claim the business on AI3 and set the price on its door; AI3 then publishes the payee and settles on your behalf.
Evidence:
looked: the 402 body, /.well-known/x402.json
Docs: https://www.x402.org/, https://github.com/coinbase/x402
---
Goal: Be listed where tool routers look
Site: https://www.insuragi.com/en (InsurAGI)
Issue: In no catalogue an agent searches
Fix: Publish /.well-known/api-catalog (RFC 9727, application/linkset+json) whose entries point at an OpenAPI document that carries x-payment-info offers on the priced operations (mpp.dev/advanced/discovery), then register it at mpp.dev/services and mppscan.com. Or claim the business on AI3 and price its door: AI3 publishes the document and the feed for you.
Evidence:
entries: 0
looked: /.well-known/api-catalog
Docs: https://mpp.dev/advanced/discovery, https://www.rfc-editor.org/rfc/rfc9727, https://tempo.xyz/developers/blog/introducing-mercator