AIWebSignals is an MCP server with 9 tools an agent can call, among them compare_public_machine_web_evidence, diagnose_agent_connection, evaluate_ai_web_readiness. It answers at https://aiwebsignals.com/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 4 of 4 times since 23 September 2026; the last check, on 6 November 2026, succeeded.
Public AI web-readiness scanner and machine-facing observability discovery service.
Description as the publisher wrote it.
| Tool | What it does |
|---|---|
compare_public_machine_web_evidence | Compare observable public machine-web readiness and evidence coverage for two to six public domains. Inputs: domains |
diagnose_agent_connection | FREE: read-only MCP/A2A compatibility guidance for version negotiation, legacy/modern header errors, invalid params and unavailable A2A task methods. Never send raw headers, IPs or secrets. Inputs: surface, operation, reason, protocol_version, http_status, accept_profile |
evaluate_ai_web_readiness | FREE ONE-CALL EVALUATION: run the existing bounded public readiness scan, retrieve the matching persisted normalized evidence report, verify scan ID + hostname, then return observed findings and next actions in this one response. Unknown ev Inputs: domain |
get_machine_capabilities | Return the current public capability contract served at /api/capabilities, including active protocol, evidence, and security boundaries. |
get_machine_pricing | Return the same public plan catalog served at /api/machine-pricing. Provider configuration identifiers and payment credentials are excluded. |
get_normalized_report | Read an existing or boundedly refreshed public AI web-readiness evidence report for a public domain. Unknown evidence remains unknown. Inputs: domain |
get_scan_history | Retrieve public, exact-target scan history and observed changes for a domain; excludes private connected-site evidence. Inputs: domain, limit |
request_machine_capability | Declare a missing capability by bounded technical slug and category. This records aggregate research evidence only; it will not execute, charge, provision, queue or promise future delivery. Inputs: category, requested_capability, horizon |
scan_ai_web_readiness | FREE EVALUATION FIRST: run a bounded public website readiness scan and get an explicit next-tool recommendation for a normalized evidence report. Read-only; no account or charge. Private/local network targets are rejected; observations may Inputs: domain |
Every block below points at https://aiwebsignals.com/mcp. Pick your client and copy.
claude mcp add --transport http aiwebsignals https://aiwebsignals.com/mcp
{
"mcpServers": {
"aiwebsignals": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://aiwebsignals.com/mcp"]
}
}
}{
"mcpServers": {
"aiwebsignals": {
"url": "https://aiwebsignals.com/mcp"
}
}
}{
"servers": {
"aiwebsignals": {
"type": "http",
"url": "https://aiwebsignals.com/mcp"
}
}
}{
"context_servers": {
"aiwebsignals": {
"url": "https://aiwebsignals.com/mcp"
}
}
}{
"mcpServers": {
"aiwebsignals": {
"serverUrl": "https://aiwebsignals.com/mcp"
}
}
}{
"mcpServers": {
"aiwebsignals": {
"url": "https://aiwebsignals.com/mcp"
}
}
}name: AIWebSignals
version: 0.0.1
schema: v1
mcpServers:
- name: AIWebSignals
type: streamable-http
url: https://aiwebsignals.com/mcp{
"mcpServers": {
"aiwebsignals": {
"httpUrl": "https://aiwebsignals.com/mcp"
}
}
}{
"mcpServers": {
"aiwebsignals": {
"type": "http",
"url": "https://aiwebsignals.com/mcp"
}
}
}{
"mcpServers": {
"aiwebsignals": {
"url": "https://aiwebsignals.com/mcp"
}
}
}goose://extension?url=https%3A%2F%2Faiwebsignals.com%2Fmcp&type=streamable_http&id=aiwebsignals&name=AIWebSignals
It answered our last check on 6 November 2026 in 1114 ms. Over 4 checks since 23 September 2026 it answered 4. Status here comes from Neuronto's own probes, not from the publisher.
9, as returned by the server's own tools/list on 12 November 2026: compare_public_machine_web_evidence, diagnose_agent_connection, evaluate_ai_web_readiness, get_machine_capabilities, get_machine_pricing, get_normalized_report, get_scan_history, request_machine_capability, and 1 more.
It answered our last check on 6 November 2026 in 1114 ms. Over 4 checks since 23 September 2026 it answered 4.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://aiwebsignals.com/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: io.github.galanai. Endpoint host: aiwebsignals.com. ARD identifier: urn:air:io.github.galanai:mcp:aiwebsignals.
First indexed 20 September 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.