AIWebSignals MCP

Provides public read-only MCP tools for AI web readiness scanning, checking machine capabilities, and retrieving pricing information. It enables agents to verify crawler access, discovery surfaces, and structured data readiness for public websites.

Endpoint and access

No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.

Community listingStreamable HTTPNo sign-inEndpoint checked 2026-11-06Published by AIWebSignals

MCP endpoint (Streamable HTTP)

https://aiwebsignals.com/mcp

Vendor documentation

What its tools do

9 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.

Not annotated (9)

scan_ai_web_readiness
get_machine_capabilities
get_machine_pricing
get_normalized_report
get_scan_history
compare_public_machine_web_evidence
evaluate_ai_web_readiness
diagnose_agent_connection
request_machine_capability

9 of 9 have a description · 0 of 9 declare behavior hints · 1 of 7 with parameters document them all

Checks and signals

Each line is separate evidence, not a trust score.

Passed Endpoint answered the live check · Nov 6, 2026, 3:17 PM UTC
Availability 1 of 1 checks passed in 30 days

What you can do with it

Scan a public website for crawler access and discovery surfaces
Check machine-readable capabilities and activation boundaries
Retrieve public plans and billing options for machine access

Source and maintenance

Community listingRegistry 2.1.7

mcp-registry: io.github.Galanai/aiwebsignals@2.1.7 Source repository

Maintenance checked: Nov 6, 2026, 3:14 PM UTC

Protocol and capabilities

Server: aiwebsignals 2.1.9
MCP protocol negotiated in check: 2025-11-25
Tools: 9 advertised
Resources: Not advertised
Resource templates: Not advertised
Prompts: Not advertised

Server-advertised capabilities

{
  "tools": {
    "listChanged": true
  }
}

Server-provided instructions

Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.

For a complimentary website investigation, prefer evaluate_ai_web_readiness on an authorized public hostname: it scans and verifies the matching normalized evidence report in one call. The older scan_ai_web_readiness then get_normalized_report path remains available. The scan result includes machine-readable next actions. Unknown or challenge-obscured evidence is not a finding. Public readiness cannot prove first-party AI traffic; recurring monitoring and connected evidence require a separate operator account. Public MCP tools cannot create purchases, change billing, or mutate policy. If a client encounters a protocol or method error, call diagnose_agent_connection using ONLY safe categorized details before retrying. If a needed tool is absent, use request_machine_capability with only a safe technical snake_case name and taxonomy; the request is recorded for research, not executed and not guaranteed for any release.

Tools

9 advertised

scan_ai_web_readiness — Scan AI Web Readiness

Advertised by the server during the last successful anonymous check.

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 be saved to public scan history.

scan_ai_web_readiness input schema

{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "domain"
  ],
  "properties": {
    "domain": {
      "type": "string",
      "maxLength": 2048,
      "minLength": 1,
      "description": "Public hostname or HTTP(S) URL to inspect"
    }
  }
}

get_machine_capabilities — Get AIWebSignals Capabilities

Advertised by the server during the last successful anonymous check.

Return the current public capability contract served at /api/capabilities, including active protocol, evidence, and security boundaries.

get_machine_capabilities input schema

{
  "type": "object",
  "properties": {}
}

get_machine_pricing — Get AIWebSignals Pricing

Advertised by the server during the last successful anonymous check.

Return the same public plan catalog served at /api/machine-pricing. Provider configuration identifiers and payment credentials are excluded.

get_machine_pricing input schema

{
  "type": "object",
  "properties": {}
}

get_normalized_report — Get Public AI Web Evidence Report

Advertised by the server during the last successful anonymous check.

Read an existing or boundedly refreshed public AI web-readiness evidence report for a public domain. Unknown evidence remains unknown.

get_normalized_report input schema

{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "domain"
  ],
  "properties": {
    "domain": {
      "type": "string",
      "maxLength": 2048,
      "minLength": 1
    }
  }
}

get_scan_history — Get Public AI Web Scan History

Advertised by the server during the last successful anonymous check.

Retrieve public, exact-target scan history and observed changes for a domain; excludes private connected-site evidence.

get_scan_history input schema

{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "domain"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 100,
      "minimum": 1
    },
    "domain": {
      "type": "string",
      "maxLength": 2048,
      "minLength": 1
    }
  }
}

compare_public_machine_web_evidence — Compare Public AI Web Evidence

Advertised by the server during the last successful anonymous check.

Compare observable public machine-web readiness and evidence coverage for two to six public domains.

compare_public_machine_web_evidence input schema

{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "domains"
  ],
  "properties": {
    "domains": {
      "type": "array",
      "items": {
        "type": "string",
        "maxLength": 2048,
        "minLength": 1
      },
      "maxItems": 6,
      "minItems": 2
    }
  }
}

evaluate_ai_web_readiness — Evaluate Public AI Web Readiness — Scan + Verified Evidence in One Call

Advertised by the server during the last successful anonymous check.

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 evidence is not a successful observation. Never charges or changes a website.

evaluate_ai_web_readiness input schema

{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "domain"
  ],
  "properties": {
    "domain": {
      "type": "string",
      "maxLength": 253,
      "minLength": 1
    }
  }
}

diagnose_agent_connection — Diagnose Agent Connection to AIWebSignals

Advertised by the server during the last successful anonymous check.

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.

diagnose_agent_connection input schema

{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "surface"
  ],
  "properties": {
    "reason": {
      "enum": [
        "unsupported_protocol_version",
        "legacy_modern_envelope_mismatch",
        "protocol_negotiation",
        "standard_header_mismatch",
        "unsupported_accept_media",
        "unsupported_content_type",
        "invalid_jsonrpc_request",
        "invalid_params",
        "unsupported_method",
        "invalid_session",
        "session_required",
        "parse_error",
        "forbidden_by_security_policy",
        "not_found",
        "rate_limited",
        "server_error",
        "other_http_error",
        "unclassified_bad_request",
        "unknown"
      ],
      "type": "string"
    },
    "surface": {
      "enum": [
        "mcp",
        "a2a"
      ],
      "type": "string"
    },
    "operation": {
      "enum": [
        "initialize",
        "notifications/initialized",
        "tools/list",
        "tools/call",
        "ping",
        "SendMessage",
        "GetTask",
        "tasks/get",
        "tasks/send",
        "message/send",
        "message/stream",
        "other"
      ],
      "type": "string"
    },
    "http_status": {
      "type": "integer",
      "maximum": 599,
      "minimum": 200
    },
    "method_header": {
      "enum": [
        "present",
        "absent"
      ],
      "type": "string"
    },
    "accept_profile": {
      "enum": [
        "json_and_sse",
        "json_only",
        "sse_only",
        "wildcard",
        "absent",
        "other"
      ],
      "type": "string"
    },
    "session_header": {
      "enum": [
        "present",
        "absent"
      ],
      "type": "string"
    },
    "protocol_version": {
      "enum": [
        "2026-07-28",
        "2025-11-25",
        "2025-06-18",
        "2025-03-26",
        "1.0",
        "0.3",
        "absent",
        "unknown"
      ],
      "type": "string"
    }
  }
}

request_machine_capability — Request an AIWebSignals Machine Capability for a Future Release

Advertised by the server during the last successful anonymous check.

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.

request_machine_capability input schema

{
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "category",
    "requested_capability"
  ],
  "properties": {
    "horizon": {
      "enum": [
        "now",
        "later",
        "unspecified"
      ],
      "type": "string"
    },
    "category": {
      "enum": [
        "connection_diagnostics",
        "evaluation",
        "report_export",
        "history_monitoring",
        "comparison",
        "policy_authorization",
        "task_execution",
        "task_status",
        "payment_settlement",
        "data_integration",
        "other"
      ],
      "type": "string"
    },
    "requested_capability": {
      "type": "string",
      "pattern": "^[a-z][a-z0-9]*(?:_[a-z0-9]+){0,7}$",
      "maxLength": 64,
      "minLength": 3
    }
  }
}

Prompts

Not advertised

No prompt definitions available.

Resources

Not advertised

No resource definitions available.

90-day uptime

A lightweight connection check about every six hours, sampled on hosts with many listings. It shows the server answered, not that its tools work.

Too few checks for a percentage yet (3 of 3 answered).

2026-11-06: 1 of 1 checks answered
2026-11-07: 2 of 2 checks answered

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks: 1 of 1 (100%)
Average latency: 767 ms
95th percentile latency: 767 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

Nov 6, 2026, 3:17 PM UTC · probe · passed · 767 ms · metadata changed · 9 tool(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

claude mcp add --transport http aiwebsignals-mcp https://aiwebsignals.com/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add aiwebsignals-mcp --url https://aiwebsignals.com/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable aiwebsignals-mcp in your MCP settings.

Cursor configuration

{
  "mcpServers": {
    "aiwebsignals-mcp": {
      "url": "https://aiwebsignals.com/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).

Cline configuration

{
  "mcpServers": {
    "aiwebsignals-mcp": {
      "type": "streamableHttp",
      "url": "https://aiwebsignals.com/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start aiwebsignals-mcp and inspect its tools.

VS Code configuration

{
  "servers": {
    "aiwebsignals-mcp": {
      "type": "http",
      "url": "https://aiwebsignals.com/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http aiwebsignals-mcp https://aiwebsignals.com/mcp

Claude Desktop

Open Claude Settings > Connectors > Add custom connector, enter this server URL and enable it for the conversation. This is a manual remote-connector handoff, not a desktop JSON configuration.

Claude Desktop configuration

https://aiwebsignals.com/mcp

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

{
  "mcpServers": {
    "aiwebsignals-mcp": {
      "serverUrl": "https://aiwebsignals.com/mcp"
    }
  }
}

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