# AIWebSignals

> Public AI web-readiness scanner and machine-facing observability discovery service.

- name: io.github.Galanai/aiwebsignals
- version: 2.1.7
- connection class: R0 (autonomous)
- trust: 94/100
- quality: 67/100 (needs work)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.github.Galanai%2Faiwebsignals
- tools: https://api.protogrid.dev/v1/servers/io.github.Galanai%2Faiwebsignals/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "aiwebsignals": {
      "type": "http",
      "url": "https://aiwebsignals.com/mcp"
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: 99
- freshness: 100
- provenance: 80
- drivers: +repository +namespace-matches-repo +reachable +uptime-98% +updated-30d-ago
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 67/100 (needs work)

### protocol: 88 (weight 25)

- pass `protocol.modern`: supports 2026-07-28 (server/discover)
- pass `protocol.stateless`: answers without a session
- pass `protocol.transport`: streamable HTTP
- warn `protocol.list_ttl`: tools/list declares ttlMs 0, so clients re-fetch it on every use

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 71 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: get_normalized_report (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); evaluate_ai_web_readiness (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); diagnose_agent_connection (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
- pass `tools.token_cost`: about 1,175 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 25 (weight 15)

- warn `stability.changes`: 7 tool changes in 30 days
- fail `stability.rug_pull`: 1 tools kept their name but changed most of their description in 30 days; review before trusting them

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 9, about 1,175 tokens to load them all
- tool set hash: d2f5f912472c3a6a73549e9049741dba
- tools last changed: 2026-10-12T22:33:40.478Z
- badge: [![protogrid quality](https://protogrid.dev/badge/io.github.Galanai/aiwebsignals.svg)](https://protogrid.dev/servers/io.github.Galanai/aiwebsignals)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-12 `request_machine_capability` added
  - 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.
- 2026-10-12 `diagnose_agent_connection` added
  - 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.
- 2026-10-12 `evaluate_ai_web_readiness` added
  - 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.
- 2026-10-11 `scan_ai_web_readiness` changed (description) **meaning changed**
  - before: Run AIWebSignals' existing bounded public readiness scanner for a public hostname or HTTP(S) URL. Private/local network targets are rejected. The target website is not modified; AIWebSignals may persist its normalized observation in scan history.
  - after: 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.
- 2026-10-11 `compare_public_machine_web_evidence` added
  - Compare observable public machine-web readiness and evidence coverage for two to six public domains.
- 2026-10-11 `get_scan_history` added
  - Retrieve public, exact-target scan history and observed changes for a domain; excludes private connected-site evidence.
- 2026-10-11 `get_normalized_report` added
  - Read an existing or boundedly refreshed public AI web-readiness evidence report for a public domain. Unknown evidence remains unknown.

Full history: https://api.protogrid.dev/v1/servers/io.github.Galanai%2Faiwebsignals/changes

## Remotes

- https://aiwebsignals.com/mcp (streamable-http, auth none, reachable true, uptime30d 0.982906)

## Packages

_none_

## Tools (9)

- `compare_public_machine_web_evidence`: Compare observable public machine-web readiness and evidence coverage for two to six public 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.
- `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 evidence is not a successful observation. Never charges or changes a website.
- `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.
- `get_scan_history`: Retrieve public, exact-target scan history and observed changes for a domain; excludes private connected-site evidence.
- `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.
- `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 be saved to public scan history.