SEOPro / BYOKLive SERP SnapshotActive in MCP

Inspect Search Visibility

inspect_search_visibility(domain: string, keywords: string[], recheckLive?: boolean)

Ranking positions across a keyword set.

Current ranking positions across an explicit list of target keywords, with optional real-time live SERP verification.

Input Parameters

3 arguments

Parameter	Type	Requirement	Default / Constraints	Description
`domain`	`string`	required	none	Target domain to check visibility and ranking positions for.
`keywords`	`string[]`	required	Array of 1 to 50 search queries	Exact list of keywords to check ranking positions against.
`recheckLive`	`boolean`	optional	default: `false`Caps live checks at top 10 keywords	Also live-check current Google SERP positions for up to 10 of these keywords (incurs live SERP API credits).

Return Envelope (OFE / 1.0)

Open Fact Envelope

Every response adheres to the strict ofe/1.0 envelope schema, returning verified data, typed facts, entity references, and follow-up tool suggestions:

`data` Payload

Current ranking positions across an explicit list of target keywords, with optional real-time live SERP verification.

`coverage` & Freshness

Reports returned count vs total items, observation timestamp as_of, and scope notes. Evaluated live per request.

`resources` (Dataset Exports)

If a query yields high row counts (e.g. >1,000 queries in Search Console), full unpaginated tables are persisted to R2 and linked as an mcpseo:// URI for follow-up retrieval via export_dataset.

`next_actions`

Provides suggested follow-up tool calls with pre-filled arguments so your AI agent can navigate from discovery to detailed inspection autonomously.

Emitted Facts & Entities

Knowledge Graph

Typed Facts

Facts emitted in the facts[] array with provenance receipts:

Fact Type	Claim Description	Emitted Data Fields
`seo.keyword_ranking`	Absolute ranking position for target keyword.	`keywordpositionsource`
`core.data_freshness`	Timestamp and freshness metadata for live rechecks.	`recheck_livechecked_at`

Registered Entities

Entities registered in the entities[] array to establish subject relationships:

domain

Target domain.

keyword

Checked keyword queries.

Request & Response Examples

Live MCP Payloads

Exact JSON schemas transmitted over Model Context Protocol (stdio or HTTP SSE transport):

1. Client Tool Invocationinspect_search_visibility request.json
{
  "tool": "inspect_search_visibility",
  "arguments": {
    "domain": "resend.com",
    "keywords": [
      "transactional email api",
      "smtp relay developer"
    ],
    "recheckLive": true
  }
}

2. Server Envelope Responseinspect_search_visibility response.json
{
  "schema_version": "ofe/1.0",
  "domain": "seo",
  "data": {
    "domain": "resend.com",
    "keywords": [
      "transactional email api",
      "smtp relay developer"
    ]
  },
  "facts": [
    {
      "type": "seo.keyword_ranking",
      "subject": [
        "urn:domain:resend.com",
        "urn:keyword:transactional+email+api"
      ],
      "data": {
        "keyword": "transactional email api",
        "position": 1,
        "source": "live_serp"
      },
      "provenance": {
        "source_class": "live_serp",
        "method": "google_serp",
        "confidence": 0.85,
        "observed_at": "2026-09-24T00:00:00Z",
        "cache_hit": false
      }
    }
  ],
  "entities": [
    {
      "id": "urn:domain:resend.com",
      "kind": "domain",
      "label": "resend.com"
    },
    {
      "id": "urn:keyword:transactional+email+api",
      "kind": "keyword",
      "label": "transactional email api"
    }
  ],
  "coverage": {
    "returned": 1,
    "total": 2,
    "as_of": "2026-09-24T00:00:00Z",
    "scope_note": null
  },
  "deltas": [],
  "resources": [],
  "next_actions": []
}

LLM Agent Workflow

Claude & Cursor Integration

Step 1

Prompt Trigger

"Check if resend.com ranks on page 1 for 'transactional email api' with live SERP verification."

Step 2

Agent Decision & Reasoning

When verifying critical business keywords, the agent activates recheckLive: true to confirm real-time positions rather than relying on cached index crawls.

Step 3

Recommended Follow-up Tools

inspect_serp →

Provenance Guarantees & Error Handling

Reliability

Source Classlive_serp

Inspection Methodgoogle_serp

OFE Calibration Score0.85 (OFE 1.0 scale)

Cache DurationNone (Live)

Every fact emitted by Vouched includes source_class, method, observed_at ISO timestamp, and a published confidence score. LLM agents can inspect these citations to distinguish first-party verified facts (e.g. Search Console) from modeled competitor estimates.

Billing & API Keys

Paid market data, on Pro and Team. A call typically costs about $0.012 per call of market data, so Pro's included $4 covers roughly 333 calls. Self-hosted, it uses your own DataForSEO key and bills you directly, with nothing added. See pricing for what each tool costs.