SEOPro / BYOKSearch IndexActive in MCP

Inspect Page

inspect_page(url: string)

Keywords + traffic for a single URL.

List of organic keywords that rank for this exact page URL, along with position, search volume, and estimated traffic.

Input Parameters

1 argument

Parameter	Type	Requirement	Default / Constraints	Description
`url`	`string`	required	Fully-qualified URL (e.g. https://stripe.com/pricing)	The page URL to inspect.

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

List of organic keywords that rank for this exact page URL, along with position, search volume, and estimated traffic.

`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`	Keywords sending traffic to this specific URL.	`keywordpositionsearch_volumeestimated_traffic`
`seo.top_page`	Aggregated organic performance for the page.	`urltotal_ranked_keywordstotal_estimated_traffic`

Registered Entities

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

page

Target URL entity.

domain

Parent domain.

keyword

Ranking search queries.

Request & Response Examples

Live MCP Payloads

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

1. Client Tool Invocationinspect_page request.json
{
  "tool": "inspect_page",
  "arguments": {
    "url": "https://stripe.com/pricing"
  }
}

2. Server Envelope Responseinspect_page response.json
{
  "schema_version": "ofe/1.0",
  "domain": "seo",
  "data": {
    "url": "https://stripe.com/pricing"
  },
  "facts": [
    {
      "type": "seo.keyword_ranking",
      "subject": [
        "urn:page:https%3A%2F%2Fstripe.com%2Fpricing",
        "urn:keyword:stripe+fees"
      ],
      "data": {
        "keyword": "stripe fees",
        "position": 1,
        "search_volume": 49500,
        "estimated_traffic": 18200
      },
      "provenance": {
        "source_class": "search_index",
        "method": "ranked_keywords",
        "confidence": 0.75,
        "observed_at": "2026-09-24T00:00:00Z",
        "cache_hit": false
      }
    },
    {
      "type": "seo.top_page",
      "subject": [
        "urn:page:https%3A%2F%2Fstripe.com%2Fpricing"
      ],
      "data": {
        "url": "https://stripe.com/pricing",
        "total_ranked_keywords": 310,
        "total_estimated_traffic": 84000
      },
      "provenance": {
        "source_class": "search_index",
        "method": "ranked_keywords",
        "confidence": 0.75,
        "observed_at": "2026-09-24T00:00:00Z",
        "cache_hit": false
      }
    }
  ],
  "entities": [
    {
      "id": "urn:page:https%3A%2F%2Fstripe.com%2Fpricing",
      "kind": "page",
      "label": "https://stripe.com/pricing"
    },
    {
      "id": "urn:domain:stripe.com",
      "kind": "domain",
      "label": "stripe.com"
    },
    {
      "id": "urn:keyword:stripe+fees",
      "kind": "keyword",
      "label": "stripe fees"
    }
  ],
  "coverage": {
    "returned": 2,
    "total": null,
    "as_of": "2026-09-24T00:00:00Z",
    "scope_note": null
  },
  "deltas": [],
  "resources": [],
  "next_actions": []
}

LLM Agent Workflow

Claude & Cursor Integration

Step 1

Prompt Trigger

"Which search queries drive the most traffic to stripe.com/pricing?"

Step 2

Agent Decision & Reasoning

The agent uses inspect_page to isolate all ranking queries on a specific URL to identify cannibalization or keyword consolidation opportunities.

Step 3

Recommended Follow-up Tools

inspect_indexing →

Provenance Guarantees & Error Handling

Reliability

Source Classsearch_index

Inspection Methodranked_keywords

OFE Calibration Score0.75 (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 $0.013 per call of market data, so Pro's included $4 covers roughly 307 calls. Self-hosted, it uses your own DataForSEO key and bills you directly, with nothing added. See pricing for what each tool costs.