RankSpot - agent view

RankSpot is an automated AI search optimisation (AEO/GEO) and SEO agent. It does two jobs at once: getting a brand named in ChatGPT, Claude, Gemini, Perplexity and Google AI Overviews answers, and ranking its pages in ordinary Google search. It tracks both, finds the keywords, backlinks and forum threads worth going after, then writes and publishes articles to the customer's own site every week, with Google rankings read back from Search Console.

Endpoints

MCP server (primary)

https://mcp.rankspot.ai - Streamable HTTP, OAuth 2.1 with dynamic client registration. Setup per client: https://www.rankspot.ai/mcp

Public API (v1)

https://api.rankspot.ai/v1 - forty REST endpoints over your workspace. Authorization: Bearer <api-key> from Settings → API Keys; offset/limit pagination, max 100. Spec: /openapi.json, reference: https://api.rankspot.ai/docs.

Free tools (no account, no key)

POST https://www.rankspot.ai/api/tools/<slug> - rate limited per IP. Each endpoint takes the same fields as the form on its own page, listed under /free-tools.

AI citation index (open data)

GET https://www.rankspot.ai/api/most-cited-sources - JSON or CSV, CC BY 4.0.

Authentication

Two paths. The Public APItakes a bearer API key from Settings → API Keys, scoped to one workspace - use it for headless clients and plain REST. For an agent acting on a person's behalf, OAuth 2.1 authorization code with PKCE, discovered from the WWW-Authenticate header on an unauthenticated request to the MCP endpoint. Dynamic client registration (RFC 7591) is supported, so no client needs pre-registering. Tokens are workspace-scoped. The Keyless endpoints above need no credentials at all.

Capabilities

• AI visibility tracking ai-visibility-trackingTrack whether a brand is named in ChatGPT, Claude, Gemini, Perplexity and Google AI Overviews answers for a set of prompts, and report which competitor is named when it is not.
• AI citation analysis citation-analysisRead the sources an AI assistant cited in an answer, and compare them with the pages a competitor gets cited for.
• Keyword research and clustering keyword-researchDiscover keywords with search volume, competition, opportunity index, search intent and an AI relevance score, then group them into semantic clusters so one article can cover a group of terms.
• Competitor analysis competitor-analysisAdd a competitor domain and pull the keywords and backlinks it ranks for, showing exactly where it wins and the tracked site does not.
• Backlink gap analysis backlink-opportunitiesSurface high-authority sites linking to competitors but not to the tracked site, plus directory and forum opportunities worth pursuing by hand.
• GEO forum opportunities forum-opportunitiesFind Reddit, Quora and niche forum threads where the product is a legitimate answer, along with the People Also Ask questions behind them.
• Content planning and article generation content-generationPlan topics, generate SEO and AEO articles with internal and external links, images and embedded video, and publish them to WordPress, Webflow, Shopify or Framer after review.
• Search Console insights search-consoleRead Google Search Console performance for the connected property, inspect a URL's index status, and request indexing.

Use it for

• Find out whether a brand or product is mentioned in ChatGPT, Claude, Gemini, Perplexity or Google AI Overviews answers, and for which prompts.
• See which sources those AI answers cite, and which of a competitor's pages are being cited instead.
• Research keywords with search volume, difficulty, intent and an AI relevance score, and group them into semantic clusters.
• Run a backlink gap analysis against named competitors and get ready-to-pitch link prospects.
• Find forum and community threads (Reddit, Quora, niche forums) where a product is a legitimate answer.
• Plan, generate, review and publish SEO/AEO articles to WordPress, Webflow, Shopify or Framer.
• Track where a site ranks in ordinary Google search, read Search Console performance, and request indexing for a URL.
• Write and publish articles built to rank in Google search and to be quoted by AI assistants.

Do not use it for

• Paid-ads management, PPC bidding, or ad-account access.
• Social media scheduling and community management.
• Anonymous bulk scraping of third-party sites - the API is scoped to a workspace that the account owner has verified.

Pricing

$99 USD per month per website, billed monthly, cancel any time, 3-day free trial, no sales call. Sign-up is self-serve at https://app.rankspot.ai/auth/signup. Full breakdown on the pricing page.

Discovery documents

• /openapi.json - OpenAPI spec for the /v1 Public API
• /.well-known/ard.json - Agentic Resource Discovery catalog
• /.well-known/agent-card.json - A2A agent card
• /.well-known/agent-skills/index.json - Capability index
• /.well-known/mcp/server-card.json - MCP server card
• /.well-known/api-catalog - RFC 9727 API catalog
• /sitemap.xml - Page index

Humans

Documentation at https://www.rankspot.ai/docs, email general@rankspot.ai, or go back to the homepage.