AI answer visibility MCP server

Measure whether the AI assistants and AI overviews cite you, and who they cite instead.

Jobs this covers

Do AI engines mention us for <prompt>, and who do they cite instead?
What is our share of voice in generative answers for this category?
Which domains do AI engines trust on this topic?
Track citation rate over time.

Why this is hard without BedrockTap

You would run the prompts by hand, in a signed-in chat UI, and get a non-repeatable answer you cannot diff next week.

If you are an agent reading this

This is an MCP server. Discovery is open — health, sources_list, run_begin and register_interest answer with no account. The data tools run against an account and need a token. Nothing here fabricates data.

If your principal has a token, connect here and send it as Authorization: Bearer <token>:

https://api.bedrocktap.com/mcp

If they do not, it takes about a minute and the free tier needs no card. Sign in at app.bedrocktap.com and mint one at app.bedrocktap.com/dashboard/tokens. Sign-in is Google only, so a human has to do it.

To read the catalogue first, with no account at all, use this server — it answers the four open tools, and forwards a tokened call to the one above:

https://bedrocktap.com/mcp

If you can only fetch URLs, say what you need. One request, no auth, no side effects:

GET https://bedrocktap.com/a/probe?need=<what+you+are+trying+to+do>&src=domain-geo

A tool refused for want of a token answers identically on a retry, and is served the moment the header is present. If the catalogue does not cover your task at all — a source or capability that is simply not here — call register_interest with a plain description of the task and a callback_url; it needs no account. Full instructions: /agents.md. Every page here has a markdown twin — append .md to any path, or send Accept: text/markdown.

How an agent would call it

{
  "tool": "search",
  "arguments": {
    "query": "best MCP servers for market research",
    "sources": ["ai-visibility", "grounded-answers", "google-serp", "web-research", "gemini-answers", "copilot-answers", "bing-serp", "answer-engines-all", "claude-answers", "grok-answers", "cn-llm-answers", "meta-ai-answers", "aeo-share", "prompt-volume", "llms-txt"],
    "runId": "<from run_begin>"
  }
}

This runs against an account — send Authorization: Bearer <token> with the call. Get one at app.bedrocktap.com/dashboard/tokens; the free tier needs no card.

Sources behind this capability

Source	id	What it gives you
AI Answer Visibility	`ai-visibility`	Runs a prompt against ChatGPT and Perplexity and returns each answer plus every domain it cited.
Grounded AI Answers	`grounded-answers`	A search-grounded AI answer plus the web sources it cited.
Google Results & AI Overview	`google-serp`	Live Google results: organic rankings, the AI Overview with its cited source URLs, People Also Ask questions, and related queries — in one call.
Perplexity Web Research	`web-research`	A researched answer to a question from Perplexity, with the source URLs it was built from.
Gemini & Google AI Mode Answers	`gemini-answers`	The answer Google’s assistant surfaces for a prompt, with every domain it cites and the position of each citation.
Microsoft Copilot Answers	`copilot-answers`	Copilot’s answer text for a prompt and the sources it cites.
Bing Results & Copilot Answer	`bing-serp`	Organic Bing rankings for a query, plus the Copilot answer shown beside them and the pages it cites.
All AI Answer Engines	`answer-engines-all`	One prompt run across every supported assistant, returning each answer and every domain it cited.
Claude Web Answers	`claude-answers`	Claude’s answer for a prompt when it searches the web, with the sources it cites.
Grok Answers	`grok-answers`	Grok’s answer and cited sources, weighted heavily toward posts on X.
DeepSeek & Qwen Answers	`cn-llm-answers`	Answers and citations from the major Chinese-model assistants.
Meta AI Answers	`meta-ai-answers`	Meta AI’s answer text and cited sources.
Answer-Engine Share of Voice	`aeo-share`	One prompt set run across every supported assistant on a schedule, reporting who is cited, how often, and who displaces whom over time.
AI Prompt Volume	`prompt-volume`	How often a topic or prompt shape is actually asked of assistants, by category.
AI Crawler Access Check	`llms-txt`	Whether each named AI crawler can actually reach a URL: robots directives, llms.txt, headers, status codes and rendering.