1 findingStatic scanned
Lets your assistant reason through a problem in numbered steps, revising and branching as it goes.
484.3k installs/moSEE LICENSE IN LICENSE
Vantage AI Visibility MCP
vantagemcp · MCP server
Vantage AI Visibility tells you whether AI answer engines cite your website. Its tools check prompt coverage, find cited questions and citation leaders, analyse citation trends, structure and gaps, and review check history and usage. This package links clients that start MCP servers as a local command to the hosted Vantage server, which you sign in to from the browser or reach with an API key.
Written by ooruby from the README of vantage-ai-visibility-mcp 1.0.0.
Not claimed by its maker. Is this yours? Prove it and answer the findings
Why it's useful
You can see whether AI assistants actually cite your site, for which questions, and who gets cited instead, rather than guessing.
What you could do with it
- Ask whether ChatGPT, Gemini, Perplexity or Google AI Overviews cite your site for a given prompt.
- Find which questions currently cite your site and who is cited in your place.
- Look at how your citations change over time and review the history of earlier checks.
Written from its documentation: what it says it can do, not what our checks found.
Maintenance
Not measuredNo release date is on record for this package yet. The nightly publisher check records one as it reaches each npm package, about once every ten nights.
Release activity only: it says nothing about quality or safety, and a finished small package can be fine without releases. How it is measured
- Command execution is bounded
- inventory
- node child_process (index.js:6)
- An inventory of where the code starts another program, not a verdict on this row: whether each one runs a fixed program or whatever it is handed takes a reading by hand.
- Licence and provenance
- finding
- no LICENCE file at the root (.)
- Data handling disclosed
- finding
- no statement of what it reads, writes or sends (README.md)
Published because it was found. A finding is information about where the limits are, not a verdict that the software is unsafe.
What this does not cover
- Everything. Treat it as you would software from anywhere else.
Receipt history: every signed receipt for every version of this listing, and what changed between them.
In its maker's words
AI visibility MCP server: checks whether ChatGPT, Gemini, Perplexity and Google AI Overviews cite your site. Connects any stdio MCP client to the hosted Vantage server.
Compare with
Compare all 4How far this has been checked
Static scanned
- What it establishes
- Its published package, or for a hosted server its source repository at a recorded commit, was read file by file, without running it, by every check in our current scan.
- What it does not
- How it behaves when it runs, or anything the scan does not read yet: several rubric checks, the repository's history, and compiled code in folders named dist or build. For a hosted server, that the endpoint runs the code that was read. The ooruby Index sets out exactly what was read.
- Exactly what was read
- Version 1.0.0, the file with digest sha512-wtRrSEo2sDBNYWGFpa17sy2I5ke7nTvouRP9rmIOSz2wtF31WaZ0ldjCIiyImhe7zAp3CY/qid7Fj6uPxikRTg==, as the registry publishes it. A published version cannot be replaced, so this names the same bytes for anyone who checks.
- Authentication
- Runs locally. No hosted endpoint is listed for this package. You run it on your own machine, so there is no endpoint of ours to authenticate against.
Adding it
Paste this into your client's MCP configuration.
{
"mcpServers": {
"vantage-ai-visibility-mcp": {
"command": "npx",
"args": [
"-y",
"vantage-ai-visibility-mcp@1.0.0"
]
}
}
}Or run it directly.
npx -y vantage-ai-visibility-mcp@1.0.0Pinned to 1.0.0, which is the version the findings above were found in. Drop the version to take whatever is newest, and the report on this page stops describing what you installed.
Where this came from
- Registry
- npm
- Package
- vantage-ai-visibility-mcp
- Version read
- 1.0.0
- Resolved
- 2026-10-10
No build provenance published. The repository above is the one the publisher declared, and nothing links it to the package you would install. That is not a mark against this listing, since most packages are published this way, but it is a check nobody can run.
The badge, if this is your listing
It renders the current rung (static scanned) and links back here, where what that does and does not establish is one click away. It updates itself as the evidence deepens.
[](https://ooruby.com/market/vantage-ai-visibility-mcp)About this listing
- Kind
- MCP server
- Category
- Research
- Pricing
- Free
- Sandbox
- No
- Hosted
- No
- Updated
- 2026-10-08
Similar MCP servers
All MCP serversVerification records what our published tests found on a specific version at a specific date. It is not a warranty, and it does not certify that software is free of defects.