A free remote MCP server that gives an assistant two read-only checks: an estimated brand visibility score in AI buyer prompts and an audit of a website's AI-cr
What you can do
Estimate brand visibility in a sample of AI buyer prompts, returning a 0-100 proxy score, named competitors and top fixes, with a stated 15-market scope for ChatGPT, Perplexity and Google AI mentions. Audit a public website's readiness for AI agents, covering crawler access, llms.txt, structured data, discovery files and metadata, returning a 0-100 score and specific gaps. Both tools are read-only and free.
When to use it
Useful when you want a quick, free directional read on how a brand might appear in AI assistant answers, or a checklist-style audit of whether a public site is set up for AI crawlers and agents. Suited to early exploration rather than authoritative measurement.
Requirements
A remote streamable HTTP endpoint; no packages, environment variables or headers are declared, and no authentication is declared. Network access to the endpoint is needed.
Before you install
The visibility score is explicitly a proxy estimate, not a measurement or ranking from ChatGPT, OpenAI or any named assistant, so it should not be treated as verified data. Both tools are described as read-only and free, with no credentials requested.
Enable the server for the chats that should use its tools.
Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.
Use with an agent
Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.
Read https://sourceweft.com/mcp/work.agentexchange.aivisibility%2Fai-visibility-mcp/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.
Read-only estimate of brand visibility in a representative large-language-model buyer-prompt sample. It is not a measurement or ranking from ChatGPT, OpenAI, or any named assistant. Returns a 0-100 proxy score, named competitors, and top fixes. Free.
Parametersurlbrandrequiredmarketcategoryrequired
check_agent_readiness
Check Agent Readiness
Read-only audit of whether a public website is ready for AI agents: crawler access, llms.txt, structured data, discovery files, and metadata. Returns a 0-100 score and specific gaps. Free.
Parametersurlrequired
Version history
1
v1.1.0LatestSep 16, 2026
Score
72%
72% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
Reached in the last 30 daysRequired25 pts
Auth declaredRequired10 pts
Tools listedRequired15 pts
DescriptionRequired15 pts
Logo10 pts
Publish an icon in the registry entry.
Documentation15 pts
Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.
LicenseNot applicable
A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.