Scores whether AI assistants can read, understand and quote a public website. No account.
Connect Remote server
claude mcp add --transport http operstack https://oper-stack.com/api/mcp/ --header "X-OperStack-Key: <X_OPERSTACK_KEY>"
{
"mcpServers": {
"operstack": {
"url": "https://oper-stack.com/api/mcp/",
"headers": {
"X-OperStack-Key": "<X_OPERSTACK_KEY>"
}
}
}
}
{
"servers": {
"operstack": {
"type": "http",
"url": "https://oper-stack.com/api/mcp/",
"headers": {
"X-OperStack-Key": "<X_OPERSTACK_KEY>"
}
}
}
}
Settings > Connectors > Add custom connector
URL: https://oper-stack.com/api/mcp/
Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.
Tools 11 found in our last check
audit_siteScores any public site out of 100 on the five things an answer engine needs before it will quote a page: whether AI crawlers are allowed in, whether there is a map for agents (llms.txt), whether the entity is clear from schema, whether there is anything quotable, and whether pag…
compare_sitesRuns the same AI-visibility scoring on two to four sites and returns them side by side, so a score means something. Use it to see where a site is losing answers to a rival, area by area. A site that turns away automated readers is reported as unreadable.
check_llms_txtReads a site llms.txt, the file that tells an assistant which pages matter, and follows its links to see whether they still lead anywhere. Use it when someone asks about llms.txt or whether their map for AI assistants works.
ai_visitsReports how many visits each AI assistant sent to a site that runs the free OperStack counter. Needs the private token from the counter link, which only the site owner has. Returns visit counts per assistant, not individual visitors.
check_counter_installedLooks at a site page and says whether the OperStack visit counter line is really there, including the case where it is there carrying a different key. Use it when a counter reports nothing and the owner does not know why.
my_visibilityOperStack Watch subscribers, with their key. Whether ChatGPT (and Perplexity, when it answered) named the subscriber in answers to their 10 buyer questions at the last weekly check, the trend week by week, and the share of answers against the competitors named. The same numbers…
who_insteadOperStack Watch subscribers, with their key. For each of the 10 buyer questions at the last weekly check: whether ChatGPT (and Perplexity) named the subscriber, and which businesses they named instead. Then the sites these answers were built from and where to get mentioned.
fix_of_the_weekOperStack Watch subscribers, with their key. The fix of the week from the last Watch email: the buyer question it answers, who ChatGPT named instead, what to change, and the text to put on the site, word for word as in the email.
what_changedOperStack Watch subscribers, with their key. What moved between the last two weekly checks: how many answers named the subscriber in ChatGPT and Perplexity, the share of answers against each competitor, and the buyer questions where they were named or dropped.
check_rivalOperStack Watch subscribers, with their key. Scores a competitor site out of 100 on the same rules as the OperStack free check and the Watch email, and puts it next to the subscriber's own score from the last weekly check.
my_questionsOperStack Watch subscribers, with their key. Shows the 10 buyer questions Watch asks ChatGPT and Perplexity every week. Can also replace one question (number and new text) or all ten. Only change questions when the person asked for it. Changes apply from the next weekly check, a…
Headers
| Name | Description |
|---|---|
X-OperStack-KeyOptional, secret | Optional. Personal OperStack Watch key for the subscriber tools. The free tools work without it. |
Details
| Endpoint | https://oper-stack.com/api/mcp/ (Streamable HTTP) |
| First published | 8 Oct 2026 |
| Last updated | 8 Oct 2026 |
| Registry name | com.oper-stack/operstack |
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Listing data from the official MCP registry. Status and tools from NestDaddy's daily check. Browse all MCP servers.
