OperStack MCP
OperStack provides a free remote MCP server that allows AI assistants to measure a public website's visibility to AI answer engines. It offers tools to score sites on AI readability, compare up to four sites, check llms.txt maps, and read AI visit counters. Subscribers can also access weekly reports on how AI assistants mention their brand.
Endpoint and access
No sign-in: your client connects and lists tools immediately, with no account or key.
MCP endpoint (Streamable HTTP)
https://oper-stack.com/api/mcp/What you can do with it
- Score a public site out of 100 for AI visibility
- Compare up to four sites on the same AI-visibility scale
- Check if a site's llms.txt file leads to valid pages
- Read the site owner's AI visit counter data
audit_sitecompare_sitescheck_llms_txtai_visitscheck_counter_installedmy_visibilitywho_insteadfix_of_the_weekwhat_changedcheck_rivalmy_questions
Connect from your client
Each snippet registers the same endpoint; pick the client you use.
Claude Code
Claude Code configuration
claude mcp add --transport http operstack-mcp https://oper-stack.com/api/mcp/Codex
Codex configuration
codex mcp add operstack-mcp --url https://oper-stack.com/api/mcp/Cursor
Cursor configuration
{
"mcpServers": {
"operstack-mcp": {
"url": "https://oper-stack.com/api/mcp/"
}
}
}Cline
Cline configuration
{
"mcpServers": {
"operstack-mcp": {
"type": "streamableHttp",
"url": "https://oper-stack.com/api/mcp/",
"disabled": false
}
}
}VS Code
VS Code configuration
{
"servers": {
"operstack-mcp": {
"type": "http",
"url": "https://oper-stack.com/api/mcp/"
}
}
}Gemini CLI
Gemini CLI configuration
gemini mcp add --transport http operstack-mcp https://oper-stack.com/api/mcp/Claude Desktop
Claude Desktop configuration
{
"mcpServers": {
"operstack-mcp": {
"url": "https://oper-stack.com/api/mcp/"
}
}
}Windsurf
Windsurf configuration
{
"mcpServers": {
"operstack-mcp": {
"serverUrl": "https://oper-stack.com/api/mcp/"
}
}
}Other ai and machine learning servers
Do you run OperStack MCP?
Prove ownership with a DNS record, a well-known file, or your Official MCP Registry entry, and your edits publish immediately. Proofs are re-checked weekly; admins can still hide or remove a listing.