Connect your AI client via MCP

Endpoint (paste into an MCP client — anonymous, free, no key)

https://mcp.koalcheck.com/mcp

Or copy this and send it to your AI to set it up:

Add the "koalcheck" MCP server to my client and connect. It is a remote Streamable-HTTP server at https://mcp.koalcheck.com/mcp — connect anonymously, no API key or login needed (the free tools work right away). If my client supports a remote/HTTP MCP server directly, just use that URL. If my client config only accepts a local command (e.g. Claude Desktop's mcpServers, which rejects a bare "url"), bridge it with command "npx" and args ["-y","mcp-remote","https://mcp.koalcheck.com/mcp"]. Then tell me to fully restart the client, and list the koalcheck tools you can call. It provides US-equity research tools built on an analyst track-record engine (who has actually been right, priced vs SPY, cross-checked with SEC & FINRA).

Capabilities User guide

← @jonahlupton

$AAOI

BEARISH2026-07-16

Price around the call

↓ 2026-07-16

By horizonMaturing · ~14 trading days to go

✗ +0.8%

✓ -1.6%

21d

…

Original post

Jonah Lupton · 2026-07-16

$AAOI now trading below 3x 2027 revenues with revenues expected to grow triple digits in 2026, 2027 and maybe 2028. Some of these valuations are starting to make absolutely no sense... keep in mind that hyperscaler capex is expected to exceed $800 BILLION this year and $1 TRILLION next year.

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