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

← @stocksavvyshay

$AAOI

BULLISH2026-08-06

Price around the call

↑ 2026-08-06

By horizon✗ miss-16.8%

✗ -2.0%

✓ +10.4%

21d

✗ -16.8%

Original post

Shay Boloor · 2026-08-06

$AAOI expects ~$1.1B in 2026 revenue with growth limited by production capacity and supply chain constraints rather than demand which management says is running up to 40% higher. Thats especially interesting because management says it expects to remain “the largest manufacturer domestically of optical transceivers for AI” which could become even more valuable if restrictions on Chinese suppliers tighten. Right now lasers and memory for 100G switches are the bottlenecks and management says Q3 growth could otherwise be above 50%.

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