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

← @oguzerkan

$GOOG

BULLISH2026-08-08

Price around the call

↑ 2026-08-08

By horizonMaturing · ~0 trading days to go

✗ -3.3%

✗ -4.0%

21d

…

Original post

Oguz Erkan · 2026-08-08

I’ve always thought AI models would be commoditised fast but.. If $GOOG is struggling to catch Anthropic and OpenAI, doesn’t this mean catching the frontier isn’t that easy without distillation even if you have vast resources? What are you all thinking about this?

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