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

BULLISH2026-08-21

Price around the call

↑ 2026-08-21

By horizonMaturing · ~8 trading days to go

✗ -0.7%

✗ -3.1%

21d

…

Original post

Oguz Erkan · 2026-08-21

OpenAI made a mistake by focusing on consumers early on, while Anthropic focused on enterprises. However, the consumer market can still be insanely valuable. OpenAI just needs to follow $GOOG's footsteps. It has to make the product free and monetize via ads. This was possible for $GOOG because traditional search is 10 to 100x cheaper than LLM search. But given that the cost of LLM tasks should also decline in the future, OpenAI can make consumer business largely free and monetize via ads. This could be a game-changer for OpenAI's revenue trajectory and for the whole AI buildout.

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