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

$META

BULLISH2026-10-21

Price around the call

↑ 2026-10-21

By horizonMaturing · ~19 trading days to go

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21d

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Original post

Shay Boloor · 2026-10-21

Zuckerberg says Muse is still expensive to run but expects to "improve compute cost efficiency by more than 10-fold over the next year." A big part of that comes from using spare compute $META already owns which could help make Muse profitable at scale even as total AI spending continues to grow.

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