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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).

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← @matthew_sigel

$GOOGL

BULLISH2026-07-22

Price around the call

↑ 2026-07-22

By horizonMaturing · ~17 trading days to go

1d

✓ +0.5%

5d

…

21d

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Original post

matthew sigel, recovering CFA · 2026-07-22

$GOOGL How much are they earning from token sales? An estimate: Per the call, GOOGL AI model APIs are processing ~22B tokens per minute (+38% q/q; ~270% annualized), with 500 cloud customers >1 trillion in LTM and 2k enterprises >100B in LTM. Existing customers are exceeding their commitments by >50%. Rough sizing attempt with Claude on this: Assuming 22B tokens per minute (implies 11.6 quadrillion per year run-rate), and pricing between $0.10 and $2.00 per million, would imply revenue between $1.2B - $23B (likely on lower half range, considering this skews to cheap flashlite/free tier models AND includes Google's own internal consumption, which is included in token count but NOT in Cloud revs). Also probably makes more sense to only assume ~70% of these tokens have any monetizatio