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

← @jiahanjimliu

$IREN

BULLISH2026-07-27

Price around the call

↑ 2026-07-27

By horizon✓ hit+13.2%

✗ -12.1%

✓ +16.3%

21d

✓ +13.2%

Original post

Jim Liu · 2026-07-27

$IREN / FireworksAI: Kimi K3 Incredible Demand Day 0 FireworksAI has the best performance but severely out of GPUs: 1. Fireworks has 145% Throughput of MoonShot AI at 57% the latency. 2. Fireworks has 228% Throughput of Nebius at 56% the latency. GPU shortage is absolutely hammering FireworksAI uptime as it's uptime dropped for 99.99% at the beginning of the morning to 99.29% mid morning to 84.94% now! This is partially because FireworksAI is the ONLY AI Platform to provide both managed inference and managed training for Kimi K3. Managed training takes alot more GPUs than managed inference. FireworksAI needs to increased their contract capacity with $IREN ASAP! Credits for Live Stats: @JordanNanos

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