Each server is a focused surface an analyst connects to Claude, Grok, or any MCP client — returning primary-source financial data an LLM cannot fabricate from memory: point-in-time, survivorship-complete, and cited to the filing.
What was actually knowable on a date — no hindsight. Real backtests, not leakage.
The failures are in the denominator, not just the winners the model remembers.
Every number carries its filing + snippet. NULL means unknown, never invented.
SEC filings, 13F, N-PORT, ADV, funding rounds — live, past any training cutoff.
On a public finance-analyst benchmark, Claude alone scores 0/50. With Kaleidoscope tools it scores 10/50 — and contradictions halve. The lift comes entirely from the data these servers provide.