Moonshot's Kimi models carved out a distinct niche: extreme long-context reasoning and agentic persistence — the ability to hold hundreds of pages of material in one pass and grind through multi-step research without losing the thread. Applied to finance, that profile suggests a specific superpower: whole-sector analysis in a single context window. Ten companies, ten years of statements, estimates, and ownership data — reasoned over simultaneously rather than one retrieval at a time.
The catch: that only works if a data source can actually deliver a sector's worth of structured financials on demand.
Feeding the Context Window
The Eulerpool API is built for exactly this consumption pattern: bulk, structured, deterministic. Full statement history for 50,000+ global companies, estimates with revisions, insider trades, ownership, short interest, segments, supply chains, and macro — 100+ million data points, every one typed and source-linked, served at sub-10ms latency so filling a million-token context takes seconds, not minutes.
- MCP-native: the Eulerpool MCP server exposes 250+ tools that Kimi's agentic mode calls directly — it plans the queries, pulls the sector, and synthesizes.
- Consistent schemas across markets: a Japanese industrial and a German insurer return the same field structure, which is what makes cross-company reasoning at scale reliable.
- Throughput pricing: $99/month for 1M calls, $499/month for 10M — bulk analysis without bulk-contract economics.
Research Passes That Exploit Long Context
- "Load five years of statements for every listed European airline and explain who actually has operating leverage."
- "Read this sector's insider activity, short interest, and estimate revisions together — where do all three agree?"
- "Trace the semiconductor equipment supply chain and rank second-order beneficiaries of capex guidance raises."
These are questions that defeat retrieval-one-fact-at-a-time assistants — and they are exactly where a long-context model with a structured data firehose shines.
Get a free API key (100,000 calls/month) and run your first whole-sector pass today. For the general pattern, see our guide to the best financial data API for AI agents.