Why it holds up
The hard part, done
The data engineering behind the answers — the same rules the Kaleidoscope Console runs on, so both products give one answer per question.
Guarded market cap
Cap figures are cross-checked against 13F-implied value, with ADR ratios applied only when they pass plausibility checks — so the MCP and the Console never disagree on TSM or BABA.
Filings by accession
Every fact carries its accession number, and filings open from our own store — never a brittle SEC.gov link.
Estimates say so
Projected earnings dates and estimated ex-dividend dates are labelled as estimates in the result fields, never passed off as confirmed.
The tools
What the overview licence unlocks
10 tools live · 8 landing. Tools marked “landing” are specified against a live Console report and arriving next.
resolve
any company, person, investor or fund name → canonical ids
Live
get_company_profile
one-call signal snapshot: classifiers, 8-Ks, insiders, price
Live
catalyst_calendar
what's coming, with confidence scores
Live
upcoming_earnings
confirmed vs projected report dates
Live
earnings_surprise_history
surprise history with the day-1 move
Live
compare_companies
signal profiles of 2–5 companies side by side
Live
company_snapshot
the Console snapshot in one call — cap, ownership mix, short interest
Landing
get_filing
open any filing or exhibit by accession, as text
Landing
company_people
the current officer and director roster
Landing
Try these first
Three questions to ask tomorrow
Brief me on NVDA — signals, events, and insiders, each cited.
What's on AMD's event calendar this quarter?
Compare MSFT and GOOGL's latest filing signals.
Who runs on it
Desks that lead with overview
Hedge funds
Idea generation, 13F flow, activist campaigns, and company deep-dives — answered inside your AI client with every...
Accounting
Non-reliance 8-Ks, auditor changes, impairments, and XBRL fundamentals — screened in plain English and cited to the...
The other families