KILLBOT / RESEARCH API
Equity research your agent can cite.
Ask for any US-listed stock or Hyperliquid perpetual. Every number in the report links to its source: an SEC filing, a price series or a named data provider. What the report cannot see, it says.
What a report contains.
- Rating with confidence
- A view with low, medium or high confidence. Confidence drops automatically when a binary event, such as an earnings report, is days away.
- Company outlook in numbers
- Revenue guidance and order backlog parsed from the company’s own results release (SEC 8-K), with the link.
- Valuation that fits the company
- P/E where earnings exist; EV/sales on trailing and guided revenue where they do not. Same-session peers from a fixed industry set.
- Around the next report
- How the stock moved after each past results release, and what today’s multiple implies if guidance is cut or raised.
- Cash generation
- Operating cash flow, capex, free cash flow, stock compensation and dilution over the trailing twelve months.
- Blind spots, stated
- What the report could not see: a missing transcript, calendar or estimate is named, not silently skipped.
Sample: Aehr Test Systems (AEHR), 31 Oct 2026.
Excerpts from a live report two days before the company’s results. Guidance and backlog come from its results release on SEC EDGAR ↗; price reactions are measured from the close before each past release to the close after it.
| Metric | Reading |
|---|---|
| Company revenue guidance, fiscal 2027 | $130M – $150M |
| Guided revenue vs. trailing twelve months | +180% |
| Order backlog, as reported | $100M |
| EV / sales, trailing twelve months | 31.3× |
| EV / sales on the guidance midpoint | 11.2× |
| Scenario | Change |
|---|---|
| Typical past rise after a report | +23.8% |
| Typical past fall after a report | −17.4% |
| Guidance cut to its low end, multiple unchanged | −6.6% |
| Guidance raised to its high end, multiple unchanged | +6.6% |
Rating in that report: Underweight, confidence low (report in two days). Past moves are history and guidance is the company’s forecast; neither is a prediction or a price target. Research, not investment advice.
Plans.
- Starter — $19 / 30 days
- 4 analyses per UTC day over MCP, REST and your account.
- Pro — $49 / 30 days
- 14 analyses per UTC day over MCP, REST and your account.
Prepaid in USDC on Base; nothing renews automatically. Create an invoice in your account and access starts after the transfer confirms.
MCP tools.
Endpoint: https://api.killbot.cash/research/mcp (Streamable HTTP, OAuth or a bearer token).
research_capabilities- Coverage, plans and current limits. Call it first.
create_analysis- Queue a report for a stock or Hyperliquid perpetual; counts toward your daily plan.
get_analysis- Status and a compact summary (a few KB); detail=full returns the whole report.
get_analysis_evidence- The evidence ledger behind a report, page by page.
list_analyses- Your recent private analyses.
compare_analyses- What changed between two reports on the same asset.
track_record- How past ratings did against QQQ or BTC over 30 and 90 days.
cancel_analysis- Cancel a queued analysis or stop a running one.
What it is not.
Reports are model-written research on published data. They do not place orders, touch exchange accounts or give personal investment advice. Ratings are views, not calibrated probabilities; the public track record ↗ measures them against benchmarks over 30 and 90 days.