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Earnings intelligence

Developers · MCP server

Earnings call intelligence inside your AI assistant.

Connect Claude, Cursor, VS Code or any MCP client to Context Elite. Your assistant can then search what listed companies said on their earnings calls, by business function, compare them side by side and read their guidance as numbers. Every answer names the call and its date.

Set it up

  1. Create a key

    On a Pro or Elite plan, open your account. Under API keys, name a key and create it. Copy it straight away: it is shown in full once.

  2. Add the server to your client

    The server address is:

    https://contextelite.com/mcp

    Run once in a terminal:

    claude mcp add --transport http context-elite https://contextelite.com/mcp \
      --header "Authorization: Bearer YOUR_KEY"

    Replace YOUR_KEY with your key.

  3. Ask

    Your assistant picks the tools itself. Some questions to start with:

    • “Which European industrial companies talked about tariff mitigation since July? Group them by country.”
    • “Compare what NVIDIA, AMD and Intel said about their AI strategy on their latest calls.”
    • “What challenges did Nestlé report on its last two calls, and what did it commit to?”
    • “How many companies mentioned price increases this year, and in which sectors?”

The tools

All seven are read-only. Each call returns JSON, and the same data as structured content for clients that read it.

ToolWhat it does
search_companiesFind companies by name, ticker, sector, country or region.
get_companyA company profile and every analysed call, with how much each category holds.
get_insightsWhat a company said on its latest calls, by business function.
search_insightsSearch every insight, with the number of matches and companies counted for you.
list_categoriesThe 15 business-function categories, and which ones your plan reads.
compare_companiesTwo to eight companies side by side on one category.
get_guidanceGuidance as numbers: metric, period, low, high, midpoint and unit.

What an answer holds

Answers are Context Elite’s analysis of each call: a short headline and a one-to-two-sentence description per point, grouped into 15 business functions, plus counts and guidance figures. Each one carries the fiscal period, the date of the call and a link to the company page.

Full transcripts and verbatim quotes stay on contextelite.com, where every company page shows its sources. That keeps answers short, so your assistant spends its context on reasoning.

{
  "ticker": "NVDA",
  "calls": [{
    "period": "Q2 2027",
    "date": "2026-08-31",
    "insights": {
      "ai_strategy": [{
        "header": "Full-stack AI factory platform captures larger TAM",
        "description": "Management positions NVIDIA as selling complete AI factory systems rather than individual chips…"
      }]
    }
  }],
  "page": "https://contextelite.com/company/NVDA",
  "calls_left_this_month": 4987
}

Plans and limits

The MCP server comes with the Pro and Elite plans. Calls are counted per account across all its keys, and the count starts again on the 1st of each month.

FeatureProElite
Price$30 / month$120 / month
Tool calls a month5,00025,000
CategoriesAll 15All 15
ToolsAll 7All 7

See every plan. Need more calls, bulk data or a feed for your own product? Write to engin@oldschool.ag.

Good to know

Keys
An account holds up to five keys. Give each client its own, and revoke one on your account page whenever you like: it stops working at once. Keep keys out of shared code and screenshots.
When something is off
Tools answer with a plain sentence your assistant can act on: a missing key, a category your plan does not include, or the month’s calls used up, each with where to go next.
Freshness
New calls are added through each earnings season. get_company lists the calls held for a company, newest first.
Use
For your own research and analysis. Republishing the data in bulk or building it into a product needs a Custom agreement: write to us.