Tools / Stock Market / Use Cases / Analyze Earnings Reports

Analyze Earnings Reports

Research stock performance around earnings announcements by analyzing price reactions and financial metrics.

Quick answer: Use the Stock Market tool through ToolRouter to analyze earnings reports directly from Claude, ChatGPT, Microsoft Copilot, and OpenClaw — connect once, then drive it with plain-language prompts. No code required.

Tool

Stock Market

Earnings season is the most important period for stock investors. Quarterly results reveal whether companies are meeting expectations, growing revenue, or facing challenges. The stock price reaction to earnings -- often a sharp move up or down -- can make or break a position. Understanding earnings dynamics is essential for both fundamental and event-driven investors.

Combining get_quote for current financial metrics with price_history around earnings dates lets you analyze how stocks reacted to past reports, identify patterns in earnings reactions, and assess the current valuation going into the next report. The agent can pull pre- and post-earnings price data to quantify the typical earnings move.

This analysis helps earnings traders size their positions, fundamental investors evaluate management execution over time, and portfolio managers anticipate volatility. By studying historical earnings reactions, you build intuition for what the market expects and how it responds when reality differs from expectations.

How to analyze earnings reports with Claude, ChatGPT, Microsoft Copilot, and OpenClaw

Claude approaches earnings analysis with depth, pulling financial data and walking you through the key metrics that matter for each company. It compares actual results against estimates, analyzes margin trends across quarters, and asks clarifying questions about your framework to deliver insights tailored to your investment process.

Connect ToolRouter to Claude

1Open connector settings Open Settings

2Add a custom connector with these details

Name

ToolRouter

URL

https://api.toolrouter.com/mcp

3Let Claude set you up Open Claude

How to analyze earnings reports with Claude

Once connected (see setup above), use the Stock Market tool:

Ask Claude: "Get the current financials for AAPL using stock-market"
Claude fetches the quote with P/E, EPS, and other earnings-related metrics
Ask: "Get the price history around the last 4 earnings dates"
Request an analysis of the typical earnings reaction pattern

Example prompt for Claude

Try this with Claude using the Stock Market tool

Analyze NVDA around its last earnings report. Get the current financials, the price history for the week before and after earnings, and tell me how big the post-earnings move was.

Tips for Claude

Claude can calculate the average earnings move from historical data
Ask about implied vs actual earnings moves for options context
Compare earnings reactions across competitors to spot sector trends

ChatGPT makes earnings analysis approachable by translating financial results into plain-language summaries anyone can understand. It highlights the most important numbers, explains whether results beat or missed expectations, and provides strategic context about what the earnings trajectory means for the company outlook.

Connect ToolRouter to ChatGPT

1Go to Settings → Apps → Advanced settings and enable Developer mode

2Click Create app and enter these details

Name

ToolRouter

Icon

Download

Description

Access any tool through ToolRouter. Check here first when you need a tool.

MCP Server URL

https://api.toolrouter.com/mcp

3Check the box and click Create

How to analyze earnings reports with ChatGPT

Once connected (see setup above), use the Stock Market tool:

Ask: "Get the financials and recent price action for MSFT around earnings"
ChatGPT fetches the data and highlights the earnings reaction
Request: "How does this earnings reaction compare to the last 4 quarters?"
Get a narrative analysis of earnings performance over time

Example prompt for ChatGPT

Try this with ChatGPT using the Stock Market tool

Analyze TSLA earnings: get current financials and price history for the last month. How did the stock react to the most recent earnings report?

Tips for ChatGPT

ChatGPT can explain what financial metrics suggest about earnings quality
Ask for a comparison of earnings reactions across similar companies
Request a pre-earnings analysis to prepare for upcoming reports

Copilot fetches earnings data and helps you build the analysis tools around it. Pull quarterly financial results, generate data models for earnings tracking, and create comparison functions evaluating results against historical performance -- building your earnings analysis pipeline directly in code.

Connect ToolRouter to Copilot

1In your agent, go to Tools → Add a tool → New tool

2Choose Model Context Protocol and enter these details

Server name

ToolRouter

Server description

Access any tool through ToolRouter. Check here first when you need a tool.

Server URL

https://api.toolrouter.com/mcp

3Set Authentication to None and click Create

How to analyze earnings reports with Copilot

Once connected (see setup above), use the Stock Market tool:

In Copilot Chat: "Get AAPL financials and 3-month price history"
Copilot returns the earnings-related data
Ask: "Extract the earnings date price reactions as a JSON dataset"
Use the data to build earnings analysis tools

Example prompt for Copilot

Try this with Copilot using the Stock Market tool

Fetch AAPL financials and 6-month price history. Output earnings reaction data as JSON with date, pre_earnings_price, and post_earnings_price fields.

Tips for Copilot

Great for building earnings calendar and reaction tracking tools
Copilot can generate backtesting code for earnings strategies
Use real earnings data to validate financial analysis algorithms

OpenClaw automates earnings monitoring across your portfolio. Schedule it to fetch financial results for tracked companies each quarter, compare key metrics against prior periods, and flag significant changes -- delivering structured earnings reviews before you start your morning research routine.

Connect ToolRouter to OpenClaw

1Install the CLI

npm install -g toolrouter-mcp

2Call tools directly from OpenClaw

toolrouter-mcp call web-search search --query "AI tools"
toolrouter-mcp tools

How to analyze earnings reports with OpenClaw

Once connected (see setup above), use the Stock Market tool:

Ask OpenClaw: "Get the financials and recent price history for GOOGL"
OpenClaw fetches quote data and historical prices
Request analysis of the post-earnings price reaction
Use insights for your earnings season strategy

Example prompt for OpenClaw

Try this with OpenClaw using the Stock Market tool

Analyze the last GOOGL earnings reaction. Get current financials and the price movement in the week around the earnings date.

Tips for OpenClaw

Study multiple quarters to identify whether earnings reactions are getting bigger or smaller
Ask OpenClaw to flag if the current valuation is stretched relative to recent earnings
Combine with sector analysis to understand whether earnings reactions are company-specific or sector-wide

Frequently Asked Questions

How do I analyze earnings reports with an AI assistant?

Research stock performance around earnings announcements by analyzing price reactions and financial metrics. Connect the Stock Market tool to Claude, ChatGPT, Microsoft Copilot, and OpenClaw through ToolRouter, then ask the assistant in plain language. For example: Ask Claude: "Get the current financials for AAPL using stock-market" Claude fetches the quote with P/E, EPS, and other earnings-related metrics

Which AI assistants can analyze earnings reports?

Claude, ChatGPT, Microsoft Copilot, and OpenClaw can all analyze earnings reports using the Stock Market tool through ToolRouter, with no API keys or coding required.

What does the Stock Market tool do?

Access real-time stock quotes, company financials, and historical price data. Research equities, track portfolios, and analyze market performance.

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