> ## Documentation Index
> Fetch the complete documentation index at: https://toolathlon.xyz/llms.txt
> Use this file to discover all available pages before exploring further.

# Quantitative Financial Analysis

> Create 2025_Market_Data with unadjusted daily Apple, Tesla, NVIDIA, and Meta data for June and July 2025, then post its URL and the required comment to the Quant Research Notion page.

> **Toolathlon-Verified** · Website task ID `223` · Canonical task `quantitative-financial-analysis`
>
> [View the task source at `d57361c0`](https://github.com/hkust-nlp/Toolathlon/tree/d57361c0f1582cf9a0675c0753315bb6b004bd0e/tasks/finalpool/quantitative-financial-analysis)

## Required Tools

<Card>
  <div className="tools-container">
    <div className="mcp-servers-container">
      <div className="mcp-servers-title">
        MCP Servers
      </div>

      <div className="mcp-servers-grid">
        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/QdN2Y6f6c_GBV7Vj/icons/filesystem.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=b4163322f58a72b712c697bdbeac85b9" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/filesystem.png" />

          <span className="mcp-server-name">filesystem</span>
        </div>

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/v2Ad3GlVGK-9gZ_R/icons/yahoo.png?fit=max&auto=format&n=v2Ad3GlVGK-9gZ_R&q=85&s=2ea18c5900a96dfb668a2225a5dc14c0" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/yahoo.png" />

          <span className="mcp-server-name">yahoo-finance</span>
        </div>

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/QdN2Y6f6c_GBV7Vj/icons/google_sheet.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=cfc5bfd3e57c319048ba7370f2bc57c0" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/google_sheet.png" />

          <span className="mcp-server-name">google\_sheet</span>
        </div>

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/QdN2Y6f6c_GBV7Vj/icons/notion.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=ef72c1a3e0c74d34c79035b8cb81ea1f" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/notion.png" />

          <span className="mcp-server-name">notion</span>
        </div>

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/v2Ad3GlVGK-9gZ_R/icons/terminal.png?fit=max&auto=format&n=v2Ad3GlVGK-9gZ_R&q=85&s=649c9eaee40fc4b5379e1faa127c84b7" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/terminal.png" />

          <span className="mcp-server-name">terminal</span>
        </div>
      </div>
    </div>

    <div className="local-tools-container">
      <div className="mcp-servers-title">
        Local Tools
      </div>

      <div className="local-tools-grid">
        <div className="local-tool-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/ucpMq24upueB4g4R/icons/claim_done.png?fit=max&auto=format&n=ucpMq24upueB4g4R&q=85&s=94ee5a6cf860bae09936a702c6c6c648" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="14" height="14" data-path="icons/claim_done.png" />

          <span className="local-tool-name">claim\_done</span>
        </div>

        <div className="local-tool-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/v2Ad3GlVGK-9gZ_R/icons/python.png?fit=max&auto=format&n=v2Ad3GlVGK-9gZ_R&q=85&s=6e4e3cca411e7f15013ce15afa0dd155" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/python.png" />

          <span className="local-tool-name">python\_execute</span>
        </div>

        <div className="local-tool-item">
          <Icon icon="filter-list" size={20} color="#4286f6" />

          <span className="local-tool-name">handle\_overlong\_tool\_outputs</span>
        </div>

        <div className="local-tool-item">
          <Icon icon="bars-progress" size={20} color="#4286f6" />

          <span className="local-tool-name">manage\_context</span>
        </div>

        <div className="local-tool-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/ucpMq24upueB4g4R/icons/history.png?fit=max&auto=format&n=ucpMq24upueB4g4R&q=85&s=25d885756cf14ced8475bd94adfdecb7" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="14" height="14" data-path="icons/history.png" />

          <span className="local-tool-name">history</span>
        </div>
      </div>
    </div>
  </div>
</Card>

## Instruction

Please create a Google Sheet named '2025\_Market\_Data' with a worksheet titled 'Jun-Jul\_2025', retrieve daily stock data for Apple, Tesla, Nvidia, and Meta for each trading day in June and July 2025, automatically excluding non-trading days, and record all these data in the 'Jun-Jul\_2025' worksheet following the existing examples in example.csv. I want the original prices rather than adjusted prices that account for stock splits and dividends. Once you have finished recording the data for each trading day in the worksheet, write the line 'Google Sheet : \{url}' on the 'Quant Research' Notion page, and add a comment at the top of that page stating exactly this: "Monthly market data is ready. The reporting team can view it directly"

## Initial State

### Local Workspace

<div className="file-tree">
  <a href="https://github.com/hkust-nlp/Toolathlon/tree/d57361c0f1582cf9a0675c0753315bb6b004bd0e/tasks/finalpool/quantitative-financial-analysis/initial_workspace">workspace</a>/
  └── example.csv
</div>

### Runtime Setup

This task initializes application or service state during preprocessing. [Review the pinned setup source](https://github.com/hkust-nlp/Toolathlon/tree/d57361c0f1582cf9a0675c0753315bb6b004bd0e/tasks/finalpool/quantitative-financial-analysis/preprocess).

## Legacy Trajectories

<Warning>
  These replays were produced on the original Toolathlon release. They are retained for historical inspection and are not Toolathlon-Verified results.
</Warning>

* ✅ [Claude-4.5-Sonnet](https://toolathlon-traj.xyz/claude-4.5-sonnet_quantitative-financial-analysis)
* ❌ [Deepseek-v3.2-Exp](https://toolathlon-traj.xyz/deepseek-v3.2-exp_quantitative-financial-analysis)