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

# Course Schedule

> Select daytime courses prioritizing Prof. Yulian’s sections, match required exams from master table, exclude exemptions, and output sorted exam schedule.

> **Toolathlon-Verified** · Website task ID `34` · Canonical task `course-schedule`
>
> [View the task source at `d57361c0`](https://github.com/hkust-nlp/Toolathlon/tree/d57361c0f1582cf9a0675c0753315bb6b004bd0e/tasks/finalpool/course-schedule)

## 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/QdN2Y6f6c_GBV7Vj/icons/memory.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=9280e891d0fea0e3993b713319972cf1" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/memory.png" />

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

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/QdN2Y6f6c_GBV7Vj/icons/excel.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=cadff9a1748ae18b2d36eabf71bc7f59" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/excel.png" />

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

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/QdN2Y6f6c_GBV7Vj/icons/pdf.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=215557dd55e2300517dbb11384c0c49b" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/pdf.png" />

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

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/ucpMq24upueB4g4R/icons/fetch.png?fit=max&auto=format&n=ucpMq24upueB4g4R&q=85&s=84d5b12d1720f1f17b5fb5c5b9901074" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="14" height="14" data-path="icons/fetch.png" />

          <span className="mcp-server-name">fetch</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/QdN2Y6f6c_GBV7Vj/icons/google_search.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=97e296f59b192ca722abc473a9b8f609" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/google_search.png" />

          <span className="local-tool-name">web\_search</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

My personal information is stored in Memory. The workspace contains my course schedule and a master exam table (in Excel format). The courses I need to take this semester are in list.txt.
Please help me choose the right courses. I can only take one of each course. I have club activities in the evening, so I'll only take daytime courses. Also, my favorite teacher is Yulian(郁莲). if she teaches any required courses, please make sure to take her.
Based on my personal information, please first help me find the right specific courses. Then, help me find the exams I need to take this semester. Save the exam information in the workspace in a file named exam\_schedule.jsonl. The format should refer to `format.md`.
All information must match the Excel file. If a course is not required this semester(Course exemption), omit it. Finally, sort the objects in the JSONL file by exam time.

## Initial State

### Local Workspace

<div className="file-tree">
  <a href="https://github.com/hkust-nlp/Toolathlon/tree/d57361c0f1582cf9a0675c0753315bb6b004bd0e/tasks/finalpool/course-schedule/initial_workspace">workspace</a>/
  ├── memory/
  │   └── memory.json
  ├── course.pdf
  ├── exam.xlsx
  ├── format.md
  └── list.txt
</div>

## 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_course-schedule)
* ❌ [Deepseek-v3.2-Exp](https://toolathlon-traj.xyz/deepseek-v3.2-exp_course-schedule)