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

# Self Implemented Tookits

> Toolkits we implemented to make it more robust and capable for our complex evaluation.

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  {/* python */}

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In addition to selecting from existing publicly available MCP servers, we also implemented several local servers for the model to call.

<div align="center">
  <table class="self-impl-table">
    <thead>
      <tr>
        <th>Tookit</th>
        <th>Description</th>
        <th>Tools</th>
      </tr>
    </thead>

    <tbody>
      <tr>
        <td class="server-name">sleep</td>
        <td class="server-impl-description">Sometimes other servers raise some errors and the agent has to wait for a while.</td>
        <td class="server-tools"><span class="tool-count">1</span></td>
      </tr>

      <tr>
        <td class="server-name">claim\_done</td>
        <td class="server-impl-description">Claim the task has been done.</td>
        <td class="server-tools"><span class="tool-count">1</span></td>
      </tr>

      <tr>
        <td class="server-name">handle\_overlong\_tool\_outputs</td>
        <td class="server-impl-description">Truncate overlong tool outputs to a preset threshold (100K characters) instead of placing
        the entire response into the context.</td>
        <td class="server-tools"><span class="tool-count">4</span></td>
      </tr>

      <tr>
        <td class="server-name">manage\_context</td>
        <td class="server-impl-description">Enable the model to know the context it has used, and do truncation.</td>
        <td class="server-tools"><span class="tool-count">3</span></td>
      </tr>

      <tr>
        <td class="server-name">history\_search</td>
        <td class="server-impl-description">Enable the agent to search some contents in the interaction history, for instance, if some important information is lost after truncation, this tool will be useful.</td>
        <td class="server-tools"><span class="tool-count">5</span></td>
      </tr>

      <tr>
        <td class="server-name">python\_execute</td>
        <td class="server-impl-description">Execute a python script.</td>
        <td class="server-tools"><span class="tool-count">1</span></td>
      </tr>

      <tr>
        <td class="server-name">web-search</td>
        <td class="server-impl-description">Enable the agent to search the internet for content.</td>
        <td class="server-tools"><span class="tool-count">1</span></td>
      </tr>
    </tbody>
  </table>
</div>