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@jflam
Created August 22, 2025 00:29
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<!DOCTYPE html>
<html>
<head>
<meta charset="UTF-8">
<title>AI Coding Session Log Analysis Report</title>
<style>
body {
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
margin: 20px;
padding-bottom: 100px;
background-color: #f8f9fa;
}
.container {
max-width: 1200px;
margin: 0 auto;
background: white;
padding: 30px;
border-radius: 8px;
box-shadow: 0 2px 10px rgba(0,0,0,0.1);
}
.header {
text-align: center;
margin-bottom: 30px;
border-bottom: 2px solid #e9ecef;
padding-bottom: 20px;
}
.session-summary {
background: #e3f2fd;
padding: 20px;
border-radius: 8px;
margin-bottom: 30px;
border-left: 4px solid #2196F3;
}
.system-context {
background: #fff3e0;
padding: 20px;
border-radius: 8px;
margin-bottom: 30px;
border-left: 4px solid #ff9800;
}
.system-context-content {
max-height: 400px;
overflow-y: auto;
padding: 15px;
background: #fafafa;
border-radius: 4px;
border: 1px solid #ddd;
font-family: 'Monaco', 'Menlo', 'Consolas', monospace;
font-size: 13px;
line-height: 1.5;
white-space: pre-wrap;
word-wrap: break-word;
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.expandable-content {
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.expand-btn {
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cursor: pointer;
font-size: 12px;
}
.expand-btn:hover {
background: #0056b3;
}
.hidden {
display: none;
}
.interaction {
background: white;
border: 1px solid #dee2e6;
border-radius: 8px;
margin-bottom: 20px;
overflow: hidden;
}
.interaction-header {
background: #f8f9fa;
padding: 15px 20px;
border-bottom: 1px solid #dee2e6;
font-weight: 600;
color: #495057;
}
.interaction-content {
padding: 20px;
}
.user-query {
background: #e3f2fd;
border-left: 4px solid #2196F3;
padding: 20px;
margin-bottom: 30px;
border-radius: 8px;
}
.tool-activities {
margin: 15px 0;
}
.tool-activities::before {
content: "🔧 ";
font-size: 1.2em;
margin-right: 8px;
}
.tool-activity {
margin: 15px 0;
background: white;
border: 1px solid #e0e0e0;
border-radius: 6px;
padding: 12px;
}
.tool-call {
font-family: 'Monaco', 'Menlo', 'Consolas', monospace;
font-size: 14px;
color: #333;
margin: 0 0 8px 0;
white-space: pre;
background: white;
border: none;
padding: 0;
}
.tool-status {
display: flex;
align-items: center;
gap: 12px;
font-size: 13px;
background: white;
}
.thinking-time {
color: #e65100;
font-weight: 500;
}
.execution-time {
color: #1565c0;
font-weight: 500;
}
.status-indicator {
font-size: 16px;
}
.tool-details {
margin-top: 10px;
padding: 15px;
background: #f5f5f5;
border-radius: 4px;
border: 1px solid #ddd;
max-height: 400px;
overflow-y: auto;
}
.tool-details pre {
margin: 0;
font-family: 'Monaco', 'Menlo', 'Consolas', monospace;
font-size: 13px;
line-height: 1.4;
white-space: pre-wrap;
word-wrap: break-word;
}
.ai-response {
background: #e8f5e8;
border-left: 4px solid #4caf50;
padding: 15px;
border-radius: 4px;
}
.ai-response::before {
content: "🤖 ";
font-size: 1.2em;
margin-right: 8px;
}
.summary-stats {
display: flex;
justify-content: space-around;
text-align: center;
margin: 20px 0;
}
.stat-item {
flex: 1;
}
.stat-number {
font-size: 2em;
font-weight: bold;
color: #2196F3;
}
.stat-label {
color: #666;
font-size: 14px;
text-transform: uppercase;
letter-spacing: 1px;
}
.timestamp {
color: #666;
font-size: 12px;
font-family: 'Monaco', 'Menlo', 'Consolas', monospace;
}
/* JavaScript toggle functionality */
.collapsible {
cursor: pointer;
user-select: none;
}
.collapsible:hover {
opacity: 0.8;
}
</style>
</head>
<body>
<div class="container">
<div class="header">
<h1>🔍 AI Coding Session Analysis</h1>
<p>Generated: 2025-08-21 17:28:05 | File: log-0821-233402-tb-csv-to-parquet.jsonl</p>
</div>
<!-- Session Summary -->
<div class="session-summary">
<h2>📊 Session Overview</h2>
<div class="summary-stats">
<div class="stat-item">
<div class="stat-number">5</div>
<div class="stat-label">Interactions</div>
</div>
<div class="stat-item">
<div class="stat-number">5</div>
<div class="stat-label">Tool Calls</div>
</div>
<div class="stat-item">
<div class="stat-number">51.4s</div>
<div class="stat-label">Duration</div>
</div>
<div class="stat-item">
<div class="stat-number">4.27s</div>
<div class="stat-label">TTFT</div>
</div>
<div class="stat-item">
<div class="stat-number">51.4s</div>
<div class="stat-label">TTLT</div>
</div>
</div>
</div>
<!-- User Prompt (shown once) -->
<div class="user-query">
<h3>👤 User Prompt</h3>
<div class="system-context-content"><p>Convert the file '/app/data.csv' into a Parquet file named '/app/data.parquet'. The CSV file contains sample data with headers.</p></div>
<div class="token-info" style="margin-top: 10px; font-size: 14px; color: #666; font-style: italic;">
Request: 36 tokens | Full Message: 133 tokens
<button class="expand-btn" onclick="toggleContent('full-user-message-1')">Show Full Message</button>
</div>
<div id="full-user-message-1" class="tool-details hidden">
<pre><context>
The current date is August 21, 2025.
<todos>
No todo list found.
</todos>
</context>
<editorContext>
The user's current file is /app/task.yaml.
</editorContext>
<reminderInstructions>
When using the insert_edit_into_file tool, avoid repeating existing code, instead use a line comment with \`...existing code...\` to represent regions of unchanged code.
</reminderInstructions>
<userRequest>
Convert the file '/app/data.csv' into a Parquet file named '/app/data.parquet'. The CSV file contains sample data with headers.
</userRequest></pre>
</div>
</div>
<!-- System Prompt (shown once) -->
<div class="system-context">
<h3>🔧 System Prompt</h3>
<div class="system-context-content"><p>You are an expert AI programming assistant, working with a user in the VS Code editor.
When asked for your name, you must respond with "GitHub Copilot".
Follow the user's requirements carefully &amp; to the letter.
Follow Microsoft content policies.
Avoid content that violates copyrights.
If you are asked to generate content that is harmful, hateful, racist, sexist, lewd, or violent, only respond with "Sorry, I can't assist with that."
Keep your answers short and impersonal.
<instructions>
You are a highly sophisticated automated coding agent with expert-level knowledge across many different programming languages and frameworks.
The user will ask a question, or ask you to perform a task, and it may require lots of research to answer correctly. There is a selection of tools that let you perform actions or retrieve helpful context to answer the user's question.
You will be given some context and attachments along with the user prompt. You can use them if they are relevant to the task, and ignore them if not.
If you can infer the project type (languages, frameworks, and libraries) from the user's query or the context that you have, make sure to keep them in mind when making changes.
If the user wants you to implement a feature and they have not specified the files to edit, first break down the user's request into smaller concepts and think about the kinds of files you need to grasp each concept.
If you aren't sure which tool is relevant, you can call multiple tools. You can call tools repeatedly to take actions or gather as much context as needed until you have completed the task fully. Don't give up unless you are sure the request cannot be fulfilled with the tools you have. It's YOUR RESPONSIBILITY to make sure that you have done all you can to collect necessary context.
When reading files, prefer reading large meaningful chunks rather than consecutive small sections to minimize tool calls and gain better context.
Don't make assumptions about the situation- gather context first, then perform the task or answer the question.
Think creatively and explore the workspace in order to make a complete fix.
Don't repeat yourself after a tool call, pick up where you left off.
NEVER print out a codeblock with file changes unless the user asked for it. Use the appropriate edit tool instead.
You don't need to read a file if it's already provided in context.
</instructions>
<toolUseInstructions>
If the user is requesting a code sample, you can answer it directly without using any tools.
When using a tool, follow the JSON schema very carefully and make sure to include ALL required properties.
No need to ask permission before using a tool.
NEVER say the name of a tool to a user. For example, instead of saying that you'll use the run_in_terminal tool, say "I'll run the command in a terminal".
If you think running multiple tools can answer the user's question, prefer calling them in parallel whenever possible, but do not call semantic_search in parallel.
If semantic_search returns the full contents of the text files in the workspace, you have all the workspace context.
If you don't know exactly the string or filename pattern you're looking for, use semantic_search to do a semantic search across the workspace.
When invoking a tool that takes a file path, always use the absolute file path. If the file has a scheme like untitled: or vscode-userdata:, then use a URI with the scheme.
You don't currently have any tools available for running terminal commands. If the user asks you to run a terminal command, you can ask the user to enable terminal tools or print a codeblock with the suggested command.
Tools can be disabled by the user. You may see tools used previously in the conversation that are not currently available. Be careful to only use the tools that are currently available to you.
</toolUseInstructions>
<editFileInstructions>
Don't try to edit an existing file without reading it first, so you can make changes properly.
Use the insert_edit_into_file tool to edit files. When editing files, group your changes by file.
NEVER show the changes to the user, just call the tool, and the edits will be applied and shown to the user.
NEVER print a codeblock that represents a change to a file, use insert_edit_into_file instead.
For each file, give a short description of what needs to be changed, then use the insert_edit_into_file tool. You can use any tool multiple times in a response, and you can keep writing text after using a tool.
Follow best practices when editing files. If a popular external library exists to solve a problem, use it and properly install the package e.g. creating a "requirements.txt".
If you're building a webapp from scratch, give it a beautiful and modern UI.
After editing a file, any new errors in the file will be in the tool result. Fix the errors if they are relevant to your change or the prompt, and if you can figure out how to fix them, and remember to validate that they were actually fixed. Do not loop more than 3 times attempting to fix errors in the same file. If the third try fails, you should stop and ask the user what to do next.
The insert_edit_into_file tool is very smart and can understand how to apply your edits to the user's files, you just need to provide minimal hints.
When you use the insert_edit_into_file tool, avoid repeating existing code, instead use comments to represent regions of unchanged code. The tool prefers that you are as concise as possible. For example:
// ...existing code...
changed code
// ...existing code...
changed code
// ...existing code...</p>
<p>Here is an example of how you should format an edit to an existing Person class:
class Person {
// ...existing code...
age: number;
// ...existing code...
getAge() {
return this.age;
}
}
</editFileInstructions>
<outputFormatting>
Use proper Markdown formatting in your answers. When referring to a filename or symbol in the user's workspace, wrap it in backticks.
<example>
The class <code>Person</code> is in <code>src/models/person.ts</code>.
</example>
Use KaTeX for math equations in your answers.
Wrap inline math equations in $.
Wrap more complex blocks of math equations in $$.</p>
<p></outputFormatting></p>
<p><instructions>
This workspace is in a dev container running on "Ubuntu 24.04.2 LTS".</p>
<p>Use <code>"$BROWSER" &lt;url&gt;</code> to open a webpage in the host's default browser.</p>
<p>Some of the command line tools available on the <code>PATH</code>: <code>apt</code>, <code>dpkg</code>, <code>curl</code>, <code>ps</code>, <code>top</code>, <code>find</code>, <code>grep</code>, <code>tar</code>, <code>gzip</code>
</instructions></p></div>
</div>
<!-- Interactions List -->
<div class="interactions-section">
<h2>💬 Interactions (5)</h2>
<div class="interaction" id="interaction-1">
<div class="interaction-header">
<strong>Interaction 1</strong>
<span class="timestamp"></span>
</div>
<div class="interaction-content">
<!-- Tool Activities -->
<div class="tool-activities">
<strong>AI used 1 tool:</strong>
<div style="font-size: 12px; color: #666; margin: 5px 0; font-style: italic;">
Token costs: <strong>X→</strong> = LLM calling client, <strong>Y←</strong> = client responding to LLM
</div>
<div class="tool-activity">
<pre class="tool-call"></pre>
<div class="tool-status">
<button class="expand-btn" onclick="toggleContent('tool-1-1')">Show Details</button>
<span>✅</span>
<span>⚡ 0.00s</span>
<span>15 tokens (15 -> 0 <-)</span>
</div>
<div id="tool-1-1" class="tool-details hidden">
<pre>Tool: </pre>
<!-- Show available tools for first interaction, first tool -->
<div style="margin-top: 20px; padding-top: 20px; border-top: 2px solid #e9ecef;">
<h4 style="margin: 0 0 15px 0; color: #28a745;">🛠️ Available Tools (18)</h4>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">fetch_webpage</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Fetches the main content from a web page. This tool is useful for summarizing or analyzing the content of a webpage. You should use this tool when you think the user is looking for information from a specific webpage.</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (2)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>urls</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">An array of URLs to fetch content from.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: array</em>
</div>
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>query</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">The query to search for in the web page's content. This should be a clear and concise description of the content you want to find.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">test_search</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">For a source code file, find the file that contains the tests. For a test file find the file that contains the code under test.</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (1)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>filePaths</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">No description</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: array</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">get_changed_files</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Get git diffs of current file changes in a git repository. Don't forget that you can use run_in_terminal to run git commands in a terminal as well.</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (2)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>repositoryPath</strong>
<br>
<span style="color: #6c757d; font-size: 11px;">The absolute path to the git repository to look for changes in. If not provided, the active git repository will be used.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>sourceControlState</strong>
<br>
<span style="color: #6c757d; font-size: 11px;">The kinds of git state to filter by. Allowed values are: 'staged', 'unstaged', and 'merge-conflicts'. If not provided, all states will be included.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: array</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">get_errors</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Get any compile or lint errors in a specific file or across all files. If the user mentions errors or problems in a file, they may be referring to these. Use the tool to see the same errors that the user is seeing. If the user asks you to analyze all errors, or does not specify a file, use this tool to gather errors for all files. Also use this tool after editing a file to validate the change.</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (1)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>filePaths</strong>
<br>
<span style="color: #6c757d; font-size: 11px;">The absolute paths to the files to check for errors. Omit 'filePaths' when retrieving all errors.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: array</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">get_search_view_results</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">The results from the search view</span>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">get_vscode_api</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Get comprehensive VS Code API documentation and references for extension development. This tool provides authoritative documentation for VS Code's extensive API surface, including proposed APIs, contribution points, and best practices. Use this tool for understanding complex VS Code API interactions.
When to use this tool:
- User asks about specific VS Code APIs, interfaces, or extension capabilities
- Need documentation for VS Code extension contribution points (commands, views, settings, etc.)
- Questions about proposed APIs and their usage patterns
- Understanding VS Code extension lifecycle, activation events, and packaging
- Best practices for VS Code extension development architecture
- API examples and code patterns for extension features
- Troubleshooting extension-specific issues or API limitations
When NOT to use this tool:
- Creating simple standalone files or scripts unrelated to VS Code extensions
- General programming questions not specific to VS Code extension development
- Questions about using VS Code as an editor (user-facing features)
- Non-extension related development tasks
- File creation or editing that doesn't involve VS Code extension APIs
CRITICAL usage guidelines:
1. Always include specific API names, interfaces, or concepts in your query
2. Mention the extension feature you're trying to implement
3. Include context about proposed vs stable APIs when relevant
4. Reference specific contribution points when asking about extension manifest
5. Be specific about the VS Code version or API version when known
Scope: This tool is for EXTENSION DEVELOPMENT ONLY - building tools that extend VS Code itself, not for general file creation or non-extension programming tasks.</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (1)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>query</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">The query to search vscode documentation for. Should contain all relevant context.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">github_repo</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Searches a GitHub repository for relevant source code snippets. Only use this tool if the user is very clearly asking for code snippets from a specific GitHub repository. Do not use this tool for Github repos that the user has open in their workspace.</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (2)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>repo</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">The name of the Github repository to search for code in. Should must be formatted as '<owner>/<repo>'.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>query</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">The query to search for repo. Should contain all relevant context.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">insert_edit_into_file</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Insert new code into an existing file in the workspace. Use this tool once per file that needs to be modified, even if there are multiple changes for a file. Generate the "explanation" property first.
The system is very smart and can understand how to apply your edits to the files, you just need to provide minimal hints.
Avoid repeating existing code, instead use comments to represent regions of unchanged code. Be as concise as possible. For example:
// ...existing code...
{ changed code }
// ...existing code...
{ changed code }
// ...existing code...
Here is an example of how you should use format an edit to an existing Person class:
class Person {
// ...existing code...
age: number;
// ...existing code...
getAge() {
return this.age;
}
}</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (3)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>explanation</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">A short explanation of the edit being made.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>filePath</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">An absolute path to the file to edit.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>code</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">The code change to apply to the file.
The system is very smart and can understand how to apply your edits to the files, you just need to provide minimal hints.
Avoid repeating existing code, instead use comments to represent regions of unchanged code. Be as concise as possible. For example:
// ...existing code...
{ changed code }
// ...existing code...
{ changed code }
// ...existing code...
Here is an example of how you should use format an edit to an existing Person class:
class Person {
// ...existing code...
age: number;
// ...existing code...
getAge() {
return this.age;
}
}</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">list_code_usages</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Request to list all usages (references, definitions, implementations etc) of a function, class, method, variable etc. Use this tool when
1. Looking for a sample implementation of an interface or class
2. Checking how a function is used throughout the codebase.
3. Including and updating all usages when changing a function, method, or constructor</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (2)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>symbolName</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">The name of the symbol, such as a function name, class name, method name, variable name, etc.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>filePaths</strong>
<br>
<span style="color: #6c757d; font-size: 11px;">One or more file paths which likely contain the definition of the symbol. For instance the file which declares a class or function. This is optional but will speed up the invocation of this tool and improve the quality of its output.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: array</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">open_simple_browser</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Preview a website or open a URL in the editor's Simple Browser. Useful for quickly viewing locally hosted websites, demos, or resources without leaving the coding environment.</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (1)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>url</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">The website URL to preview or open in the Simple Browser inside the editor. Must be either an http or https URL</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">semantic_search</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Run a natural language search for relevant code or documentation comments from the user's current workspace. Returns relevant code snippets from the user's current workspace if it is large, or the full contents of the workspace if it is small.</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (1)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>query</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">The query to search the codebase for. Should contain all relevant context. Should ideally be text that might appear in the codebase, such as function names, variable names, or comments.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">test_failure</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Includes test failure information in the prompt.</span>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">vscode_searchExtensions_internal</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">This is a tool for browsing Visual Studio Code Extensions Marketplace. It allows the model to search for extensions and retrieve detailed information about them. The model should use this tool whenever it needs to discover extensions or resolve information about known ones. To use the tool, the model has to provide the category of the extensions, relevant search keywords, or known extension IDs. Note that search results may include false positives, so reviewing and filtering is recommended.</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (3)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>category</strong>
<br>
<span style="color: #6c757d; font-size: 11px;">The category of extensions to search for</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>keywords</strong>
<br>
<span style="color: #6c757d; font-size: 11px;">The keywords to search for</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: array</em>
</div>
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>ids</strong>
<br>
<span style="color: #6c757d; font-size: 11px;">The ids of the extensions to search for</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: array</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">manage_todo_list</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Manage a structured todo list to track progress and plan tasks throughout your coding session. Use this tool VERY frequently to ensure task visibility and proper planning.
When to use this tool:
- Complex multi-step work requiring planning and tracking
- When user provides multiple tasks or requests (numbered/comma-separated)
- After receiving new instructions that require multiple steps
- BEFORE starting work on any todo (mark as in-progress)
- IMMEDIATELY after completing each todo (mark completed individually)
- When breaking down larger tasks into smaller actionable steps
- To give users visibility into your progress and planning
When NOT to use:
- Single, trivial tasks that can be completed in one step
- Purely conversational/informational requests
- When just reading files or performing simple searches
CRITICAL workflow:
1. Plan tasks by writing todo list with specific, actionable items
2. Mark ONE todo as in-progress before starting work
3. Complete the work for that specific todo
4. Mark that todo as completed IMMEDIATELY
5. Move to next todo and repeat
Todo states:
- not-started: Todo not yet begun
- in-progress: Currently working (limit ONE at a time)
- completed: Finished successfully
IMPORTANT: Mark todos completed as soon as they are done. Do not batch completions.</span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (2)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>todoList</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">Complete array of all todo items (required for write operation, ignored for read). Must include ALL items - both existing and new.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: array</em>
</div>
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>operation</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">write: Replace entire todo list with new content. read: Retrieve current todo list. ALWAYS provide complete list when writing - partial updates not supported.</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">mcp_browser-use_run_browser_agent</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;"><empty></span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (1)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>task</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">No description</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">mcp_browser-use_run_deep_research</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;"><empty></span>
<details style="margin-top: 8px;">
<summary style="cursor: pointer; font-size: 12px; color: #495057;">Parameters (2)</summary>
<div style="margin-top: 8px; margin-left: 10px;">
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>research_task</strong>
<span style="color: #dc3545; font-size: 11px;">(required)</span>
<br>
<span style="color: #6c757d; font-size: 11px;">No description</span>
<br><em style="color: #6c757d; font-size: 11px;">Type: string</em>
</div>
<div style="margin-bottom: 6px; font-size: 12px;">
<strong>max_parallel_browsers_override</strong>
<br>
<span style="color: #6c757d; font-size: 11px;">No description</span>
</div>
</div>
</details>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">terminal_last_command</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Get the last command run in the active terminal.</span>
</div>
<div style="margin-bottom: 15px; padding: 10px; background: #f8f9fa; border-left: 3px solid #28a745; border-radius: 4px;">
<strong style="color: #28a745;">terminal_selection</strong>
<br>
<span style="color: #6c757d; font-size: 13px; margin-top: 5px; display: block;">Get the current selection in the active terminal.</span>
</div>
</div>
</div>
</div>
</div>
<!-- AI Response -->
<div class="ai-response">
<strong>AI Response:</strong>
<!-- Tool calls in response -->
<!-- Regular response text -->
<div class="system-context-content" style="margin-top: 0;"><p>Final AI Response:
To convert a CSV file to a Parquet file in Python, you can use the pandas library. Here’s a simple script you can run:</p>
<p>```python
import pandas as pd</p>
<h1>Read the CSV file</h1>
<p>df = pd.read_csv('/app/data.csv')</p>
<h1>Write to Parquet</h1>
<p>df.to_parquet('/app/data.parquet', index=False)
```</p>
<p>If you don’t have pandas and pyarrow installed, you can install them with:
<code>bash
pip install pandas pyarrow</code></p>
<p>Let me know if you want this as a script file in your workspace!
4057 -&gt; (net_input_tokens) &lt;-</p></div>
</div>
</div>
</div>
<div class="interaction" id="interaction-2">
<div class="interaction-header">
<strong>Interaction 2</strong>
<span class="timestamp"></span>
</div>
<div class="interaction-content">
<!-- Tool Activities -->
<div class="tool-activities">
<strong>AI used 1 tool:</strong>
<div style="font-size: 12px; color: #666; margin: 5px 0; font-style: italic;">
Token costs: <strong>X→</strong> = LLM calling client, <strong>Y←</strong> = client responding to LLM
</div>
<div class="tool-activity">
<pre class="tool-call">insert_edit_into_file(explanation=...)</pre>
<div class="tool-status">
<button class="expand-btn" onclick="toggleContent('tool-2-1')">Show Details</button>
<span>✅</span>
<span>⚡ 0.00s</span>
<span>145 tokens (123 -> 22 <-)</span>
</div>
<div id="tool-2-1" class="tool-details hidden">
<pre>Tool: insert_edit_into_file
Arguments:
{
"explanation": "Add a Python script to convert '/app/data.csv' to '/app/data.parquet' using pandas.",
"filePath": "/app/convert_csv_to_parquet.py",
"code": "import pandas as pd\n\n# Read the CSV file\ncsv_path = '/app/data.csv'\ndf = pd.read_csv(csv_path)\n\n# Write to Parquet\nparquet_path = '/app/data.parquet'\ndf.to_parquet(parquet_path, index=False)\n"
}
Result:
The following files were successfully edited:
/app/convert_csv_to_parquet.py</pre>
<!-- Show available tools for first interaction, first tool -->
</div>
</div>
</div>
<!-- AI Response -->
</div>
</div>
<div class="interaction" id="interaction-3">
<div class="interaction-header">
<strong>Interaction 3</strong>
<span class="timestamp"></span>
</div>
<div class="interaction-content">
<!-- Tool Activities -->
<div class="tool-activities">
<strong>AI used 1 tool:</strong>
<div style="font-size: 12px; color: #666; margin: 5px 0; font-style: italic;">
Token costs: <strong>X→</strong> = LLM calling client, <strong>Y←</strong> = client responding to LLM
</div>
<div class="tool-activity">
<pre class="tool-call"></pre>
<div class="tool-status">
<button class="expand-btn" onclick="toggleContent('tool-3-1')">Show Details</button>
<span>✅</span>
<span>⚡ 0.00s</span>
<span>15 tokens (15 -> 0 <-)</span>
</div>
<div id="tool-3-1" class="tool-details hidden">
<pre>Tool: </pre>
<!-- Show available tools for first interaction, first tool -->
</div>
</div>
</div>
<!-- AI Response -->
<div class="ai-response">
<strong>AI Response:</strong>
<!-- Tool calls in response -->
<!-- Regular response text -->
<div class="system-context-content" style="margin-top: 0;"><p>Final AI Response:
A script named <code>convert_csv_to_parquet.py</code> has been added to convert <code>/app/data.csv</code> to <code>/app/data.parquet</code> using pandas. Run it with Python after ensuring pandas and pyarrow are installed. Let me know if you need the installation command or want the script executed.
137 -&gt; (net_input_tokens) &lt;-</p></div>
</div>
</div>
</div>
<div class="interaction" id="interaction-4">
<div class="interaction-header">
<strong>Interaction 4</strong>
<span class="timestamp"></span>
</div>
<div class="interaction-content">
<!-- Tool Activities -->
<div class="tool-activities">
<strong>AI used 1 tool:</strong>
<div style="font-size: 12px; color: #666; margin: 5px 0; font-style: italic;">
Token costs: <strong>X→</strong> = LLM calling client, <strong>Y←</strong> = client responding to LLM
</div>
<div class="tool-activity">
<pre class="tool-call"></pre>
<div class="tool-status">
<button class="expand-btn" onclick="toggleContent('tool-4-1')">Show Details</button>
<span>✅</span>
<span>⚡ 0.00s</span>
<span>15 tokens (15 -> 0 <-)</span>
</div>
<div id="tool-4-1" class="tool-details hidden">
<pre>Tool: </pre>
<!-- Show available tools for first interaction, first tool -->
</div>
</div>
</div>
<!-- AI Response -->
<div class="ai-response">
<strong>AI Response:</strong>
<!-- Tool calls in response -->
<!-- Regular response text -->
<div class="system-context-content" style="margin-top: 0;"><p>Final AI Response:
I don't have permission to run terminal commands directly in your environment. </p>
<p>To run the script, use the following command in your terminal:</p>
<p><code>bash
python3 /app/convert_csv_to_parquet.py</code></p>
<p>If you need help installing dependencies, let me know!
170 -&gt; (net_input_tokens) &lt;-</p></div>
</div>
</div>
</div>
<div class="interaction" id="interaction-5">
<div class="interaction-header">
<strong>Interaction 5</strong>
<span class="timestamp"></span>
</div>
<div class="interaction-content">
<!-- Tool Activities -->
<div class="tool-activities">
<strong>AI used 1 tool:</strong>
<div style="font-size: 12px; color: #666; margin: 5px 0; font-style: italic;">
Token costs: <strong>X→</strong> = LLM calling client, <strong>Y←</strong> = client responding to LLM
</div>
<div class="tool-activity">
<pre class="tool-call"></pre>
<div class="tool-status">
<button class="expand-btn" onclick="toggleContent('tool-5-1')">Show Details</button>
<span>✅</span>
<span>⚡ 0.00s</span>
<span>15 tokens (15 -> 0 <-)</span>
</div>
<div id="tool-5-1" class="tool-details hidden">
<pre>Tool: </pre>
<!-- Show available tools for first interaction, first tool -->
</div>
</div>
</div>
<!-- AI Response -->
<div class="ai-response">
<strong>AI Response:</strong>
<!-- Tool calls in response -->
<!-- Regular response text -->
<div class="system-context-content" style="margin-top: 0;"><p>Currently, I do not have access to terminal tools in this environment, so I cannot execute scripts or commands directly. You will need to run the script manually in your terminal.</p>
<p>If you encounter any issues or errors while running the script, please let me know and I can help you resolve them!
170 -&gt; (net_input_tokens) &lt;-</p></div>
</div>
</div>
</div>
</div>
</div>
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