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generate_dashboard

Create interactive HTML dashboards from CSV or Excel files. Analyzes data to generate charts, statistics, and insights in a self-contained file for visualization and exploration.

Instructions

Generate a beautiful, interactive HTML dashboard from a CSV or Excel file.

Analyzes the data and produces charts, statistics, correlations, insights, and a sortable data table — all in a single self-contained HTML file.

Use this tool when the user wants to visualize, explore, analyze, or create a dashboard from a CSV, TSV, XLS, or XLSX file.

Args: file_path: Absolute path to a CSV, TSV, XLS, or XLSX file. output_path: Where to save the HTML dashboard. Defaults to .html. open_browser: Whether to auto-open the dashboard in the browser.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
file_pathYes
output_pathNo
open_browserNo
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description carries the full burden. It describes what the tool does (generates an interactive HTML dashboard with charts, statistics, etc.) and mentions it produces a self-contained HTML file. However, it lacks details on behavioral traits like performance, error handling, or limitations (e.g., file size constraints). The description does not contradict any annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is well-structured and appropriately sized. It starts with a high-level purpose, details functionality, provides usage guidelines, and lists parameters. Most sentences add value, though the 'Args' section is slightly redundant with the schema but necessary due to 0% coverage. It could be more concise by integrating parameter details into the flow.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given no annotations, 0% schema coverage, and no output schema, the description does a decent job covering purpose, usage, and parameters. However, it lacks information on output (e.g., what the HTML contains, error responses) and behavioral context (e.g., dependencies, limitations). For a tool with 3 parameters and no structured support, it's adequate but has gaps.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description must compensate. It provides a clear 'Args' section explaining each parameter: file_path (absolute path to supported files), output_path (where to save, with default), and open_browser (auto-open behavior). This adds meaningful semantics beyond the bare schema, though it could include more details like file format specifics.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool's purpose: 'Generate a beautiful, interactive HTML dashboard from a CSV or Excel file.' It specifies the verb (generate), resource (HTML dashboard), and source (CSV/Excel file). Since there are no sibling tools, no differentiation is needed, making this specific and complete.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides explicit usage context: 'Use this tool when the user wants to visualize, explore, analyze, or create a dashboard from a CSV, TSV, XLS, or XLSX file.' This clearly indicates when to use the tool. However, it does not mention when not to use it or alternatives, as there are no sibling tools, so it's not a full 5.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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