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s3_source

Analyze S3 data sources and Delta tables to evaluate structure, format, and optimization opportunities.

Instructions

Analyze S3 data sources and Delta tables.

Modes:

analyze Analyze S3 data source structure, format, and optimization opportunities. Parameters: s3_path (required), include_schema_inference

delta Analyze Delta table structure, properties, and optimization. Parameters: table_path (required), analyze_history

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
modeYes
s3_pathNo
table_pathNo
analyze_historyNo
include_schema_inferenceNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

No annotations are provided, so the description must carry behavioral disclosure. It describes modes and parameters but does not mention side effects, read-only nature, required permissions, failure behavior, or any automation context. The tool likely performs read-only analysis, but this is not explicitly stated.

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

Conciseness5/5

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

The description is concise and well-structured with a header and bullet points for each mode. Every sentence adds value, no fluff. It front-loads the main purpose and quickly provides mode-specific detail.

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 the tool's complexity (two modes, 5 parameters, output schema exists), the description is partially complete. It covers mode purposes and required parameters but omits output format, permissions, behavioral traits, or any caveats. Adequate but with notable gaps for a production tool.

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

Parameters3/5

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

With 0% schema description coverage, the description adds meaning by listing mode-specific parameters (s3_path, include_schema_inference, table_path, analyze_history) and their required status. However, the 'mode' parameter is not explained, and boolean parameters lack contextual detail beyond their names.

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 analyzes S3 data sources and Delta tables, breaking into two distinct modes with specific verbs and resources. It differentiates from siblings by focusing on S3/Delta analysis, which is not covered by other sibling tools like 'context', 'convert', or 'optimize'.

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

Usage Guidelines3/5

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

The description implies use cases (analyze S3 structure or Delta tables) but does not provide explicit guidance on when to choose this tool over alternatives like 'analyze' or 'review'. No exclusions or context for when not to use it.

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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