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vinycoolguy2015

Database Assistant MCP Server

sample_data

Preview a table's data by returning the first rows to understand its format and contents. Specify schema.table and optionally set a row limit.

Instructions

Get a quick preview of data in a table. Returns the first N rows to help understand data format and contents.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoNumber of rows to return (1-50, default: 5)
tableYesTable name in 'schema.table' format

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior4/5

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

With no annotations, the description carries the full burden. It indicates a read-only operation ('preview') and non-destructive behavior, which is adequate for this simple tool. However, it does not explicitly confirm no side effects or permissions needed.

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 two sentences, front-loaded with the main action, and contains no redundant information. Every sentence earns its place.

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

Completeness5/5

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

Given the low complexity, presence of an output schema (which likely documents return values), and clear purpose, the description provides sufficient context for an agent to understand and invoke the tool correctly.

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?

Schema coverage is 100%, so baseline is 3. The description adds context about returning first N rows and understanding data format, but does not add new semantic meaning beyond the schema descriptions for 'limit' and 'table'.

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 verb 'get a quick preview' and the resource 'data in a table', and specifies it returns the first N rows. This differentiates it from sibling tools like describe_table (structure) and list_tables (list names).

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 usage for quick previews but does not explicitly state when to use this over alternatives like describe_table or export_csv. No exclusions or comparisons are provided.

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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