Skip to main content
Glama

Find a NAICS industry code

formation.lookup_naics
Read-onlyIdempotent

Find candidate NAICS industry codes for a plain-English business description (needed for every LLC, and for nonprofits in AK, CT, LA, MS, TN, WV). Present 2–6 options to the user and confirm before recording one. Free; does not consume credits.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
businessDescriptionYesWhat the business does, in plain words.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
textYesHuman-readable tool result (also mirrored in content[].text).
isErrorNoTrue when the tool could not complete successfully.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already communicate read-only, idempotent, and non-destructive behavior. The description adds useful behavioral guidance: present 2–6 candidate options to the user and confirm before recording one, plus the fact that it is free and does not consume credits. No contradiction with annotations.

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 with the main purpose front-loaded, followed by necessary usage context and an important interaction note. No filler or redundant detail.

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?

For a single-parameter lookup with an output schema and safety annotations already provided, the description covers the purpose, when it is needed, the expected user-confirmation workflow, and cost behavior. Nothing essential is missing.

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?

The input schema already fully describes the single parameter with 100% coverage, and the description essentially repeats that it takes a plain-English business description. There is no significant additional parameter-level meaning, so the baseline score of 3 applies.

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?

Description states a specific verb and resource: 'Find candidate NAICS industry codes for a plain-English business description.' It also adds the business-formation context, which clearly separates this tool from the sibling tools. The resource and action are unmistakable.

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 gives clear context for when to use the tool: needed for every LLC and for nonprofits in specified states. It does not explicitly name alternatives or when-not-to-use it, but no sibling tool is a direct NAICS competitor, so the context is adequate.

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

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources