Skip to main content
Glama

agency_browse

Read-onlyIdempotent

Browse all agent divisions and their agents to discover available AI agent templates. Use without arguments to view all divisions, or specify a division to list its agents.

Instructions

Browse all agent divisions and their agents. Explore the agent registry when you want to see what's available. Use agency_search instead if you already know what kind of agent you need. Call with no arguments to see all divisions. Pass a division name to list its agents.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
divisionNoDivision to list agents for (omit to see all divisions)
Behavior4/5

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

Annotations already indicate read-only, non-destructive, idempotent behavior. The description adds clarity on how to invoke different behaviors (no args vs division), but does not add novel behavioral traits beyond 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 concise, well-structured with usecase and instructions tags, and front-loaded with the primary action.

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 low complexity (1 optional param, no output schema), the description provides complete guidance on usage and alternatives, leaving no gaps.

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% with a clear description for the division parameter. The description restates the schema's intent without adding new semantic detail, meeting the baseline.

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 'Browse all agent divisions and their agents.' It differentiates from sibling agency_search by recommending its use when knowing the agent type.

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

Usage Guidelines5/5

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

Explicit instructions: 'Call with no arguments to see all divisions. Pass a division name to list its agents.' Also includes when to use agency_search instead.

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

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/npupko/agency-mcp-server'

If you have feedback or need assistance with the MCP directory API, please join our Discord server