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list_agents

List the members of the organization identified by its namespace slug, including agent accounts (type='agent') with their active API-key counts and last key use. Requires organization owner/admin.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
namespace_slugYesNamespace slug of the organization.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.4/5.0
Behavior3/5

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

With no annotations, the description carries the full burden. It partially discloses the payload (active API-key counts, last key use) and an authorization requirement, which is genuine added context. It omits pagination behavior, result limits, and whether inactive/revoked keys are included.

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?

Two tight sentences, with the core action and scope front-loaded and the permission constraint appended. No filler, though the return-content clause slightly crowds the opening sentence.

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?

Absent an output schema and annotations, the description covers purpose, auth, and some return content — adequate but not complete. Missing pagination, ordering, and how the agent-account subset is shaped leaves real gaps for an agent planning the call.

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% and the single parameter already documents the namespace slug, so the schema does the heavy lifting. The description only restates that the org is identified by the slug, adding no format or resolution guidance.

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

Purpose4/5

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

States a specific verb and resource — listing organization members from a namespace slug — and adds distinguishing detail about agent accounts, API-key counts, and last key use. That detail separates it from siblings like list_board_members and list_namespaces, though it doesn't name those alternatives directly.

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?

'Requires organization owner/admin' gives a useful prerequisite, but there is no guidance on when to choose this over list_board_members or list_namespaces. Usage is only implied by the org-level scoping.

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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