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Glama

provider_list

List configured zero-cost providers.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. First observed

TDQS

A4/5.0
Behavior3/5

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

No annotations are provided, so the description carries the burden. The verb 'List' implies a read-only operation, but the description does not explicitly disclose side effects, authentication needs, or return behavior. It is minimally transparent but not detailed.

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 a single, front-loaded sentence with no filler words. It communicates the tool's purpose efficiently and earns its place.

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

Completeness4/5

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

Given the tool's simplicity (no parameters, no output schema), the description is mostly complete. However, it leaves the term 'configured' undefined and does not clarify what exactly is returned, though this may be implicitly understood from sibling context. Overall, it is adequate for this low-complexity tool.

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

Parameters4/5

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

The tool has zero parameters and the schema coverage is 100%, so there is nothing to explain. Baseline for zero params is 4; the description adds no parameter information, which is appropriate since none exist.

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 uses the specific verb 'List' and identifies the resource as 'configured zero-cost providers', clearly distinguishing it from sibling tools like provider_candidates and provider_probe. It conveys exactly what the tool does and its scope.

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 context (listing already-configured free providers) but provides no explicit guidance on when to choose this tool over alternatives like provider_candidates or provider_rank. The guidance is only implicit through the phrase 'configured zero-cost'.

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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TDQS

B3.4/5.0
Disambiguation4/5

Most tools target distinct actions (health check, model listing, provider listing, chat), but provider_probe, provider_rank, and gateway_health overlap in the health/status space; descriptions help differentiate them.

Naming Consistency2/5

Tool names mix verb_noun (list_models) with noun_noun compounds (provider_probe, provider_rank, gateway_health), making the naming pattern inconsistent and the action-oriented intent of some tools unclear.

Tool Count5/5

Seven tools is a well-scoped set for a gateway service, covering health, model access, and provider evaluation without bloat.

Completeness3/5

The set covers health checks, model listing, chat, and provider ranking/probing, but lacks tools to configure or update providers (e.g., adding a candidate provider), leaving an observable gap in lifecycle management.

Resources