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free_providers

Retrieve curated free-tier limits, card rules, and caveats for LLM providers without a public catalog API, with sources and verification dates.

Instructions

Curated, human-verified free tiers for providers without a public catalog API (Groq, Gemini, NVIDIA NIM, Mistral, Cloudflare, Cohere), with limits, card rules and catches, each with source and verified date.

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

A3.8/5.0
Behavior4/5

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

With no annotations, the description carries the burden and does reasonably well: it discloses provenance ('human-verified', 'each with source and verified date') and the shape of the payload (limits, card rules and catches). It stops short of stating freshness guarantees or that results are a static curated snapshot.

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?

A single dense sentence, front-loaded with the core noun phrase and then the provider list and payload contents. Every clause carries information, though the provider parenthetical is long and could be trimmed without loss.

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?

No output schema exists, and the description compensates by enumerating the returned content (limits, card rules, catches, source, verified date). For a zero-parameter read tool this is essentially complete; only the response container format is unspecified.

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 takes zero parameters, so there is nothing for the description to disambiguate; baseline 4 applies.

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 resource ('Curated, human-verified free tiers for providers') and enumerates exactly which providers (Groq, Gemini, NVIDIA NIM, Mistral, Cloudflare, Cohere) and which fields are returned. Clear enough to distinguish from a generic model list, though it never names the sibling tools.

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 qualifier 'without a public catalog API' implicitly tells the agent when to reach for this instead of a catalog-backed tool, but no alternative is named and there is no explicit 'use X instead when Y' routing. Usage is inferable, not stated.

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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