Skip to main content
Glama

recommend_directories

[Launch directories] Use this when you need a free overview of the best-fit launch directories for a product_type: top 5, no key required, with conditions and submission steps. An optional valid Submit Kit key ($29) returns the full overview and directories to avoid. To work through the full list one directory at a time with a Submit Kit key, use next_directory instead.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
keyNoSubmit Kit key for the full list (optional)
languagesNoDirectory languages to include, default ['en'] (also: zh, fr)
open_sourceNoInclude directories that only list open-source projects
product_typeYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A4.5/5.0
Behavior4/5

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

With no annotations, the description carries the full burden and does well: it discloses the free tier (top 5, no key required), what is returned (conditions and submission steps; full overview plus directories to avoid with a key), and the pricing gate ($29). It omits error handling for an invalid key and any rate/limit behavior, so it falls short of a 5.

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?

Three tight sentences, front-loaded with the free-tier behavior before the paid alternative. The bracketed '[Launch directories]' prefix is mildly redundant filler against the tool name, keeping it from a 5.

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, so the description must describe returns, and it does (top 5 with conditions and submission steps; full list and directories to avoid with a key). It leaves response format and failure modes unaddressed, which keeps it short of complete.

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?

Schema coverage is 75%, so baseline is 3, and the description adds real meaning for 'key' beyond the schema (the $29 cost and that it also unlocks 'directories to avoid'). It adds nothing for languages/open_source, which the schema already documents.

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?

States a specific verb and resource ('recommend... best-fit launch directories'), names the scope ('for a product_type: top 5'), and explicitly distinguishes itself from the sibling next_directory. An agent can pick it without opening either schema.

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?

Gives an explicit when-to-use ('when you need a free overview') and names the alternative path with the condition that selects it ('to work through the full list one directory at a time with a Submit Kit key, use next_directory instead'). No inference required.

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.