Skip to main content
Glama

search_ai_tools

Search the AISOTools catalog of AI tools by keyword, category, and pricing model. Returns ranked summaries with the canonical aisotools.com page for each result. Use this first when the user asks which AI tool does something. matched is how many tools matched in total and returned is how many came back — when truncated is true there are more, so do not tell the user the catalog only contains what this page returned; raise limit (max 50) instead.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum results, 1-50. Defaults to 10.
queryNoFree-text search, e.g. 'video editing', 'transcription', or a product name.
pricingNoRestrict to one pricing model.
categoryNoRestrict to one category slug. Call list_ai_tool_categories for the valid values.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.1/5.0
Behavior4/5

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

With no annotations provided, the description carries the behavioral disclosure burden. It covers important runtime behavior well: result paging semantics (matched/returned/truncated), the max-limit advice, and the fact that results are ranked summaries with canonical URLs. It omits ranking criteria and error/rate-limit behavior, but these are less critical for a read-only catalog search.

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?

Three sentences, each with a clear job: what the tool searches, what it returns, and how to handle truncation. The critical 'do not tell the user the catalog only contains...' warning is a targeted behavioral caveat, not filler. Nothing feels redundant.

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?

For a four-parameter optional search tool with no output schema, the description is largely complete: use case, result semantics, canonical page, and truncation handling are all addressed. Remaining gaps are minor, such as unspecified ranking criteria and no mention of error or authorization behavior.

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 100%, so the baseline is 3. The description adds value by connecting the search dimensions to query, category, and pricing, and by giving the limit parameter actionable context: when truncated is true, raise limit up to 50. This goes modestly beyond the schema's own descriptions.

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?

The description clearly states the action (Search), the resource (AISOTools catalog), and the filtering dimensions (keyword, category, pricing model), plus what is returned (ranked summaries with canonical pages). It implies it is the broad entry point but does not explicitly name or contrast sibling tools, so differentiation is slightly less strong.

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

Usage Guidelines4/5

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

It gives an explicit when-to-use cue: 'Use this first when the user asks which AI tool does something.' It also provides a concrete conditional instruction for truncated results (raise limit). It does not explicitly list alternatives or state when not to use this tool, so it stops short of a 5.

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.