Skip to main content
Glama
mambalabsdev

AI Tooling Detector MCP Server

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
APIFY_TOKENYesYour Apify API token

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": true
}

Tools

Functions exposed to the LLM to take actions

NameDescription
detect_ai_toolingA

Given a company domain, determine how far that company has actually gone with AI. Returns an ai_maturity tier of none, declared (says AI but nothing observable is running), deployed (AI tooling is live on the site), or commercialized (the pricing page charges for AI via credits, tokens, an add-on, an AI-named plan, or a per-outcome price). Also returns the detected AI vendors and categories, validated llms.txt status, robots.txt AI-crawler policy, and the quotable evidence strings behind the verdict. A domain behind a bot challenge comes back with blocked=true at low confidence rather than as a false negative. Public data only, no login. Returns flat Clay-ready JSON. Read-only; requires an APIFY_TOKEN and consumes Apify credits per domain analyzed.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A4.5/5.0

Scored across 1 tool

Disambiguation5/5

With only one tool, there is no possibility of confusing it with others. The tool's purpose is clearly defined and unique within the server.

Naming Consistency5/5

The single tool name follows a clear verb_noun pattern ('detect_ai_tooling'), which is consistent and descriptive. With one tool, naming consistency is trivially maintained.

Tool Count3/5

The server has only one tool, which feels thin for a comprehensive tool server but is appropriate for a narrowly focused utility. The count is on the low end of reasonable.

Completeness5/5

The tool covers the entire domain of AI tooling detection for a given domain, including maturity tiering, vendor detection, llms.txt validation, robots.txt policy, and evidence. No obvious gaps exist for the stated single-purpose scope.

Maintenance

ActivityMaintained
ResponsivenessSlow