Ai Tooling Detector MCP server
{
"mcpServers": {
"mamba-ai-tooling-detector": {
"command": "npx",
"args": [
"-y",
"@mambalabsdev/mcp-ai-tooling-detector@latest"
],
"env": {
"APIFY_TOKEN": "<apify_token>"
}
}
}
}{
"mcpServers": {
"mamba-ai-tooling-detector": {
"command": "npx",
"args": [
"-y",
"@mambalabsdev/mcp-ai-tooling-detector@latest"
],
"env": {
"APIFY_TOKEN": "<apify_token>"
}
}
}
}{
"mcpServers": {
"mamba-ai-tooling-detector": {
"command": "npx",
"args": [
"-y",
"@mambalabsdev/mcp-ai-tooling-detector@latest"
],
"env": {
"APIFY_TOKEN": "<apify_token>"
}
}
}
}{
"servers": {
"mamba-ai-tooling-detector": {
"command": "npx",
"args": [
"-y",
"@mambalabsdev/mcp-ai-tooling-detector@latest"
],
"env": {
"APIFY_TOKEN": "${input:apify_token}"
}
}
},
"inputs": [
{
"id": "apify_token",
"type": "promptString",
"description": "Apify token",
"password": true
}
]
}{
"mcpServers": {
"mamba-ai-tooling-detector": {
"command": "npx",
"args": [
"-y",
"@mambalabsdev/mcp-ai-tooling-detector@latest"
],
"env": {
"APIFY_TOKEN": "<apify_token>"
}
}
}
}file .mcp.json (in your project root)file claude_desktop_config.jsonfile ~/.cursor/mcp.jsonfile .vscode/mcp.jsonfile ~/.codeium/windsurf/mcp_config.jsoninstall npx -y @mambalabsdev/mcp-ai-tooling-detectorversion 1.2.0
What it does
This server detects whether companies declare, deploy, or charge for AI by analyzing company domains. It returns an AI maturity tier (commercialized, deployed, declared, or none) along with evidence from pricing pages, website code, vendor fingerprints, and robot.txt files. It is for developers and go-to-market teams who need to assess AI adoption across companies.
- Check if a competitor charges for AI features by analyzing their pricing page and site signals.
- Batch analyze multiple company domains to identify which ones have deployed AI tooling versus just marketing it.
- Identify specific AI vendors running on a target website to understand their technology choices.
Tools this server exposes
| Tool | Does |
|---|---|
| detect_ai_tooling | Analyzes a company domain or batch of domains to determine AI maturity tier and returns evidence such as pricing signals, deployed vendors, llms.txt files, and |
Before you enable it
An MCP server runs with whatever access you give it. Start with a development account rather than production, and check which tools the server exposes before you let an agent call them unattended.