Pricing

from $0.01 / 1,000 results

MCP Server Discovery & Quality Scanner

Programmatic Model Context Protocol (MCP) server registry scanner. Scrapes Glama MCP registry, audits remote/local configurations, checks JSON schemas, and calculates custom quality and developer scores.

Pricing

from $0.01 / 1,000 results

Rating

0.0

(0)

Developer

Prince Raj

Actor stats

Bookmarked

Total users

Monthly active users

3 days ago

Last modified

🚀 Features

Multi-Source Discovery: Fetches live registry data from Glama's official MCP index.
Smart Quality Auditing: Dynamically calculates a comprehensive quality score (0-100) based on hosting attributes, environment schema completion, open-source metrics, and recent updates.
Parameter Schema Normalization: Converts complex JSON environment and tool schemas into flat, easily searchable, developer-friendly formats.
AI Opportunity Scoring: Helps identify high-potential gaps in the MCP ecosystem.

📥 Sample Input

{
  "query": "whisper",
  "maxResults": 50,
  "includeTools": true,
  "includeQualityScore": true
}

📤 Sample Output (Dataset Item)

{
  "id": "loa8bep52w",
  "name": "whisper-mcp",
  "namespace": "skroes",
  "description": "MCP server that provides a transcribe_audio tool to convert voice messages from channels into text using OpenAI Whisper.",
  "repoUrl": "https://github.com/skroes/whisper-mcp",
  "attributes": ["hosting:local-only"],
  "hosting": "Local Only",
  "requiredEnvVars": ["OPENAI_API_KEY"],
  "qualityScore": 85,
  "lastUpdated": "2026-05-17T12:00:00.000Z"
}

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Free Trial: First 20 results.
Pay Per Result: $0.002 per scanned MCP server.

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