com.mcparmory/agentql MCP Server
com.mcparmory/agentql
Query webpages and extract structured data using natural language
What is the com.mcparmory/agentql MCP server?
The AgentQL MCP server enables AI agents to query webpages and extract structured data using natural language. It provides tools for web scraping and data extraction without requiring complex selectors or parsing logic.
AgentQL allows you to interact with web content through natural language queries, making it easy to extract specific information from webpages in a structured format. This is useful for web automation, data collection, and content analysis tasks where you need to understand and extract data from HTML pages programmatically.
How to install com.mcparmory/agentql
Copy-paste configuration for popular MCP clients.
Use cases
- Extract product information and pricing from e-commerce websites
- Scrape news articles and structured content from web pages
- Gather contact information and business details from company websites
- Monitor and collect data from multiple webpages for analysis
- Automate data extraction workflows without writing custom parsers
com.mcparmory/agentql MCP server FAQ
AgentQL is an MCP server that lets you query webpages and extract structured data using natural language instead of CSS selectors or XPath expressions.
Install via pip with `pip install mcparmory-agentql` or use uvx with `uvx mcparmory-agentql`. It's also available as a Docker image at `ghcr.io/mcparmory/agentql:1.0.8`.
Add it to your MCP client configuration JSON under `mcpServers` with the command `uvx` and args `["mcparmory-agentql"]`, plus any required environment variables for authentication.
AgentQL itself is open-source (MIT License), but it may require credentials or API keys depending on the underlying service you're connecting to.
The server supports multiple authentication methods including API keys, Bearer tokens, Basic auth, OAuth2, JWT, and OpenID Connect as configured in the underlying API.
Yes, AgentQL is a standalone Python package that can be run independently or integrated into any MCP-compatible client like Claude Desktop, Cursor, or Codex.
README (reference)
Source of truth, from the repository.
MCP servers that connect AI agents to real-world APIs. Each server is a standalone Python package — generated from the upstream OpenAPI spec using MCP Blacksmith and tested against the live API before release. Hosted on MCP Armory or run independently.
<!-- SERVERS:BEGIN -->Servers
🧠 AI & Machine Learning ElevenLabs · Linkup · Parallel · Perplexity AI · Ragie · Replicate
📊 Analytics Ahrefs · Datadog · Google Analytics · Google Search Console · Linkly · Mixpanel · PostHog
⛓️ Blockchain & Crypto Alchemy NFT
💼 CRM & Sales Apollo
💬 Communication Atlassian Confluence · Google Gmail · MailerSend · Mailtrap · Postmark · Resend · Slack
🗄️ Data & Databases Enigma · Pinecone
🛠️ Developer Tools AgentQL · Apify · Bitbucket · Bright Data · Browserbase · BuiltWith · Canvas · CircleCI · Codacy · Contentful Management · ConvertAPI · E2B · Firecrawl · GitHub · GitLab · LaunchDarkly · Postman · Scrapingant · Semrush AppCenter · Sentry
📄 Documents & Printing PDF.co
🛒 E-commerce Shopify Admin
💰 Finance Alpha Vantage · Polygon · Ramp
👥 HR & Recruiting BambooHR
☁️ Infrastructure Globalping · Grafana · PagerDuty · Rootly · Runpod
⚖️ Legal & Compliance NetLicensing
🗺️ Maps & Location Google Maps Platform · IP2Location.io IP Geolocation · OpenCage Geocoding
📣 Marketing Customer.io Journeys Track · Klaviyo
🎬 Media & Entertainment Canva · Perigon
✅ Productivity Airtable · Asana · Atlassian Jira · ClickUp · Figma · Google Sheets · Miro · Notion · Outline · Shortcut
🔍 Search Algolia Search · Google Search
📦 Storage Box · Files.com · Google Drive
📌 Other Close
More servers are being added continuously.
<!-- SERVERS:END -->Install & Usage
Every server is a standalone PyPI package (mcparmory-<server-name>). Each server's own README.md has full credential setup and configuration instructions.
# With uvx (no install needed)
uvx mcparmory-github
# With pip
pip install mcparmory-github
mcparmory-github
MCP client configuration (Claude Desktop, Cursor, Codex, Claude Code):
{
"mcpServers": {
"github": {
"command": "uvx",
"args": ["mcparmory-github"],
"env": {
"BEARER_TOKEN": "ghp_your_token_here"
}
}
}
}
Features
Every server in this registry provides:
- Full API coverage — all endpoints from the OpenAPI spec are exposed as MCP tools
- Authentication — API key, Bearer token, Basic auth, OAuth2, JWT, OpenID Connect, and mutual TLS
- Multi-auth — servers that support multiple auth methods let you configure whichever you prefer
- Pydantic validation — request parameters are validated before sending to the API
- Resilience — configurable retries with exponential backoff, connection pooling, and timeouts
- Response sanitization — optional redaction of sensitive fields from API responses
How servers are generated
Servers are generated by MCP Blacksmith, an automated pipeline that:
- Parses an OpenAPI specification
- Transforms operations through LLM-driven passes (naming, parameter filtering, enhancement, classification)
- Generates a complete MCP server with auth, models, validation, and configuration
- Tests every tool against the live API using an autonomous agent
- Deploys passing servers to this registry
The generator targets Python 3.11+ and uses FastMCP as the MCP framework.
Contributing
Servers are auto-generated — don't edit server code directly. If you find an issue, open a GitHub Issue describing:
- Broken or deprecated endpoints
- Missing or incorrect parameters
- Authentication problems
- Incorrect request/response models
We'll re-generate the affected server with the fix. To request a new server, open an issue with a link to the API's OpenAPI spec or documentation.
License
Each generated server is released under the MIT License. The underlying APIs have their own terms of service — see individual server READMEs for details.
<p align="center"> <a href="https://mcparmory.com">MCP Armory</a> · <a href="https://mcpblacksmith.com">MCP Blacksmith</a> · <a href="https://docs.mcpblacksmith.com/quickstart">Docs</a> </p>
Related MCP servers

com.mcparmory/ahrefs
Access Ahrefs SEO data—domain authority, backlinks, traffic, and keyword rankings—via AI agents.

com.mcparmory/airtable
Create, read, update, and delete records in Airtable bases and tables via AI agents.

com.mcparmory/alchemy-nft
Access NFT metadata, ownership, and contract details across blockchains via Alchemy API

com.mcparmory/algolia-search
Search and index data with Algolia, plus get personalized recommendations via MCP.

com.mcparmory/alpha-vantage
Access stock prices, symbol search, and 50+ technical indicators via Alpha Vantage API.

com.mcparmory/apify
Build, deploy, and run web scraping and automation actors in the cloud with AI agents