
Agentql
- 29 repo stars
- Updated May 12, 2026
- mcparmory/registry
AgentQL is a MCP server that queries webpages with natural language and returns structured extracted data to agents.
About
AgentQL MCP lets coding agents query web pages in natural language and receive structured extractions instead of brittle CSS selectors. developers use it heavily during competitor and audience research: pricing tables, feature lists, changelog bullets, and positioning copy from sites that do not offer APIs. The server runs locally over stdio through uvx or Docker, which keeps credentials and browsing logic under your control compared with pure cloud scrape APIs. Package version 1.0.8 is published to PyPI and as an OCI image, so Claude Code, Cursor, and Windsurf-style setups can add it as a standard MCP dependency. Complexity is intermediate because you must phrase queries clearly and handle dynamic pages responsibly. Pair it with your own rate limits and robots/terms compliance; it automates reading the web, not strategic interpretation of what you collect.
- Natural-language queries against webpages for structured data
- stdio MCP via uvx (PyPI mcparmory-agentql) or Docker ghcr.io/mcparmory/agentql
- Version 1.0.8 with dual PyPI and OCI distribution
- suited for ad-hoc site intelligence without custom scrapers
- GitHub source under mcparmory/registry
Agentql by the numbers
- Data as of Jul 26, 2026 (Skillselion catalog sync)
claude mcp add mcparmory-agentql -- uvx mcparmory-agentqlAdd your badge
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| repo stars | ★ 29 |
|---|---|
| Package | mcparmory-agentql |
| Transport | STDIO |
| Auth | None |
| Last updated | May 12, 2026 |
| Repository | mcparmory/registry ↗ |
What it does
Extract structured fields from competitor and market web pages using natural-language queries inside the agent.
Who is it for?
Best when you're doing fast competitive teardowns and landing-page research without maintaining scrape scripts.
Skip if: Skip if you need authenticated in-app browser flows at scale or fully managed compliance-reviewed crawling only.
What you get
Your agent issues NL queries against URLs and gets structured fields you can drop into comparison tables or specs.
- Structured JSON-like field sets from queried pages
- Reusable NL queries instead of per-site scraper code
- Local stdio MCP integration for research workflows
By the numbers
- MCP package version 1.0.8
- 2 distribution paths: PyPI uvx and OCI Docker
- stdio transport only in published manifest
README.md
MCP Armory Registry
Production-ready MCP servers for popular APIs, generated by MCP Blacksmith.
Servers · Install & Usage · Features · How it works · License
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
🧠 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.
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.
Recommended MCP Servers
How it compares
Local NL web-extraction MCP, not a hosted equity database or ad-platform OAuth connector.
FAQ
Who is AgentQL for?
Developers and agents users who want natural-language webpage queries and structured output during research and integration prototyping.
When should I use AgentQL?
Use it when validating ideas or mapping competitors and you need repeatable extractions from public web pages.
How do I add AgentQL to my agent?
Add stdio MCP using uvx mcparmory-agentql 1.0.8 or the Docker image ghcr.io/mcparmory/agentql:1.0.8 in your MCP config.