# agentql

**Category:** 💻 Developer Tools  
**Repository:** https://github.com/mcparmory/registry  
**Views:** 0  
**Installs:** 0  
**Upvotes:** 0  
**Directory Page:** https://allmcps.com/mcp/agentql

## Description
Query webpages and extract structured data using natural language

## Claude Desktop Quick Installation
Heuristic fallback — verify the package name and runner against the repository README before running it. Uses `npx` (confidence: low):

```json
"mcpServers": {
  "agentql": {
    "command": "npx",
    "args": ["-y","agentql"]
  }
}
```

## Documentation & README

<p align="center">
  <img src="https://wjxawmrpsfuivlicnepc.supabase.co/storage/v1/object/public/newsletter/logo-armory-no-background.png" alt="MCP Armory" height="64">
</p>

<h1 align="center">MCP Armory Registry</h1>

<p align="center">
Production-ready MCP servers for popular APIs, generated by <a href="https://mcpblacksmith.com">MCP Blacksmith</a>.
</p>

<p align="center">
  <a href="https://github.com/mcparmory/registry/stargazers"><img src="https://img.shields.io/github/stars/mcparmory/registry?style=flat&color=gold" alt="GitHub Stars"></a>
  <a href="https://github.com/mcparmory/registry/blob/main/servers/github/LICENSE"><img src="https://img.shields.io/badge/license-MIT-blue" alt="License"></a>
  <img src="https://img.shields.io/badge/servers-79-8A2BE2" alt="Servers">
  <img src="https://img.shields.io/badge/python-3.11+-3776AB?logo=python&logoColor=white" alt="Python 3.11+">
</p>

<p align="center">
  <a href="#servers">Servers</a> &middot;
  <a href="#install--usage">Install & Usage</a> &middot;
  <a href="#features">Features</a> &middot;
  <a href="#how-servers-are-generated">How it works</a> &middot;
  <a href="#license">License</a>
</p>

---

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](https://mcpblacksmith.com) and **tested against the live API** before release. Hosted on [MCP Armory](https://mcparmory.com) or run independently.

<!-- SERVERS:BEGIN -->
## Servers

🧠 **AI & Machine Learning** &ensp; [ElevenLabs](servers/elevenlabs) · [Linkup](servers/linkup) · [Parallel](servers/parallel) · [Perplexity AI](servers/perplexity) · [Ragie](servers/ragie) · [Replicate](servers/replicate)

📊 **Analytics** &ensp; [Ahrefs](servers/ahrefs) · [Datadog](servers/datadog) · [Google Analytics](servers/google-analytics) · [Google Search Console](servers/google-search-console) · [Linkly](servers/linkly) · [Mixpanel](servers/mixpanel) · [PostHog](servers/posthog)

⛓️ **Blockchain & Crypto** &ensp; [Alchemy NFT](servers/alchemy-nft)

💼 **CRM & Sales** &ensp; [Apollo](servers/apollo)

💬 **Communication** &ensp; [Atlassian Confluence](servers/atlassian-confluence) · [Google Gmail](servers/google-gmail) · [MailerSend](servers/mailersend) · [Mailtrap](servers/mailtrap) · [Postmark](servers/postmark) · [Resend](servers/resend) · [Slack](servers/slack)

🗄️ **Data & Databases** &ensp; [Enigma](servers/enigma) · [Pinecone](servers/pinecone)

🛠️ **Developer Tools** &ensp; [AgentQL](servers/agentql) · [Apify](servers/apify) · [Bitbucket](servers/bitbucket) · [Bright Data](servers/brightdata) · [Browserbase](servers/browserbase) · [BuiltWith](servers/builtwith) · [Canvas](servers/canvas) · [CircleCI](servers/circleci) · [Codacy](servers/codacy) · [Contentful Management](servers/contentful-management) · [ConvertAPI](servers/convertapi) · [E2B](servers/e2b) · [Firecrawl](servers/firecrawl) · [GitHub](servers/github) · [GitLab](servers/gitlab) · [LaunchDarkly](servers/launchdarkly) · [Postman](servers/postman) · [Scrapingant](servers/scrapingant) · [Semrush AppCenter](servers/semrush-appcenter) · [Sentry](servers/sentry)

📄 **Documents & Printing** &ensp; [PDF.co](servers/pdfco)

🛒 **E-commerce** &ensp; [Shopify Admin](servers/shopify-admin)

💰 **Finance** &ensp; [Alpha Vantage](servers/alpha-vantage) · [Polygon](servers/polygon) · [Ramp](servers/ramp)

👥 **HR & Recruiting** &ensp; [BambooHR](servers/bamboohr)

☁️ **Infrastructure** &ensp; [Globalping](servers/globalping) · [Grafana](servers/grafana) · [PagerDuty](servers/pagerduty) · [Rootly](servers/rootly) · [Runpod](servers/runpod)

⚖️ **Legal & Compliance** &ensp; [NetLicensing](servers/netlicensing)

🗺️ **Maps & Location** &ensp; [Google Maps Platform](servers/google-maps) · [IP2Location.io IP Geolocation](servers/ip2location-geolocation) · [OpenCage Geocoding](servers/opencage-geocoding)

📣 **Marketing** &ensp; [Customer.io Journeys Track](servers/customerio-journeys-track) · [Klaviyo](servers/klaviyo)

🎬 **Media & Entertainment** &ensp; [Canva](servers/canva) · [Perigon](servers/perigon)

✅ **Productivity** &ensp; [Airtable](servers/airtable) · [Asana](servers/asana) · [Atlassian Jira](servers/atlassian-jira) · [ClickUp](servers/clickup) · [Figma](servers/figma) · [Google Sheets](servers/google-sheets) · [Miro](servers/miro) · [Notion](servers/notion) · [Outline](servers/outline) · [Shortcut](servers/shortcut)

🔍 **Search** &ensp; [Algolia Search](servers/algolia-search) · [Google Search](servers/google-search)

📦 **Storage** &ensp; [Box](servers/box) · [Files.com](servers/files-com) · [Google Drive](servers/google-drive)

📌 **Other** &ensp; [Close](servers/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.

```bash
# 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):

```json
{
  "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](https://mcpblacksmith.com), an automated pipeline that:

1. **Parses** an OpenAPI specification
2. **Transforms** operations through LLM-driven passes (naming, parameter filtering, enhancement, classification)
3. **Generates** a complete MCP server with auth, models, validation, and configuration
4. **Tests** every tool against the live API using an autonomous agent
5. **Deploys** passing servers to this registry

The generator targets Python 3.11+ and uses [FastMCP](https://github.com/jlowin/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](https://github.com/mcparmory/registry/issues/new/choose) 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](servers/github/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> &middot;
  <a href="https://mcpblacksmith.com">MCP Blacksmith</a> &middot;
  <a href="https://docs.mcpblacksmith.com/quickstart">Docs</a>
</p>