AgentQL
Production-ready MCP servers for 70+ APIs — GitHub, Google, Notion, Jira & more. Generated from OpenAPI specs, tested against live APIs. Works with Claude Desktop, Cursor, Codex & Claude Code.
What is AgentQL?
AgentQL is a Model Context Protocol (MCP) server that allows AI assistants like Claude, Cursor, and VS Code to production-ready mcp servers for 70+ apis — github, google, notion, jira & more. generated from openapi specs, tested against live apis. works with claude desktop, cursor, codex & claude code.
Production-ready MCP servers for 70+ APIs — GitHub, Google, Notion, Jira & more. Generated from OpenAPI specs, tested against live APIs. Works with Claude Desktop, Cursor, Codex & Claude Code.
This server falls under the APIs and Developer Tools categories on MCPgee, the world's largest MCP server directory with 33,000+ servers.
Features
- extract-web-data
Use Cases
Maintainer
Works with
Installation
NPM
npx -y agentql-mcpPIP
pip install mcparmory-agentqlManual Installation
npx -y agentql-mcpConfiguration
Configuration Details
claude_desktop_config.json
Performance
Response Metrics
Resource Usage
How to Set Up and Use AgentQL
AgentQL (via mcparmory) is a production-ready MCP server generated from OpenAPI specifications that provides access to 70+ APIs — including GitHub, Google, Notion, and Jira — all tested against live endpoints. It works with Claude Desktop, Cursor, Claude Code, and Codex, and is installable in seconds with uvx or pip. Developers use it to give AI assistants broad, reliable API access without writing custom integration code for each service.
Prerequisites
- Python 3.10 or later with uv installed, or Node.js 18 or later
- A BEARER_TOKEN or API key for the specific service(s) you want to access (e.g. GitHub personal access token, Notion integration token)
- An MCP-compatible client: Claude Desktop, Cursor, Claude Code, or Codex
Install the AgentQL MCP server via uvx (no install required)
Use uvx to run the server directly without a permanent installation. This is the recommended zero-friction approach.
uvx mcparmory-agentqlOr install via pip for a persistent setup
Install the package globally so it is available as a system command.
pip install mcparmory-agentql
mcparmory-agentqlOr install via npm
Use npx to run the npm package variant without a permanent install.
npx -y agentql-mcpAdd the server to your Claude Desktop config with your API credentials
Register AgentQL in claude_desktop_config.json and supply your authentication token for the target API service.
{
"mcpServers": {
"agentql": {
"command": "uvx",
"args": ["mcparmory-agentql"],
"env": {
"BEARER_TOKEN": "your_api_token_here"
}
}
}
}Restart your MCP client and verify the tools are available
Restart Claude Desktop or Cursor. The full set of API tools for your configured service should now be available for Claude to call.
AgentQL Examples
Client configuration
claude_desktop_config.json entry for the AgentQL MCP server using uvx with a bearer token.
{
"mcpServers": {
"agentql": {
"command": "uvx",
"args": ["mcparmory-agentql"],
"env": {
"BEARER_TOKEN": "your_api_token_here"
}
}
}
}Prompts to try
Example prompts using the 70+ API integrations available through AgentQL.
- "List all open pull requests in my GitHub repository myorg/myrepo"
- "Create a new page in my Notion workspace titled 'Q3 Planning'"
- "Show me all Jira issues assigned to me that are currently In Progress"
- "Search my Google Drive for documents containing 'quarterly report'"
- "Create a GitHub issue in myorg/myrepo with the title 'Fix login bug'"Troubleshooting AgentQL
API calls return 401 Unauthorized
Ensure BEARER_TOKEN is set to a valid token for the specific API you are trying to access. Different services require different token types — a GitHub personal access token will not work for Notion and vice versa. Check the mcparmory registry documentation for the specific server's authentication requirements.
'uvx' command not found when Claude Desktop starts the server
Install uv with 'curl -LsSf https://astral.sh/uv/install.sh | sh'. If Claude Desktop still cannot find uvx, use the full path to the binary in the 'command' field of your config (e.g. '/Users/yourname/.local/bin/uvx').
Server starts but no tools appear in the client
Verify the server is running correctly by executing 'uvx mcparmory-agentql' in a terminal and checking for error output. Also confirm your MCP client version supports tool discovery — older clients may require a restart after adding a new server.
Frequently Asked Questions about AgentQL
What is AgentQL?
AgentQL is a Model Context Protocol (MCP) server that production-ready mcp servers for 70+ apis — github, google, notion, jira & more. generated from openapi specs, tested against live apis. works with claude desktop, cursor, codex & claude code. It connects AI assistants to external tools and data sources through a standardized interface.
How do I install AgentQL?
Install via npm with the command: npx -y agentql-mcp. Then add the server configuration to your AI client's JSON config file (e.g., claude_desktop_config.json or .cursor/mcp.json).
Which AI clients work with AgentQL?
AgentQL works with all major MCP-compatible AI clients including Claude Desktop, Claude Code, Cursor, VS Code (GitHub Copilot), Windsurf, and Cline.
Is AgentQL free to use?
Yes, AgentQL is open source and available under the MIT License license. You can use it freely in both personal and commercial projects.
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