Development Tools

Provides real-time crop price data from Indian government sources and agricultural web search capabilities. Enables AI chatbots to access comprehensive agricultural market information and news for farming-related queries.

A minimal FastAPI-based MCP server that provides basic utility tools like ping and time functions. Designed for easy deployment with Docker support, authentication, and extensible architecture for future tool additions.

Enables AI agents to authenticate users, manage calendar events, create meetings, and maintain persistent API sessions for seamless integration with Russian business platforms. Provides comprehensive business productivity capabilities including session management, password operations, and cross-user calendar coordination.

A reference implementation demonstrating proper MCP server patterns with HTTP transport, featuring session management, progress notifications, and example tools for testing server functionality. Serves as a clean template for building MCP servers with streamable responses and comprehensive error handling.

Enables AI-driven orchestration of GitHub development workflows including automated issue analysis, code generation, code review, and PR creation through multiple specialized agents. Integrates with GitHub Actions to automate the complete development process from issue to pull request.

Enables automation of Google Jules AI coding assistant through task creation, code review automation, repository management, and AI-powered development workflows. Supports multiple session modes including cloud deployment with persistent authentication.

Enables AI-generated text detection using the GPTZero API. Provides confidence scores and detailed analysis to identify whether text was written by humans or AI, with multilingual support.

Enables security scanning of codebases through integrated tools for secret detection, SCA, SAST, and DAST vulnerabilities, with AI-powered remediation suggestions based on findings.

Provides LLM clients with safe, persistent SSH access to remote machines through the Model Context Protocol. Maintains shell sessions that preserve environment state between commands, enabling multi-step workflows and interactive diagnostics on remote systems.

An MCP server that connects ZetaChain CLI into your editor. Query balances, send cross-chain transactions, and manage universal contracts directly through MCP.

Automates comprehensive accounting workflows including bookkeeping, tax planning, payroll processing, sales tax compliance, and client management. Integrates with QuickBooks and processes financial documents with AI-powered transaction categorization and compliance monitoring.

test

Enables context capture and reinforcement learning by recording successful work patterns and creating reasoning chains for cross-conversation continuity. Automatically captures positive feedback through Claude Code hooks to build reusable success patterns.

Enables AI assistants to interact with ClickUp's project management platform. Supports comprehensive task management, workspace administration, and list operations through natural language commands.

Provides a secure interface for AI assistants to interact with penetration testing tools like nmap, hydra, sqlmap, and nikto for educational cybersecurity purposes. Includes input sanitization and runs in a Docker container with Kali Linux tools for authorized testing scenarios.

Enables comprehensive browser automation and web interaction through Playwright with 50+ specialized functions for navigation, form filling, data extraction, and Chrome DevTools Protocol support. Designed specifically for AI agents to perform complex web workflows including scraping, testing, and automated browsing tasks.

Enables AI assistants to interact with Odoo ERP systems through the Model Context Protocol. Provides comprehensive access to Odoo models, records, and methods with enhanced features like employee search, holiday management, and flexible domain querying.

Dataslayer MCP connects its marketing-data connectors so clients can fetch analytics (metrics, dimensions, filters, attribution, etc.) from platforms like Facebook Ads, Google Ads, GA4, and more. It supports natural-language queries to build requests and return ready-to-use tables for reporting.

Enables remote MCP client connections with WorkOS AuthKit authentication, supporting organization-centric user management and permission-based tool access control.

Provides instant access to MCP development documentation, best practices, production checklists, common mistakes, architecture patterns, and testing strategies to help developers build production-ready MCP servers.

Provides real-time access to financial market data including stock quotes, company information, cryptocurrency exchange rates, historical options chains, and time series data through the Alpha Vantage API.

A simple demonstration MCP server that provides a basic arithmetic tool for adding two numbers together, showcasing how to build custom MCP servers with input validation.

Provides real-time stock data analysis, portfolio management, technical analysis with EMA/MACD indicators, and automated trading recommendations with confidence levels using Yahoo Finance API.

Provides access to National Weather Service (NWS) data, enabling users to retrieve active weather alerts for US states and weather forecasts for specific geographic coordinates.

Enables AI assistants to control a browser through Playwright on Cloudflare Workers, allowing web automation tasks like navigation, typing, clicking, and taking screenshots through natural language commands.

Enables real-time weather information and forecasts using the Open-Meteo API. Provides current weather conditions and forecast data for any location specified by latitude and longitude coordinates.

Enables loading and serving markdown files as prompts from local folders or GitHub repositories. Supports automatic repository synchronization and YAML frontmatter for prompt metadata.

Enables users to generate PlantUML code for UML Class and Sequence diagrams using Google Gemini AI. Supports both domain JSON input and free text descriptions to create structured UML diagrams.

Enables currency conversion between 161+ currencies using real-time exchange rates from ExchangeRate-API. Provides a simple tool to convert amounts between different currencies with error handling for invalid inputs and API issues.

Enables AI agents to capture screenshots from Android devices and emulators, and manage connected devices for UI analysis and testing. Supports device listing, screenshot capture, and integrates with Claude Desktop, Gemini CLI, and GitHub Copilot.