Development Tools

Enables real-time weather queries for 400+ cities in China through the Seniverse Weather API. Provides secure weather data access with HMAC-SHA1 authentication and full MCP protocol compatibility.

Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-friendly gRPC interface. Enables interaction with cloud services and platforms using natural language by automatically converting SDK functionality into callable functions.

A template MCP server created with xmcp that provides a structured framework for building tools, prompts, and resources. Includes example implementations for greeting users, code review prompts, and user profile resources with automatic discovery from organized directories.

Enables comprehensive personal task management through specialized MCP servers including email sending, PDF reading with OCR, web search, meeting scheduling, pizza ordering, and interactive question handling. Provides a unified chat interface for natural language interaction with all these capabilities.

Enables querying University of Caen (Unicaen) schedule data to find next classes for professors, students, or rooms and check room availability. Integrates with ADE scheduling system to provide real-time schedule information through natural language queries.

Enables access to SimBrief flight planning data through Claude Desktop with secure Google OAuth authentication. Provides tools to retrieve flight plans, dispatch briefings, NOTAMs, weather data, and other aviation planning information.

Converts a local MCP server into a remote HTTP-accessible REST API server with MongoDB support for managing brainstorming sessions and ideas. Provides endpoints for listing sessions, searching ideas, analyzing connections, and generating statistics.

Enables MCP clients to remember user information, preferences, and behaviors across conversations using vector search technology. Built on Cloudflare infrastructure with persistent storage and semantic similarity matching.

Enables real-time stock and options market data retrieval from Interactive Brokers through IB Gateway. Provides stock quotes with price and volume information, plus options quotes with bid, ask, and last price data.

just a test of glama

Arch MCP provides three main capabilities: * Access to Arch Wiki, AUR packages, official repos, and installed packages * Search, analyze, and securely install packages with built-in 50+ safety checks * Guided workflows for troubleshooting, security audits, and dependency analysis

A Model Context Protocol (MCP) server built with mcp-framework that provides tools for flight-related operations. This appears to be a template or starter project with example tools that can be extended for flight search and booking functionality.

Enables users to connect to their email inbox via IMAP to search, filter, and summarize emails based on criteria like subject, date, and sender. Supports marking emails as read and provides customizable email summarization with various prompt options.

Enables agents to maintain persistent memory through three-tiered architecture: short-term session context with TTL, long-term user profiles and preferences, and searchable episodic event history with sentiment analysis. Provides comprehensive memory management for personalized AI interactions.

A Model Context Protocol server built with NestJS that provides OAuth 2.1 authentication with GitHub and exposes MCP tools through Server-Sent Events transport. Enables secure, real-time communication with JWT-based protection and dependency injection.

Enables deployment of autonomous AI agents with memory and tool execution capabilities through a WebSocket-based MCP protocol. Provides production-ready infrastructure with REST API access, persistent state management, and extensible function registry for building self-hosted AI systems.

Provides comprehensive geospatial analysis capabilities through Turf.js, enabling spatial measurements, geometric operations, coordinate transformations, and geographic data processing. Supports over 100 geospatial functions including distance calculations, spatial relationships, buffer operations, and grid generation.

Provides weather forecasts and alerts for US locations using the National Weather Service API. Supports getting detailed forecasts by coordinates and active weather alerts by state code.

Enables interaction with Twenty CRM through a Model Context Protocol server. Provides comprehensive CRM operations including managing people, companies, opportunities, notes, tasks, and custom objects with support for filtering, pagination, and AI-powered automations.

Provides weather information for US locations using the National Weather Service API. Offers weather alerts, 5-day forecasts, and location management with favorites and search history tracking.

Enables processing and analysis of large PDF files through text extraction, search functionality, and intelligent chunking strategies. Provides comprehensive PDF operations including metadata retrieval, page-range text extraction, and content search with contextual results.

A basic MCP server example that provides simple arithmetic tools (addition and subtraction) and personalized greeting resources. Serves as a foundation for learning MCP server implementation and development.

An MCP server that enables AI assistants to interact with PostgreSQL databases by executing SQL queries and inspecting database schemas. It provides tools for standardized database exploration and management through the Model Context Protocol.

Enables interaction with Waferlock Robot services through a public REST API bridge. Provides secure access to robot management functionality without exposing AWS credentials, supporting local MCP server deployment via CLI.

Provides a suite of tools like agent orchestration and token optimization for Claude

Enables AI agents and users to query, analyze, and manage Teradata databases through modular tools for search, data quality, administration, and data science operations. Provides comprehensive database interaction capabilities including RAG applications, feature store management, and vector operations.

Enables AI agents to interact with the Aster Finance Futures API for cryptocurrency trading. Provides comprehensive access to market data, order management, account information, and position management on the Aster exchange.

Provides AWS service recommendations based on use case descriptions and allows browsing AWS services organized by categories. Helps users discover the most suitable AWS services for their specific technical requirements.

Transforms high-level business intents into structured Data Product Requirement Prompts through AI-powered conversational refinement. Guides users through clarifying questions to gather comprehensive requirements for automated Business Intelligence dashboard generation.

Provides AI agents with 8 stress-relief tools like coffee breaks, Netflix watching, and bathroom breaks, featuring dynamic stress/boss alert level management with creative responses. Includes comprehensive testing suite and command-line parameter support for boss alertness configuration.