Development Tools

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.

A comprehensive time and calendar utility server that provides timezone conversions, date arithmetic, and business day calculations for AI agents. It features extensive support for the Chinese lunar calendar, including almanac data, festivals, and public holiday tracking across multiple regions.

A humorous MCP server that provides AI agents with "break tools" like taking bathroom breaks, watching Netflix, and browsing memes, while managing stress levels and boss alertness in a playful workplace simulation.

Enables control of the Elektron Digitakt II drum machine through MIDI commands. Supports triggering drum sounds, adjusting parameters, switching patterns, and sending note sequences programmatically.

Enables intelligent analysis of regression test failures and automatic discovery of solutions in JIRA. Analyzes test logs using AI-driven algorithms and matches errors with relevant JIRA issues through natural language interactions.

Enables access to scientific simulation documentation and code snippets for simulators like PyBaMM and Cantera. Provides AI-powered search and retrieval of simulation examples and documentation through natural language queries.

Automates Instagram profile scraping using Playwright with saved login sessions and generates AI-powered analytical reports. Enables users to extract profile data, recent posts metadata, and receive OpenAI-generated summaries through natural language interactions.

Enables programmatic interaction with ArchiveBox web archiving functionality through a comprehensive API wrapper. Supports adding URLs to archives, managing snapshots, and executing CLI commands with multiple authentication methods and policy-based access control.

Enables users to search for location coordinates, retrieve current weather data, and stream real-time weather updates using the Open-Meteo API. Supports location search by city name and provides detailed weather information including temperature, wind speed, and weather conditions.

Provides real-time, privacy-preserving analysis of LLM interactions to detect problematic behaviors like medical advice, dangerous file operations, physics speculation, and unsupported claims. Recommends safety interventions and builds a taxonomy of LLM limitations through crowdsourced evidence collection.

Provides comprehensive MySQL database operations including CRUD, performance optimization, health analysis, and anomaly detection. Supports multiple connection modes, OAuth2.0 authentication, and role-based permissions for database management through natural language.

Search DevExpress documentation using natural language queries across Angular, Blazor, WPF, WinForms, ASP.NET, React, Vue, and more in the AI Coding Assistant and/or IDE of your choice. Receive instant code examples, implementation guidance, and step-by-step instructions. Built-in tools and prompts