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MCP Server Application with RAG

MCP Appium Gestures

This is a Model Context Protocol (MCP) server providing resources and tools for Appium mobile gestures using Actions API..

Provides tools to search for apps and music via the iTunes Search API and monitor the operational status of various Apple system services.

Enables integration with Apple Mail on macOS using JavaScript for Automation (JXA). Supports reading, searching, sending, and managing emails across multiple accounts with full mailbox hierarchy support.

Enables AI assistants like Claude to search and reference your Apple Notes using semantic search and RAG capabilities, with fully local execution and no API keys required.

Enables Large Language Models to automate macOS applications and execute AppleScript commands through natural language. It features built-in security protections including application allowlists and dangerous pattern detection to prevent unauthorized or risky system operations.

An MCP server that enables users to book, cancel, reschedule, and list appointments through natural language interactions. It uses YAML configurations for agent behavior and function logic to manage appointment data and availability.

Enables LLM Desktop clients to generate rich media content like PPT, HTML, and flowcharts via Canvas Core and MCP Apps extension mechanism.

A proof-of-concept demonstrating interactive UI capabilities for MCP servers through a task management example. Shows how MCP servers can deliver HTML/CSS/JS interfaces that render inside AI chat clients with bidirectional communication.

A debug tool for platform developers to verify that their MCP App hosts correctly implement protocol specifications like context injection and message sending. It provides a blind selection test to ensure seamless end-to-end communication between the UI, host, and model.

Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system that lets LLMs iteratively verify and correct their own claims using uncertainty-guided retrieval.

A comprehensive business management server with 36 tools for running an art supply store, including inventory management, customer tracking, order processing, financial reporting, class scheduling, analytics, marketing, and social media integration with Facebook and Instagram.

MCP As A Service

Fun project for spinning up MCP servers as a service.

An MCP server that enables LLMs to interact with Ashby's Applicant Tracking System for managing candidates, jobs, applications, and interviews. It supports data operations, batch processing, and access to pipeline analytics and reporting.

A server implementation that enables LLMs to interact with Ashby's Applicant Tracking System, allowing management of candidates, jobs, applications, interviews, and analytics through the Model Context Protocol.

MCP Assistant Playground

A Streamlit-based chatbot interface powered by OpenAI GPT-4o that intelligently routes user input to custom MCP tools such as GPT chat, image generation, Supabase queries, and text-to-speech.

MCP server for searching and citing ASTGL (As The Geek Learns) articles about MCP servers, local AI, and AI automation. Provides semantic search, direct Q\&A, and topic browsing across 20 authoritative articles with pre-computed embeddings.

MCP Atendeai

Server MCP for atendeAi

Enables secure querying of analytics data stored in AWS Athena/S3 through natural language, with multiple security layers including query validation, resource limits, and automatic PII redaction to prevent data breaches and destructive operations.

Integration server that connects AI assistants to Atlassian products (Confluence & Jira), enabling natural language interactions for searching content, managing issues, creating documents, and updating project information.