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Sizing

Calculates approximate hardware requirements for dedicated search nodes on MongoDB Atlas, supporting both lexical and vector search use cases.

Sonata

Orchestrates browser automation for government services, transforming bureaucratic web interfaces into programmable APIs for LLM agents.

AppsFlyer

Integrates AppsFlyer analytics data with AI assistants via a Model Context Protocol server.

Demo Local LLM

Demonstrates creating MCP clients and servers in Python and TypeScript, integrating with local LLMs.

FastMail

Enhance FastMail email management with AI-powered features for smart analysis, organization, and contextual reply generation.

Four.meme

Provides real-time analytics and trading insights for meme-related tokens within the Four.meme ecosystem.

Demo

Facilitates Java CI/CD workflows and GitLab CI template management through a demonstration server.

Unicode Puzzles

Manipulates text using Unicode tricks for steganography, bypassing filters, and creating puzzles.

MS Paint AgenticAI

Automates interactions with the MS Paint application for large language models, enabling them to control and input text into the app via agentic workflows.

Taiwan Weather

Retrieves real-time weather reports, forecasts, and satellite images from Taiwan's Central Weather Administration for agentic AI applications.

Beeper

Provides read-only access to local Beeper chat conversations on macOS for Model Context Protocol (MCP) clients.

News

Aggregates multi-source news, applying AI for synthesis and bias removal, while using conversation-aware caching for persistent information retrieval.

Ransomware Analysis System

Integrates an MCP server, Gemini AI agent, and n8n for automated ransomware threat analysis.

Coralogix

Enables AI agents to query Coralogix logs and perform aggregations using Lucene or DataPrime syntax.

Central Manager

Provides real-time database monitoring, service health management, and automated maintenance for production Ubuntu servers.

Knowledge Service

Manages a comprehensive knowledge and rules suite for Tailscale networks, featuring semantic search capabilities powered by libSQL vectors and OpenAI embeddings.

OopsBot

Automates the generation and management of comprehensive test cases from product requirements using AI.

Pero

Integrates powerful SSH client capabilities with App Store Connect API management within a Model Context Protocol server.

Example

Illustrates how to create a Model Context Protocol (MCP) server in C# for defining command-line or application-callable tools.

Schoology

Integrate Schoology course and assignment data with large language models.

Mcptool

Manages Model Context Protocol (MCP) servers by adding/removing them in predefined groups, integrating with tools like Claude and Cursor.

FastMCP

Enables dynamic generation of Model Context Protocol (MCP) tools directly from Swagger/OpenAPI specifications.

Xray

Integrates the powerful xray vulnerability scanner into ModelScope's Model Context Protocol for comprehensive security assessments.

MCP4All

Automates the documentation of GitHub projects as blog posts by serving a Model Context Protocol (MCP) endpoint.

SQLite

Provides a versatile server to execute SQL queries on SQLite databases using the MCP protocol across various communication modes.

Dotnet

Enables language models (LLMs) to access external data, tools, and custom systems via a .NET-based Model Context Protocol (MCP) server.

AI Usecases Examples

Provides practical code snippets and examples for integrating various artificial intelligence features and models.

Cloudbrowser

Enables browser automation and data extraction within Claude Desktop using Browserbase API.

YouTube

Enables AI assistants to access and analyze comprehensive YouTube channel data and facilitate content strategy.

Jira

Integrates with Jira to facilitate ticket creation and retrieval via its REST API.