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A basic MCP server template that provides a foundation for building custom tools, resources, and prompts. Serves as a starting point for developers to create their own MCP server functionality.

This server automatically validates consistency between AI-generated frontend and backend code by enforcing OpenAPI 3.0 specifications. It injects smart constraints into AI prompts to ensure that generated data structures and API calls remain synchronized across the entire stack.

A secure two-layer MCP integration system that connects local thin clients to a Google Cloud backend for authenticated access to internal corporate tools. It enables users to manage Odoo ERP records, Shopify products, and internal knowledge bases through natural language commands.

Enables automatic GitHub issue creation from Git diffs. Generates structured issue templates with summaries, technical notes, and appropriate labels based on code changes.

A gateway service that connects AI assistants to numerous external tools like Notion, GitHub, and Google Workspace through a single Model Context Protocol endpoint. It provides a centralized hub for managing multiple tool integrations with secure authentication and a unified API architecture.

MCP Java Sample

Sample of an MCP server using Spring AI with Java

MCP Jina Reader

Jina Reader MCP Server

MCP Jira Cloud V2

MCP Server using Jira Client v2 to handle Jira Issues

A zero-configuration job aggregation server that enables searching for positions and retrieving details across multiple recruitment platforms using natural language. It provides standardized data for job requirements, salary comparisons, and market trends directly within AI clients.

An MCP server that enables searching for jobs across Australian platforms (Seek and LinkedIn) from Claude or any MCP-compatible client, with filters for location, salary, employment type, and more.

Enables AI clients to interact with Joplin notes through the Web Clipper API. Supports searching, reading, creating, deleting, and organizing notes and notebooks, plus scanning for uncompleted todo items.

A Model Context Protocol server for comprehensive Jupyter notebook manipulation, featuring position-based cell operations and bulk editing. It includes specialized integration for VS Code to synchronize notebook changes and trigger file reloads.

Connects MCP clients to a Kali Linux terminal API, enabling AI-assisted penetration testing, CTF challenge solving, and automated security reconnaissance through command execution.

Connects AI assistants to 55+ Kali Linux security tools for automated CTF solving, penetration testing, and security analysis across 7 categories including cryptography, forensics, web security, and binary exploitation.

An integration that enables Claude to generate AI videos from text prompts or images using Kling AI's video generation models.

MCP Koko Tts

A simple MCP (Model Context Protocol) server that provides text-to-speech conversion capabilities, written in TypeScript.

Model Context Protocol (MCP) server for Polish Electronic Invoicing (KSeF / FA(2)). Provides tools to validate, generate, and explore API specifications for KSeF interoperability.

Minimal MCP server demonstrating L402 pay-per-call with Depth-of-Identity reputation gating, providing a bitcoin data tool that fetches BTC price and mempool fees.

MCP Lambda Layer

A Lambda Layer that allows a lambda to operate as an MCP server

An AI agent task management system that provides structure and visualization for long-term task planning with support for the Model Context Protocol (MCP) standard.