Learning & Documentation MCP Servers

MRConfluenceLinker

Integrates GitLab merge request analysis with Confluence documentation via an MCP server.

DevContext

Provides developers with continuous, project-centric context awareness by learning from development patterns.

Northwind FastAPI Example

Enables Large Language Models to connect and interact with REST APIs by exposing data through a Model Context Protocol endpoint.

Docs Search

Provides LLM clients with dynamic access to up-to-date implementation details and documentation from popular AI libraries like LangChain, LlamaIndex, and OpenAI.

Contexto

Makes project documentation accessible to AI assistants for enhanced contextual understanding.

Hello World

Generates multi-language greetings and provides server capabilities through an HTTP-based Model Context Protocol server.

Ramp Developer

Provides AI assistants with local access to Ramp's developer documentation, API schemas, and development guidance for seamless integration workflows.

Mix

Provides a foundational server implementation for Dremio's Materialized Centralized Processing (MCP) protocol, enabling file-based data interactions.

AI Toolkit

Offers a comprehensive open-source collection of AI projects, Model Context Protocol (MCP) servers, and extensive learning resources.

E-Gonghun

Provides an MCP server to access and query historical merit records and public reports of independence patriots from the Ministry of Patriots and Veterans Affairs' electronic archives.

Document Organizer

Automates systematic document organization, converts PDFs to Markdown, and enforces a universal project documentation standard.

NicePay

Provides a Model Context Protocol (MCP) server for easy access and search of NicePay API documentation and code samples.

Mindvalley Products

Empowers AI assistants with structured access to Mindvalley's educational offerings, including products, masterclasses, programs, and certifications.

Pg Aiguide

Enhances AI coding tools with versioned PostgreSQL knowledge and best practices for improved code generation.

ALex

Empowers AI agents with searchable access to any markdown content through discoverable resources and an embedded full-text search engine.

Server Everything

Provides a comprehensive reference implementation of the Model Context Protocol, demonstrating all its features.

Paragon

Provides structured access to Open edX Paragon design system documentation for AI assistants to generate UI code.

Pravetz

Indexes codebases into a structured database, providing AI assistants with rich tools for code discovery, architecture planning, and task orchestration.

Anki

Integrates with Anki to directly add and manage flashcards via AnkiConnect.

Dnd Oracle

Provides comprehensive D&D 5e SRD content, enabling monster search, spell lookup, encounter building, and character tools using ground-truth data.