List of Top MCP Servers for November 26, 2025
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
Data Commons Search
Provides a search server for open-access datasets, enabling natural language queries and LLM-assisted discovery.
FlowLens
Empowers AI coding agents with full browser context to streamline debugging and regression testing workflows.
Riksdag & Regering
Provide large language models with easy access to open data, documents, and records from the Swedish Parliament and Government Offices.
Skolverket
Provides AI assistants with access to all open data APIs from the Swedish National Agency for Education (Skolverket), tailored for large language models.
OfficeReader
Converts Microsoft Office documents (Word, Excel, PowerPoint) into Markdown format with intelligent image extraction and optimization.
LangChain Agent
Exposes LangChain agent capabilities as a production-ready server via the Model Context Protocol.
MemCP
Enables AI assistants to possess persistent long-term memory and context across conversations and platforms.
ClickUp Integration
Integrates ClickUp project management with AI applications through the Model Context Protocol, offering enhanced task management and universal API access.
Cloudscape Docs
Provides semantic search capabilities over AWS Cloudscape Design System documentation for AI agents and coding assistants.
Codex
Manage, expose, and synchronize AI agent skills from local files across various platforms like Codex and Claude.