List of Top MCP Servers for December 23, 2025
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
Drawio2go
Facilitates human-AI collaboration in diagramming by providing an AI-powered DrawIO editor with intelligent assistance and robust version control.
Spring AI Playground
Provides a self-hosted web UI for low-code AI tool development, integrating live MCP server registration and dynamic tool exposure for AI agents.
Automated Pentest Suite
Performs AI-powered, full security checks using a dockerized pentesting suite.
Midnight
Provides AI assistants with programmatic access to the Midnight blockchain, enabling contract search, code analysis, and documentation exploration.
Chroma
Provides an enhanced Model Context Protocol server for ChromaDB, facilitating advanced data retrieval, embedding management, and sequential reasoning capabilities for LLM applications.
Zfile
Empowers AI assistants to interact with ZFile for seamless file management and sharing.
AI Agent History RAG
Aggregates and provides persistent, searchable memory across all your AI coding agent sessions in a single vector database.
Z-Image-Turbo
Generate high-quality images rapidly from text prompts using an intuitive web interface.
A-MEM
Augment LLM agents with an intelligent agentic memory system, offering automatic note construction, dynamic updates, and semantic retrieval, integrated with popular IDEs.
Gateway
Transforms existing MCP Servers and APIs into secure MCP servers with built-in authentication and authorization using a lightweight gateway service.