List of Top MCP Servers for March 18, 2026
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
OpenBrand
Extract brand assets including logos, colors, and backdrops from any website URL.
Memora
Equips AI agents with persistent memory for semantic storage, knowledge graphs, conversational recall, and cross-session context.
Google Ads
Connects large language models to the Google Ads API, enabling conversational interaction with advertising data.
UniFi Network
Transforms your UniFi Network Controller into a rich set of interactive tools controllable by LLMs and agents via the Model Context Protocol (MCP).
Facebook Ads Library
Access and analyze Facebook's public ad library to gain insights into advertising strategies.
Workspace
Provides secure file system, git, and GitHub tools for AI assistants within a sandboxed project directory.
Generative UI
Enables AI models to generate a wide range of interactive visualizations like charts, diagrams, and UI mockups by providing on-demand design guidelines.
Python Code Quality Tools
Provides AI-enhanced code quality checks for Python projects, generating smart prompts for analysis and fixes.
Audio Analyzer
Empower large language models to process and understand audio by converting raw sound into structured analytical data.
WinDbg
Exposes a WinDbg debugging session as an MCP server for enhanced command documentation, debugger actions, and AI-assisted analysis.