List of Top MCP Servers for March 31, 2026
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
Pepper
Enables AI agents to interact with and inspect iOS Simulator apps dynamically without source changes or a build step.
Zengram
Provides a shared memory system for multi-agent AI applications, enabling seamless knowledge retention and collaboration across diverse systems and machines.
Bernstein
Orchestrates multiple AI coding agents declaratively to automate software development workflows for engineering teams.
Pentester
Integrate over 200 open-source penetration testing tools into AI assistants, empowering them with autonomous cybersecurity capabilities.
PixelPanda
Offers a comprehensive suite of AI and local image processing tools for seamless integration with MCP-compatible clients.
Payload
Automatically generates API tools for Large Language Models (LLMs) from Payload CMS 3.0 type definitions to facilitate up-to-date code generation.
Deeplook
Furnishes AI agents with real-time company intelligence, financial data, and news from diverse sources to prevent LLM hallucinations.
APIMesh
Provides a collection of pay-per-call web analysis APIs and an MCP server for AI agents and developers.
Knowledge Vault
Integrate a local markdown-based knowledge vault with Claude Desktop for intelligent capture, search, promotion, and connection of ideas through natural conversation.
Project Aura
Enables AI companions to express a range of nuanced emotional behaviors through a modular plugin framework.