List of Top MCP Servers for July 21, 2026
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
PatSnap
Provides programmatic access to PatSnap's vast databases of patents, scientific literature, chemistry, and pharmaceutical records.
Qdrant Loader
Collects, processes, and vectorizes content from multiple sources into a Qdrant database, enabling intelligent search and AI development tool integration.
Pilot Browse
Empowers AI agents to autonomously control a real Chrome browser, allowing them to explore websites and execute tasks efficiently.
Mastyf.ai
Provides perimeter defense for LLMs and AI agents through swarm analysis, policy enforcement, adversarial testing, and real-time threat detection.
Aether
Integrates large language models with Home Assistant to provide an intelligent, voice-controlled smart home assistant.
RenForge
Empower AI agents and human developers with comprehensive inspection, control, and debugging capabilities for Ren'Py visual novel projects.
Rtailscale
Manages Tailscale tailnet operations including devices, users, API keys, and policies via a Rust-based MCP server and CLI.
Claude Usage Panel
Monitor Claude Code plan usage across multiple platforms, providing detailed per-model limits and real-time consumption insights.
Meta Data
Intelligently routes model tool calls through an expanding index of open data sources, providing access to a vast array of information.
SAM.gov Data
Provides keyless access to 150 tools for US federal and state/local government contracting, spending, regulation, and partner vetting.