List of Top MCP Servers for January 20, 2026
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
TDA Thread Dump Analyzer
Analyzes Java thread dumps and heap information to diagnose performance, deadlocks, and memory issues in Java applications.
Defang
Transforms Docker Compose configurations into secure, scalable cloud deployments across major providers like AWS, GCP, and DigitalOcean.
Iron Manus
Orchestrates AI workflows through a well-defined 8-phase control flow and a suite of specialized tools.
Matryoshka
Analyzes large documents and codebases token-efficiently using symbolic reasoning and a logic engine, circumventing LLM context window limitations.
Gateway
Aggregates multiple Model Context Protocol (MCP) servers into a single endpoint, providing unified tool search, description, and invocation.
UI/UX Pro
Provides AI-powered UI/UX design intelligence by offering instant access to over 1,700 curated design resources through natural language search for various frameworks.
Recallium
Empowers AI agents by providing a local, self-hosted universal memory system that eliminates 'AI amnesia,' automatically capturing, clustering, and surfacing knowledge across all developer projects and tools.
Gcal
Provides a Model Context Protocol server for seamless integration with Google Calendar.
Bedrock Agent Core Use Case
Provides Python and Terraform scripts for deploying and managing agentic solutions built on Bedrock Agent Core.
DocumentDB
Exposes DocumentDB functionality as tools for Large Language Models (LLMs) and provides an Agent-to-Agent (A2A) agent for database management.