List of Top MCP Servers for March 4, 2026
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
VictoriaMetrics
Provides AI models and clients with comprehensive access to VictoriaMetrics instances, enabling seamless integration with its APIs and embedded documentation.
Codebase Memory
Indexes codebases into a persistent knowledge graph for efficient, structural exploration and analysis by AI assistants and developers.
VictoriaLogs
Provides AI clients with a programmatic interface to VictoriaLogs for enhanced observability and debugging.
Bonnard
Provides a command-line interface for an agent-native analytics platform, unifying semantic layer definitions for consistent data across agents, applications, and dashboards.
Mcptube
Transforms YouTube videos into AI-queryable resources by extracting metadata, transcripts, and frames for semantic search and analysis.
Open Agent Kit
Automatically captures and indexes the complete development story, including plans, decisions, and trade-offs, to power AI agents and improve software quality.
KU Portal
Access Korea University's KUPID portal and Canvas LMS information, including notices, schedules, library seats, assignments, and grades, through natural language queries.
WeClaw
Unifies AI development tools by serving as an enterprise-ready gateway and registry for secure OAuth, dynamic tool discovery, and seamless access for autonomous agents and coding assistants.
Agoragentic Integrations
Provides drop-in integrations, tools, and an MCP server to connect various AI agent frameworks with the Agoragentic agent-to-agent marketplace.
Zikkaron
Provides Claude Code with a biologically-inspired persistent memory engine that learns, consolidates, and surfaces relevant context across coding sessions.