List of Top MCP Servers for February 21, 2026
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
GDAL
Empowers AI agents with GDAL-style geospatial catalog discovery, metadata intelligence, and raster/vector processing, incorporating built-in reasoning guidance.
Mengram
Provides human-like memory capabilities for AI agents, encompassing semantic, episodic, and procedural knowledge that evolves from experience.
Algorand Remote
Enables AI agents to interact with the Algorand blockchain through a standardized interface and secure server-side functionality.
Third-Party MediaWiki
Extends `pywikibot` and `mwclient` to offer enhanced API interaction capabilities for third-party MediaWiki instances and `mcp-server` deployments.
OnIt
Orchestrates AI agents for task automation and assistance through flexible LLM integration and modular tool management.
Gemini WebAPI
Access Google Gemini's capabilities, including image generation, editing, chat, and file analysis, for free using browser cookies without requiring API keys.
Ultrade
Empowers AI trading agents with a multi-chain protocol server for managing wallets, markets, and system information through the Ultrade API.
Judges Panel
Evaluates AI-generated code across 18 specialized domains for security, cost, scalability, cloud readiness, and best practices.
Algorand Wallet Lite
Provides a simplified agentic wallet for the Algorand blockchain, integrating OAuth+OIDC for secure identity, access, and transaction signing.
Kiln
Empowers AI agents to design, queue, and execute physical manufacturing jobs on 3D printers with zero human intervention.