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  3. March 21, 2026

List of Top MCP Servers for March 21, 2026

Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.

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#1
mihai-dinculescu

Tapo

Control TP-Link Tapo smart devices through an unofficial API client available for Rust and Python, and as an AI-callable MCP server.

Other
735
#2
feenlace

1C AI Assistant

Connects AI assistants to 1C:Enterprise configurations, enabling generation of accurate BSL code based on metadata.

Database Management
48
#3
datadog-labs

Datadog

Connects AI agents to Datadog's observability tools and data, enabling direct querying of logs, metrics, traces, and incidents from AI-powered development environments.

Data Science & ML
22
#4
aidongise-cell

Prism Scanner

Scans AI agent skills, plugins, and MCP servers for security vulnerabilities and malicious behavior, covering the full software lifecycle.

Developer Tools
#5
hyunjae-labs

Lore

Enables semantic and keyword search across your Claude Code conversations, running entirely locally.

Data Science & ML
#6
ingero-io

Ingero

Traces GPU workloads from Linux kernel events through CUDA API calls to Python source lines using eBPF for comprehensive causal observability.

Data Science & ML
#7
ozmium7

Ozmium S&box

Connects AI coding assistants to the S&box editor, enabling real-time interaction and control over game development assets and scenes.

Game Development
#8
SuxyEE

Aliyun SLS

Enables AI assistants to directly query Alibaba Cloud SLS logs with natural language, eliminating manual console navigation.

Developer Tools
#9
Yuanpeng-Li

Gradescope

Enables AI assistants to interact with Gradescope for comprehensive course management, grading, and regrade review, prioritizing human-approved write operations.

Productivity & Workflow
#10
minagishl

N Lobby

Provides a command-line interface and Model Context Protocol server to interact with the N Lobby school portal.

Web Scraping & Data Collection

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