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List of Top MCP Servers for March 12, 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
cortexaiofficial

Cortex

Leverages AI and multi-chain technology to execute high-frequency flash arbitrage trades across various cryptocurrency exchanges and blockchains.

Other
22
#2
poddubnyoleg

Lightdash

Connects AI assistants and Large Language Models (LLMs) to Lightdash analytics, enabling programmatic data discovery, chart creation, and dashboard management.

Analytics & Monitoring
17
#3
fabio-rovai

Open Ontologies

Orchestrate AI-native ontology engineering with a Rust-based engine for building, validating, querying, and reasoning over RDF/OWL ontologies.

Developer Tools
13
#4
ThinkyMiner

CodeTree

Provides AI coding agents with structured code understanding through tree-sitter, significantly reducing token consumption.

Data Science & ML
16
#5
FinamWeb

Finam

Integrates Finam Trade API with AI assistants to enable natural language trading operations.

API Development
#6
italia

Schema.gov.it

Facilitates semantic interaction with the schema.gov.it data catalog, empowering AI agents to explore ontologies, analyze data coverage, and discover conceptual connections.

Developer Tools
#7
abrahamADSK

Flame

Control Autodesk Flame with natural language using Claude Code and the Model Context Protocol.

Design Tools
#8
HelpCode-ai

Anything

Convert any existing API into an MCP server to expose as tools for AI clients.

API Development
#9
PatrikFehrenbach

H1 Brain

Connects AI assistants to HackerOne, leveraging your bug bounty history to generate actionable hacking insights.

Security & Testing
39
#10
commune-dev

Commune Cookbook

Empower AI agents with real email and SMS capabilities through production-ready code examples.

Data Science & ML

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