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  3. March 24, 2026

List of Top MCP Servers for March 24, 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
jgravelle

JCodeMunch

Optimizes AI agent interaction with codebases by enabling structured retrieval and significantly reducing token usage through precise AST parsing.

Productivity & Workflow
1,242
#2
louislva

Claude Peers

Enables multiple Claude Code instances to discover and communicate with each other instantly for collaborative AI workflows.

Developer Tools
1,135
#3
levnikolaevich

Claude Code Skills

Automate the full software delivery lifecycle within Claude Code, providing an Agile pipeline with multi-model AI review, project bootstrapping, and comprehensive code quality tools.

Developer Tools
254
#4
choihyunsus

Arachne

Automatically assembles the perfect code context for AI workflows by intelligently curating relevant code snippets to fit context windows without noise.

Developer Tools
46
#5
Cortex-AI-Software

Cortex

Automates high-frequency cryptocurrency arbitrage across multiple blockchain networks using AI-driven reasoning and advanced execution engines.

Data Science & ML
24
#6
lampepfl

Tacit

Safeguards AI agents by enforcing capability-based access control and preventing information leakage through a type-checked Scala environment.

Security & Testing
18
#7
mathhire

Shortlist

Streamline your job search and application process by automatically searching, queuing, and applying to positions directly from your AI coding environment.

Developer Tools
17
#8
Sweatent

Askr

Provides asynchronous Q&A capabilities for AI clients by integrating with any OpenAI-compatible API via the MCP protocol.

Developer Tools
13
#9
erebusnz

Rigol

Control Rigol DS1000Z series oscilloscopes over LAN, enabling natural language command-driven measurements, configuration, and data capture.

Developer Tools
11
#10
PlateerLab

Synaptic Memory

Empowers LLM agents and multi-agent systems with brain-inspired knowledge graphs for structured memory, learning, and reasoning.

Developer Tools
24

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