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List of Top MCP Servers for February 2, 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
Gopls icon

Gopls

Provides compiler-grade Go language semantics to AI agents and LLMs for precise code analysis and optimized token usage.

Developer Tools
#2
RLM Claude icon

RLM Claude

11

Extends Claude Code CLI with persistent memory and context management, preventing loss of conversation history and insights across sessions.

Developer Tools
#3
GW Data icon

GW Data

Enables AI assistants to query Gravitational Wave (GW) data from GraceDB and GWOSC in real-time.

API Development
#4
Cqs icon

Cqs

Perform semantic code search to find functions by their behavior rather than their names, leveraging local machine learning and GPU acceleration.

Developer Tools
#5
Semantic Code icon

Semantic Code

Facilitates finding code by its meaning and context rather than relying solely on text-based keyword matching.

Developer Tools
#6
jQAssistant Graph RAG icon

jQAssistant Graph RAG

Transforms jQAssistant-generated Neo4j graphs into semantically rich, AI-ready knowledge graphs for Java/Kotlin source code analysis.

Developer Tools
#7
Nyaomaru 3D UI icon

Nyaomaru 3D UI

Serves the Nyaomaru 3D user interface as an MCP resource, enabling interaction within MCP-enabled clients.

API Development
#8
Zget icon

Zget

Archive videos from hundreds of online platforms into a personal, self-hosted library with comprehensive search and metadata preservation.

Productivity & Workflow
#9
Notion AI Integration icon

Notion AI Integration

Integrates AI assistants with Notion databases to automatically save conversations, track learning progress, and facilitate database queries.

Database Management
#10
Scholarly Mode icon

Scholarly Mode

Empowers AI assistants to exclusively search, retrieve, and interact with peer-reviewed academic articles from Springer Nature's open access collection.

API Development

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