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  3. November 9, 2025

List of Top MCP Servers for November 9, 2025

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

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#1
Playwright icon

Playwright

29

Empowers AI assistants with real-time browser visibility for generating robust Playwright tests and automation scripts.

Browser Automation
#2
ShellKeeper icon

ShellKeeper

26

Equips AI assistants with stateful terminal sessions and file transfer capabilities for robust remote server management.

Deployment & DevOps
#3
CortexGraph icon

CortexGraph

11

Provides AI assistants with a human-like temporal memory system, featuring natural forgetting curves and reinforcement.

Data Science & ML
#4
IFC IDS icon

IFC IDS

19

Enable AI agents to deterministically create, validate, and manage buildingSMART Information Delivery Specification (IDS) files with 100% compliance.

Developer Tools
#5
OpenFoodTox icon

OpenFoodTox

Provides natural language access to EFSA's comprehensive OpenFoodTox Chemical Hazards in food dataset.

Data Science & ML
#6
Claude Writer's Aid icon

Claude Writer's Aid

Offers intelligent analysis, quality checks, and writing assistance for markdown manuscripts within Claude Code.

Productivity & Workflow
#7
Vulcan File Ops icon

Vulcan File Ops

Empowers desktop AI assistants with comprehensive filesystem capabilities, including reading, writing, editing, and managing files.

Developer Tools
#8
Codebase Index icon

Codebase Index

12

Enables Claude Desktop to perform AI-powered semantic search and understanding of your codebase using Google's Gemini embeddings and Qdrant Cloud vector storage.

Developer Tools
#9
Atlassian icon

Atlassian

Empowers AI assistants to manage Atlassian Confluence and Jira Cloud workspaces with 51 specialized tools.

Developer Tools
#10
Code Mode icon

Code Mode

Executes TypeScript code in a secure sandbox environment, enabling calls to other MCP servers through an IPC bridge.

Security & Testing

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