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MCP Ecosystem

Model Context Protocol servers, tutorials, and use cases

Tools (17)

Claude-code-mcp

open-source

MCP server providing privileged code execution capabilities to Claude Code, enabling bypass-restricted operations for advanced development workflows.

Claudecode-gemini-mcp

open-source

MCP server that routes Claude Code requests through Google Gemini models for multi-model code review and cross-referencing.

Code-sandbox-mcp

open-source

MCP server that provisions sandboxed execution environments for LLMs to safely run untrusted code in isolated containers.

Codemcp

open-source

Claude Pro add-on performing direct file edits and test execution with Git-tracked rollback capabilities for risk-free AI-assisted development.

Duckduckgo-mcp-server

open-source

MCP-compatible web search server powered by DuckDuckGo, featuring rate limiting, content scraping, and structured output optimized for LLM consumption.

Facebook-ads-library-mcp

open-source

MCP server providing programmatic access to the Facebook Ads Library for ad intelligence, competitive analysis, and creative research.

Fastmcp

open-source

Minimal Python framework for building MCP-compliant servers in under 20 lines of code, with built-in tool registration and schema validation.

Gemini-mcp-server

open-source

MCP adapter exposing Google Gemini Pro and Ultra models as drop-in tools within Claude Code existing agentic workflow.

Mcp-playwright

open-source

MCP server wrapping Playwright for LLM-driven browser automation supporting navigation, screenshot capture, element interaction, and JavaScript execution.

Mcp-server-code-runner

open-source

Polyglot code execution MCP server supporting Python, JavaScript, Go, and Rust with resource-isolated sandboxes and real-time stdout capture.

Mcp-server-milvus

open-source

Bidirectional MCP bridge connecting LLM agents to Milvus vector databases for semantic search, hybrid retrieval, and high-dimensional ANN queries.

Model-context-protocol

freemium

Anthropic open standard establishing bidirectional communication between AI assistants and external tools, data sources, and services.

Moling

open-source

Zero-dependency MCP server exposing system-level file operations, command execution, and browser automation through a unified tool interface.

Node-code-sandbox-mcp

open-source

Docker-isolated Node.js execution environment for LLMs with on-demand npm dependency resolution, filesystem sandboxing, and configurable timeout controls.

Notion-mcp-server

open-source

MCP-compliant interface to the Notion API supporting page creation, database queries, block manipulation, and content synchronization workflows.

Ros-mcp-server

open-source

Bidirectional MCP bridge converting natural language instructions to ROS 1/2 navigation commands for automated robot control and sensor data retrieval.

Zin-mcp-client

open-source

Lightweight terminal-based MCP client bridging local LLM runtimes with remote MCP-compatible tool servers through stdin/stdout transport.

Articles (1)