Servers

Provides reference implementations for Model Context Protocol (MCP) servers, demonstrating how to give Large Language Models (LLMs) secure, controlled access to tools and data sources.

Google Maps

Enables access to location services, directions, and place details using Google Maps.

NUR

Enables natural language control of Universal Robots using a large language model via the Model Control Protocol (MCP).

Code Audit

Performs intelligent, AI-powered code audits for security, quality, performance, and more using local Ollama models.

Browser Use

53

Automates browser interactions via natural language using the browser-use library and the Model Context Protocol.

Awesome MCP Servers

Provides a curated list of resources related to Model Context Protocol (MCP) servers.

Kingdom AI

Facilitates comprehensive and collaborative code review by orchestrating a team of six specialized AI experts.

WebSocket

Implements a Model Context Protocol (MCP) server and client using WebSockets for improved communication with local language models.

Sqlite Agent

Enables natural language interaction with SQLite databases using a local LLM via Ollama.

AI Cognitive Nexus

12

Orchestrates hierarchical AI teams for complex, multi-stage task execution through dynamic grouping and management of multiple AI agents.

Open Swarm

11

Enables the construction of intelligent, multi-agent systems with a modular, extensible framework.

Claude Sidekick

Integrates local Ollama models with Claude, enabling delegation of simpler tasks to conserve tokens for advanced reasoning.

Oauth2 Authorization Server

Provides an OAuth2 authorization server implementation using Spring Boot 3 and Java 24.

Ollama

Establishes a powerful bridge between Ollama and the Model Context Protocol (MCP), enabling seamless integration of local LLM capabilities into MCP-powered applications.

Claude Code OpenRouter

29

Integrate OpenRouter's vast collection of AI models directly into Claude Code through a local server.

OpenXAI

Provides comprehensive tools for evaluating and benchmarking post hoc explanation methods in AI models through a standard interface.

Devtools

Empowers AI assistants with agentic coding capabilities through direct file operations, Git management, and terminal command execution.

Higress

6,419

Provides an AI-native API gateway for cloud-native applications, extending Envoy and Istio with Wasm plugins.

InsightsLibrary

Provides a free, plug-and-play knowledge base with over 10,000 high-quality insight reports and secure local data storage.

Moorcheh

Integrates Moorcheh's embedding, vector store, search, and generative AI answer services with Model Context Protocol clients.