Deployment & DevOps MCP Servers

Refactored Octo Parakeet

Demonstrates a simple application within the MCP ecosystem.

Pyodide

Serves Pyodide applications.

Terminator Test

Provides an experimental testing ground for server termination protocols.

Servers

Categorizes and organizes various tools relevant to MCP server management.

Weather Data

Enables asynchronous, fault-tolerant tool calls for historic weather data gathering within a Claude Desktop environment.

OpenXAI

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

Terminal

Empowers large language models with secure, remote terminal command execution capabilities.

Odoo

Manages and provides Model Context Protocol (MCP) services by integrating the FastMCP framework directly within Odoo 17.

Memory

Empowers AI clients with the ability to retain and retrieve user preferences and behaviors across multiple conversations using advanced vector search.

Gilhari Relationships With Implicit Attributes Example

Illustrates Gilhari's implicit attributes feature for automatic foreign key management in JSON objects within a RESTful microservice.

Kubernetes Controller

Provides a Model Context Protocol (MCP) server for interacting with and managing Kubernetes clusters.

Helm

Provides read-only Helm chart tools for LLM agents via the Model Context Protocol.

Defense

Provides AI assistants access to 94 defensive security tools on Linux, enabling system hardening, compliance, and incident response via natural language.

Tailscale

Transforms your Tailscale network into an AI-native operations layer, providing semantic tools for infrastructure management.

Docker

Manages Docker containers, images, compose services, volumes, and networks directly from Claude using a Model Context Protocol server.

Oracle & Webhook

Enhances local development workflows by persistently caching file system operations and integrating GitHub webhook events into the development environment.

Smart Proxy

Optimizes Model Context Protocol (MCP) interactions by intelligently managing context, significantly reducing token consumption and improving LLM precision.

Perptools

Facilitates Solana perpetual futures trading through Orderly Network and Perptools.

Bramble

Provides the core server infrastructure for the Goldentooth Bramble project.

Log

Exposes journald logs via an MCP server for AI-assisted debugging.