Deployment & DevOps MCP Servers

Everything

Implements a system-wide Model Context Protocol server offering file operations, HTTP requests, and command execution.

Docker

Enables AI assistants to interact with Docker via the Model Context Protocol (MCP).

K8s Interactive

Executes Kubernetes commands and interprets their output via a given kubeconfig path.

Github

Enables programmatic interaction with the GitHub API for file operations, repository management, search, and more.

LangChain Agent

Exposes LangChain agent capabilities as a production-ready server via the Model Context Protocol.

PoseBusters

Validate molecular poses for physical and chemical plausibility via HTTP or Hugging Face Spaces using the Model Context Protocol (MCP).

Mem0

Provides intelligent, persistent memory for AI assistants like Claude Code via a self-hosted Model Context Protocol (MCP) server.

WASS

Integrates popular web application security scanners into a Model Context Protocol (MCP) server for centralized management and execution.

Azure DevOps Bridge

Integrates with Azure DevOps to manage work items, wiki documentation, sprint planning, and handle attachments and discussions.

ExamPrepAgent

Assists students in preparing for any exam or test by serving as an intelligent, AI-powered study companion.

AI Control Framework

Ensures AI-generated code is production-ready by enforcing quality guardrails and deployability standards.

Cyber Suite

Orchestrates a collection of MCP servers and tools for enhanced cybersecurity operations, integrating with AI assistants.

CloudWatch

Enables interaction with AWS CloudWatch resources, exposing log groups, queries, and alarms via the MCP protocol.

Structured Data Tools

Empower AI agents to safely read, modify, and validate JSON, YAML, and TOML files with a token-efficient and schema-aware interface.

API

Defines and executes API tools using the Model Context Protocol, offering a lightweight and extensible server.

Aeron Cache

Provides a low-latency, clustered key-value store with HTTP and WebSocket interfaces, designed for cloud-native deployment.

Worker17

Monitors worker productivity and automates termination based on predefined criteria.

TAK Server

Integrates TAK Server with AI systems to provide geospatial-aware deep research and analysis capabilities.

Terraform Guardrail

Facilitates the generation of valid Terraform code and enforces ephemeral-values compliance for multi-cloud environments.

Pgmoneta

Manages PostgreSQL backup information, enabling natural language queries through an MCP client.