Includes expert knowledge modules about Kubernetes security and other topics as part of the 5,100+ technical modules available for search and reference.
Cognitive memory engine for AI agents with 5,100+ knowledge modules, circadian rhythm awareness, emotional state tracking (PAD model), and hybrid semantic search. Supports persistent per-user memory, project-scoped contexts, and multi-protocol access.
Last updated
6
6
5
Apache 2.0
Why this server?
Provides an AI-native control plane for managing Kubernetes clusters, including tools for managing services, provisioning databases, and viewing logs through natural language.
AI-native control plane for Kubernetes and GitOps. Provides 30+ tools for service deployment, database provisioning, and log management via natural language.
Last updated
1
MIT
Why this server?
Ingests Kubernetes API definitions to build a tool graph, enabling high-accuracy tool retrieval and significant token reduction for complex K8s management tasks.
Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.
Last updated
6
6
MIT
Why this server?
Provides architecture-aware visual styling and layout for Kubernetes compute components within Excalidraw diagrams.
An MCP server that generates beautiful Excalidraw architecture diagrams with perfect auto-layout, stateful editing, and architecture-aware component styling.
Last updated
1
4
88
MIT
Why this server?
Enables interaction with Kubernetes resources managed by Argo CD, including viewing managed resources, workload logs, resource events, and executing resource actions on Kubernetes objects deployed through Argo CD.
An MCP server that enables Claude to manage infrastructure across Kubernetes, Docker, Prometheus, and Terraform through natural language. It provides over 42 specialized tools with a safety-first design, including risk-based command classification and audit logging.
Last updated
43
MIT
Why this server?
Interacts with the Supervisor Kubernetes API to manage Tanzu Kubernetes Clusters (TKC), including creating, scaling, upgrading, and retrieving kubeconfigs for workload clusters.
Enables AI assistants to inspect, query, and diagnose problems within Octopus Deploy instances. Provides read-only access to deployments, releases, projects, environments, and other DevOps resources to transform AI into your ultimate DevOps wingmate.
Last updated
25
344
95
Mozilla Public 2.0
Why this server?
Provides documentation and version information for Kubernetes.
A high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.
