ZBS Index What actually exists in applied AI, with the source next to it

mcp server

k8s AIops

Governed Kubernetes ops — 55 MCP tools with audit, budget, undo, risk-tier audit labels.

Description as published by the maintainer. Source

  • version 0.10.0
  • active

active — Most recent push to the repository was 2026-08-03.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
GitHub stars 0 Number of GitHub accounts that bookmarked this repository since it was created. It is a bookmark count, not installs, not active users and not quality. cumulative, all time GitHub
Last commit 2026-08-03 Date of the most recent push to any branch. This is the strongest cheap indicator of whether the project is still maintained. point in time GitHub
Open issues 0 Open issues plus open pull requests, as GitHub counts them together. A high number can mean an active project or an abandoned one. as of fetch GitHub
Latest published version 0.10.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-08-03 When the registry record was last updated by its maintainer. point in time Model Context Protocol
License MIT Licence GitHub detected in the repository. Detection can be wrong; the LICENSE file is authoritative. as of fetch GitHub
First listed in the MCP Registry 2026-08-03 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
repository status active The repository exists on GitHub and is not archived. This says nothing about how recently it was worked on. as of fetch GitHub

Where to get it

Related, by what their authors tagged them

  • KSail — last commit 2026-08-07, shares k3s, kubernetes
    SDK for creating, managing, and operating Kubernetes clusters and workloads with ease.
  • ArcadeDB MCP Server — last commit 2026-08-06, shares kubernetes
    Built-in MCP server for ArcadeDB multi-model database (graph, document, vector, time-series)
  • deadends.dev — last commit 2026-08-06, shares kubernetes
    Structured failure knowledge for AI agents — dead ends, workarounds, error chains
  • Control Plane — last commit 2026-08-05, shares kubernetes
    Control Plane (controlplane.com): deploy and operate workloads across AWS, GCP, Azure, and more.
  • io.github.anzy-renlab-ai/pronounce — last commit 2026-07-28, shares kubernetes
    How engineers actually pronounce developer jargon — 1848+ sourced entries (kubectl, nginx, GIF).
  • ArcadeDB — last commit 2026-08-06, shares kubernetes
    Multi-Model database with built-in MCP server for SQL, Cypher, Gremlin, and GraphQL.
  • nable — last commit 2026-08-06, shares kubernetes
    Local-first FinOps copilot: ask AWS, Azure, GCP, Kubernetes and SaaS cost questions in your editor.
  • io.github.containers/kubernetes-mcp-server — last commit 2026-08-06, shares kubernetes
    A Model Context Protocol (MCP) server for Kubernetes and OpenShift
  • deadends.dev — last commit 2026-08-08, shares kubernetes
    Structured failure knowledge for AI agents — dead ends, workarounds, error chains
  • AI Guardian — last commit 2026-08-03, shares ai-ops
    Governed local-LLM (Ollama) observability: model policy, prompt scanner, 20 tools.

These share tags the maintainers applied themselves, such as k3s, kubernetes, ai-ops. Common tags like "mcp" or "ai" are ignored for this: agreeing with six hundred other projects is not a similarity.

This is not a recommendation and not a test result. It is a map of what the authors said their work is about.

Also from aiops-tools

  • Ceph AIops — last commit 2026-08-03
    Governed Ceph mgr ops: HEALTH_WARN RCA, OSD/PG/pool/RBD/CephFS/RGW, 37 tools.
  • CICD AIops — last commit 2026-08-03
    Governed self-managed GitLab + Gitea CI/CD ops: pipelines, runners, artifacts, RCA. 28 tools.
  • Compliance AIops — last commit 2026-08-03
    Compliance evidence from AIops audit trails: HIPAA/PCI/SOC2/GDPR, hash-chain-sealed, 18 tools.
  • Container Host AIops — last commit 2026-08-03
    Governed Docker + Portainer container-host ops: reads, RCA analyses, guarded writes. 38 tools.
  • Endpoint AIops — last commit 2026-08-03
    Governed managed-endpoint ops — login-storm & drift analysis, 13 MCP tools with audit/budget/undo.
  • Fabric AIops — last commit 2026-08-03
    Governed Cisco Meraki fabric ops: uplink RCA, health score, drift; 34 tools with audit/undo.
  • Firewall AIops — last commit 2026-08-03
    Governed OPNsense + pfSense firewall ops: rules, NAT, VPN, DHCP, RCA. 35 tools.
  • Identity AIops — last commit 2026-08-03
    Governed Keycloak + authentik identity ops: users, events, clients, MFA, RCA. 29 tools.
  • Inference AIops — last commit 2026-08-03
    Governed GPU inference ops (vLLM + Ray Serve): latency RCA, scaling, drain, 39 tools.
  • MinIO AIops — last commit 2026-08-03
    Governed MinIO ops: capacity RCA, bucket exposure audit, ILM gaps, healing, 31 tools.

How the author describes it

Topics the maintainer set on GitHub: agent-skills, ai-ops, k3s, kubernetes, mcp.

Bring your own setup

We take apart real AI setups every week and show what broke, what cost too much, and what the trace actually said. If you run agents on real work, that is where the useful conversation is.

Join ZBS AI Practice Lab

Sources

  1. AIops-tools/K8s-AIops on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.