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Fix: the per-page resource search box with maturity tag-pills stopped appearing after navigation.instant was enabled (DOMContentLoaded fires only on first SPA load). Reworked v2_filter.js to init via Material's document$ observable with a DOMContentLoaded fallback, guard double-injection, bind the clickable-tag delegation once, and add a no-results state. Cache-bust ?v=2.9.12. Change: removed the duplicated Markdown "## Table of Contents" from all 156 V2 content pages and from v2_optimizer.py — it forced hundreds of links of scroll on large pages. Replaced by Material's native sticky "On this page" TOC (removed toc.integrate, added toc.follow). tags.md keeps its TOC (it is an index). Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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AI Agents and Model Context Protocol (MCP) for Kubernetes
!!! tip "Nubenetes V2 Elite Portal" You are browsing the AI-Curated V2 Elite Edition. Looking for the exhaustive list of references? Check out the V1 Historical Archive.
!!! info "Architectural Context" Detailed reference for AI Agents and Model Context Protocol (MCP) for Kubernetes in the context of AI.
AI Infrastructure
Distributed Computing
Kube-Ray
- (2025) Kube-Ray ⭐ 2541 [GO CONTENT] 🌟🌟 [COMMUNITY-TOOL] — Curator Insight: An open-source Kubernetes Operator enabling the deployment and management of Ray clusters. Live Grounding: Serves as the backbone for distributed machine learning workloads on Kubernetes, abstracting compute node scaling, memory configuration, and actor scheduling.
LLM Serving
LocalAI
- (2025) LocalAI ⭐ 46845 [GO CONTENT] 🌟🌟🌟🌟 [DE FACTO STANDARD] — Curator Insight: A self-hosted, community-first OpenAI-compatible API gateway running on local hardware. Live Grounding: Allows developers to host LLMs, audio-to-text, and image generation services inside Kubernetes without external data dependencies, optimized for consumer-grade and enterprise hardware.
vLLM
- (2025) ==vLLM on Kubernetes== ⭐ 82816 [PYTHON CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Curator Insight: Integration guides and deployment schemas for hosting vLLM on Kubernetes clusters. Live Grounding: Standardizes memory-efficient LLM serving using PagedAttention. Features rapid integration with Kubernetes HPA (Horizontal Pod Autoscaler) and native Prometheus performance scraping.
Cloud Native Operations
AI AIOps
Kubernetes Troubleshooting
- (2025) HolmesGPT (Robusta) ⭐ 2623 [PYTHON CONTENT] [ADVANCED LEVEL] 🌟🌟 [COMMUNITY-TOOL] — Curator Insight: An AI-driven troubleshooting assistant for Kubernetes clusters by Robusta. Live Grounding: Utilizes LLM agents to autonomously parse Prometheus alerts, collect pod logs, inspect live status, and deliver actionable remediation steps for infrastructure incidents.