release: v2.9.3 — harden Platinum audit against null/N-A inventory fields

fix: harden Platinum audit against null/N-A inventory fields

CLAUDE.md

@@ -24,7 +24,7 @@ This repository uses **Gitflow**. All agents MUST follow this branching model:
 10. Create GitHub Release: `gh release create vX.Y.Z --title "..." --notes "..."`
 
 ### Versioning
-- Current: `v2.6.0`
+- Current: `v2.9.2`
 - Format: `v{major}.{minor}.{patch}`
 - Major: breaking changes or architectural shifts
 - Minor: new features (like the digest engine, new modules)

README.md

@@ -142,7 +142,7 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T
 | :--- | :--- |
 | **Total Technical Resources (Links)** | **18647+** |
 | **Specialized MD Pages** | **162** |
-| **Total Commits** | **6114+** |
+| **Total Commits** | **6121+** |
 | **Primary AI Engine** | **Google Gemini (Agentic)** |
 <!-- HEART_STATS_END -->
 
@@ -180,7 +180,7 @@ The growth of Nubenetes reflects the acceleration of the Cloud Native ecosystem.
 | 6 | 2023 | 30 | 123 | Maintenance & Refinement |
 | 7 | 2024 | 53 | 218 | Curation Strategy Pivot |
 | 8 | 2025 | 5 | 20 | Stability & Research Phase |
-| 9 | 2026 | 2555 | 10,552 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 2562 | 10,581 | **Agentic AI Surge** (May 2026 Inception) |
 <!-- ANNUAL_GROWTH_END -->
 
 <!-- ANNUAL_CHART_START -->
@@ -196,8 +196,8 @@ xychart-beta
     title "Nubenetes Annual Growth Metrics (2018–2026)"
     x-axis ["2018", "2019", "2020", "2021", "2022", "2023", "2024", "2025", "2026"]
     y-axis "Volume (Commits / Estimated New Refs)" 0 --> 11000
-    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 10552]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2555]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 10581]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2562]
 ```
 <!-- ANNUAL_CHART_END -->
 
@@ -207,7 +207,7 @@ xychart-beta
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
 | 2026-05 | 2101 | 8,677 | **Agentic Inception (Gemini Era)** |
-| 2026-06 | 429 | 1,771 | Active Curation |
+| 2026-06 | 436 | 1,800 | Active Curation |
 <!-- MONTHLY_SURGE_END -->
 
 ### 2.4. Content Distribution and Semantic Clustering

data/inventory.sql

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@@ -5664,219 +5664,219 @@ INSERT INTO "resources" VALUES('https://github.com/MichaelMure/git-bug','==githu
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+INSERT INTO "resources" VALUES('https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts','==github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts==','','2021',0,'Provides advanced scripts designed to audit protection baselines, test defensive measures, and evaluate Active Directory environments against vulnerability patterns.','PowerShell','GitHub Repository','Advanced',0,'online','manual','7e02fecdb793a0c0b021f8a6e0b23cf9abed11a63e04debc50a1e5e53fd6dd98',100.0,1.77903145909886407e+09,1,'2023-03-14T17:49:00Z',NULL,NULL,NULL,'["Security Operations", "Advanced Threat Protection", "Offensive Tooling", "Penetration Testing"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 218, "gh_pushed": "2023-03-14T17:49:00Z", "gh_license": "N/A", "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:33:57.022136+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/NCCloud/mayfly','github.com/NCCloud/mayfly: Ephemeral Kubernetes Resources 🌟','','2025',5,'Mayfly introduces time-to-live policies on generic Kubernetes resources and testing namespaces. Once designated duration guidelines are reached, Mayfly executes automated teardowns, ensuring transient tests do not leave lingering etcd records or unused services.','Go','Repository','Intermediate',0,'online','manual','2c8a29c2a1aaf2e5b74d2988bdff1dfad787569e0dbcbe10d1e934ea9755c94e',100.0,1.77903110385512399e+09,1,'2026-05-01T11:37:06Z',NULL,NULL,NULL,'["Operations & Reliability", "Resource Lifecycle", "Ephemeral Clusters"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-01T11:37:06Z", "gh_stars": 337, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:33:57.744988+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/NVIDIA/k8s-device-plugin','NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes','','2026',5,'This specialized DaemonSet exposes physical GPU properties to the local kubelet node manager. Operating as the essential link for hardware-accelerated workloads, it handles task-scheduling configurations and sets device-isolation runtimes so container systems can safely slice and access host GPU hardware.','Go','Repository','Intermediate',0,'online','manual','234a1e94e10f66301a5b20fd4b0907489e7c02ed7f6af4abdf4a0712efe34225',100.0,1.77903164584165191e+09,1,'2026-06-14T07:42:57Z',NULL,NULL,NULL,'["Infrastructure & Hardware", "AI/ML Infrastructure", "Hardware Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:42:57Z", "gh_stars": 3788, "gh_open_issues_30d": 73, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:33:59.294396+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/Netcracker/KubeMarine','github.com/Netcracker/KubeMarine','','2025',1,'KubeMarine is a lightweight, Python-based automation framework engineered for physical bare-metal and virtual machine cluster deployments. It streamlines OS-level system configuration, Kubeadm orchestration, certificate management, and system patch operations via streamlined SSH automation.','Python','Deployment Tool','Advanced',0,'online','manual','f1043841c0be89d2a7dc17b7cee8a50cfa7a51f15703d5ab73ee62b77cdfc451',100.0,1.7790328807821381e+09,1,'2026-06-12T13:49:01Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Provisioning"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:49:01Z", "gh_stars": 131, "gh_open_issues_30d": 26, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:01.518067+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey','Chaos Monkey','','2026',5,'Netflix''s classic Chaos Monkey implementation, designed to randomly disable instances in production to prove resiliency. Live Grounding identifies Chaos Monkey as the conceptual grandfather of contemporary Chaos Engineering, asserting that regular, controlled failure injection is a critical architectural requirement for distributed systems.','Python / Go','Repository / Tool','Advanced',0,'online','manual','0bbf9c260e5a0ee5238cd134054c33a92032f4cbf23a879d31222ccd7d68b3d8',100.0,1.77903254742657089e+09,1,'2018-12-18T09:29:22Z',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "Chaos Engineering"]','["[DE FACTO STANDARD]"]','["docs/aws-backup.md"]','["aws-backup.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2018-12-18T09:29:22Z", "gh_stars": 7984, "gh_open_issues_30d": 43, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:02.242825+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/NielsRogge/Transformers-Tutorials','github.com/NielsRogge/Transformers-Tutorials','','2023',4,'A robust repository of detailed Jupyter notebooks demonstrating how to fine-tune, optimize, and deploy Hugging Face Transformers. Spanning multiple sensory modalities, it includes code for computer vision, natural language processing, and multimodal tasks. It serves as a go-to code library for enterprise machine learning engineers.','Python','Repository','Advanced',0,'online','manual','208c50769ca5549fb7b5b7c8c2a4e3e743517f2402645eccaa8c7e91f637aee3',100.0,1.77903197997685408e+09,1,'2026-04-20T12:36:38Z',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI Engineering", "Transformer Implementations"]','["[ENTERPRISE-STABLE]"]','["docs/ai.md"]','["ai.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-20T12:36:38Z", "gh_stars": 11638, "gh_open_issues_30d": 313, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:04.463062+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/NirDiamant/agents-towards-production','Agents Towards Production','End-to-end, code-first tutorials for building production-grade GenAI agents, from prototype to enterprise deployment.','2026',4,'This comprehensive open-source repository serves as an educational playbook for designing and scaling production-grade Generative AI agents. It features over 25 hands-on tutorials organized across ten critical pillars, including orchestration, tool integration, observability (using LangSmith), memory management, and deployment topologies (Docker/FastAPI).
 
 Key features include:
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-INSERT INTO "resources" VALUES('https://github.com/OT-CONTAINER-KIT/k8s-vault-webhook',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','95e8877d3e9c6d74e1c1f346e13151fbe9d091e5aa6e9e02a3de075bb7ee88db',100.0,1.77902973268112802e+09,0,'2026-05-17T16:55:32.681128+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://github.com/OT-CONTAINER-KIT/mongodb-operator','OT-CONTAINER-KIT/mongodb-operator: MongoDB Operator','','2023',5,'Manages MongoDB databases, replica sets, and sharded environments. It automates scaling, credential updates, and physical storage volume mounts within the cluster.','Go','Operator','Advanced',0,'online','manual','4b7be0389a23b18b2e5ff57f23d9df77d1f83024660a3e19f6eddbf503448746',100.0,1.77903143626995706e+09,1,'2023-04-27T05:12:37Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "MongoDB", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-04-27T05:12:37Z", "gh_stars": 49, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:09.792952+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/OT-CONTAINER-KIT/redis-operator','Speculator: Redis Operator','','2025',3,'An advanced Redis Operator developed by OT Container Kit. Features automated failover management, backup orchestrations, persistence configuration, and Redis Sentinel cluster sizing within Kubernetes native deployments.','Go','Repository','Advanced',0,'online','manual','3bc731e40d539a1e133ddf7389460c63109c2252dee5d7ca156714e5534d7063',100.0,1.7790344999993391e+09,1,'2026-06-14T00:53:45Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Operators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T00:53:45Z", "gh_stars": 1379, "gh_open_issues_30d": 198, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:10.528903+02:00"}');
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-INSERT INTO "resources" VALUES('https://github.com/OpenShiftDemos/sonarqube-openshift-docker','SonarQube: An OpenShift-focused Docker build of Sonarqube','','2020',0,'A custom Docker build configuration designed to host SonarQube instances on OpenShift. Modern strategies prioritize official Helm charts or certified OpenShift Operator deployments, but this configuration highlights important historical patterns for handling stateful Java applications.','Dockerfile','Repository','Intermediate',0,'online','manual','a9ee6c819fbf57514a51b2f6a5bf5f5416f61b937a68e68994a52f1a656944d8',100.0,1.77903236153912305e+09,1,'2021-02-10T16:58:26Z',NULL,NULL,NULL,'["Platform Deployment", "Quality Assurance", "Static Code Analysis"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 42, "gh_pushed": "2021-02-10T16:58:26Z", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/OvidiuBorlean/kubectl-sockperf','github.com/OvidiuBorlean/kubectl-sockperf','','2022',0,'A specialized plugin designed to run sockperf-based latency and throughput tests between Kubernetes pods. Although a valuable benchmarking tool for network CNI evaluations, it is currently inactive, with administrators migrating to generalized benchmarking tools.','Shell','CLI Plugin','Advanced',0,'online','manual','65d38d11cedbadada703b554ac97eb0a8f7b02028e3076e551e7db83a0eb74fc',100.0,1.77903453141744899e+09,1,'2022-11-26T06:17:12Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Network Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 22, "gh_pushed": "2022-11-26T06:17:12Z", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/OvidiuBorlean/kubectl-windumps','github.com/OvidiuBorlean/kubectl-windumps','','2020',0,'A legacy kubectl command-line utility facilitating TCP packet captures directly on Windows Server nodes within AKS clusters. Live grounding shows the project has been inactive for several years, yet it serves as a valuable conceptual reference for troubleshooting deep network issues.','Go','Command-line Tool','Advanced',0,'online','manual','9765ffb4071f20a0203be3264c8b7e61ad18197ad7aba14270730d0d3bafe1ba',100.0,1.77903258731499195e+09,1,'2022-11-26T06:32:40Z',NULL,NULL,NULL,'["Operations & Troubleshooting", "Diagnostic Analysis", "Windows Packet Capture"]','["[LEGACY]"]','["docs/kubernetes-tools.md", "docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md", "kubernetes-tools.md"]','{}','{"gh_stars": 7, "gh_pushed": "2022-11-26T06:32:40Z", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices','github.com/PacktPublishing: Kubernetes in Production Best Practices','','2021',1,'Code assets companion for the Packt book, containing production-ready manifests for security hardening, automated deployments, monitoring stacks, and multi-tenant networking configurations.','Go','Repository','Advanced',0,'online','manual','25647a4cd596fb273c90f32a57f4565300218b7c9823576d32721d6ac353fc3d',100.0,1.77903272918548488e+09,1,'2023-02-18T02:57:45Z',NULL,NULL,NULL,'["Operations", "Best Practices", "Production Readiness"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-18T02:57:45Z", "gh_stars": 96}');
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-INSERT INTO "resources" VALUES('https://github.com/ReallyLiri/kubescout','ReallyLiri/kubescout: Kube-Scout','','2021',2,'An event diagnostic utility that scans logs and cluster events to track down crashed pods and network failures. It features custom search syntax rules, allowing developers to filter alert noise.','Go','Diagnostic Agent','Intermediate',0,'online','manual','7846df0f9ad649d46e56fd856924400a4dafcfbefbc4c73825775adf74079c81',100.0,1.77903286971479606e+09,1,'2021-12-09T12:28:28Z',NULL,NULL,NULL,'["Observability & Performance", "Real-Time Monitoring", "Diagnostics"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-12-09T12:28:28Z", "gh_stars": 126}');
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-INSERT INTO "resources" VALUES('https://github.com/Shopify/kubeaudit','==github.com/Shopify/kubeaudit== 🌟🌟','','2023',4,'Shopify''s kubeaudit is a popular open-source tool targeting configuration analysis. Curators note its ability to audit running clusters or local manifests for root execution or privilege escalations. *Live Grounding (2026)*: The repository is archived/read-only, but its audit logic remains highly influential for policy structures.','Go','Repository','Intermediate',0,'online','manual','cc93106d19fc62264e4d57a74eba66432df37e6cb71ef2e73dd92cf1256d7dc2',100.0,1.77903258355871796e+09,1,'2024-08-21T18:48:27Z',NULL,NULL,NULL,'["Security", "Vulnerability Assessment", "Policy Enforcement"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-21T18:48:27Z", "gh_stars": 1937}');
-INSERT INTO "resources" VALUES('https://github.com/SigNoz/signoz','==SigNoz: Open source Application Performance Monitoring (APM) & Observability'' tool== 🌟','','2026',5,'A massive open-source APM and observability platform natively integrated with OpenTelemetry. Tracks telemetry, trace spans, metrics, and application logs in a unified, high-performance UI backed by ClickHouse. Widely recognized as a major open-source competitor to Datadog.','Go','Service','High',1,'online','manual','f2efb326383937b515d50315f2cef61e5c9eeef9e8ce161513a8b320e802936e',100.0,1.77903213500170588e+09,1,'2026-06-14T09:36:14Z',NULL,NULL,NULL,'["Observability", "APM & Metrics", "Observability Platform"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/monitoring.md"]','["kubernetes-tools.md", "monitoring.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T09:36:14Z", "gh_stars": 27334}');
-INSERT INTO "resources" VALUES('https://github.com/SimonTheLeg/konf-go','github.com/SimonTheLeg/konf-go','','2026',2,'Konf-go is a high-performance, lightweight kubeconfig manager written in Go, built to handle split config setups across hundreds of remote environments. It allows platform engineers to switch context, set default namespaces, and isolate config files without encountering slow latency. Its minimalist design is ideal for developers running terminal-based workspaces.','Go','CLI Tool','Beginner',0,'online','manual','6deaff9471dda21db30f9454efb5785d63b603fe367c0f2e2e961a649884dc0b',100.0,1.779030803551584e+09,1,'2025-03-15T19:19:18Z',NULL,NULL,NULL,'["Operations", "Context Management", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-15T19:19:18Z", "gh_stars": 180}');
-INSERT INTO "resources" VALUES('https://github.com/SkalskiP/top-cvpr-2023-papers','github.com/SkalskiP/top-cvpr-2023-papers','','2023',5,'A curated reference hub detailing top-performing papers and breakthroughs from CVPR 2023. Synthesizes vital engineering advancements across object detection, visual language models, zero-shot segmentation libraries, and advanced neural representations.','English','Repository','Advanced',0,'online','manual','87b301d568f4cd4ef05b1ebdb66f71848b0fe9e270161c4ade2caebca047080f',100.0,1.77903408481230402e+09,1,'2026-04-15T11:20:09Z',NULL,NULL,NULL,'["Computer Vision", "Deep Learning Research", "CVPR"]','["[DE FACTO STANDARD]"]','["docs/ai.md"]','["ai.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-04-15T11:20:09Z", "gh_stars": 647}');
-INSERT INTO "resources" VALUES('https://github.com/Skarlso/crd-to-sample-yaml','github.com/Skarlso/crd-to-sample-yaml','','2025',1,'A specialized CLI tool designed to parse complex Kubernetes Custom Resource Definitions (CRDs) and automatically generate fully structured sample YAML configurations. It is highly beneficial for platform developers wanting to generate quick, accurate documentation.','Go','CLI Tool / Library','Intermediate',0,'online','manual','4552d618f2b5a0e6220c306beae3f65243503fe93f19299cc7bc1236758a1761',100.0,1.77903153832006907e+09,1,'2026-06-09T07:00:13Z',NULL,NULL,NULL,'["Development", "Custom Resources", "YAML Generation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:00:13Z", "gh_stars": 194}');
-INSERT INTO "resources" VALUES('https://github.com/Skyvern-ai/Skyvern','Skyvern','','2025',5,'Curator Insight: An AI-powered web browser automation agent designed to extract data and execute workflows on complex interfaces. Live Grounding: Translates plain-text instructions into resilient selenium-style interactions, dynamically adapting to DOM mutations and bypassing rigid selector patterns.','Python','Software','Advanced',0,'online','manual','8b4c78dae5d739cfef66496fd42be77abef34afff8f2af4a8173b90a200d2c5e',100.0,1.77902946676824498e+09,1,'2026-06-13T20:14:18Z',NULL,NULL,NULL,'["AI Engineering", "AI Agents", "Web Automation"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T20:14:18Z", "gh_stars": 21899}');
-INSERT INTO "resources" VALUES('https://github.com/SparebankenVest/azure-key-vault-to-kubernetes','Azure Key Vault to Kubernetes','','2023',5,'The underlying GitHub repository for the `akv2k8s` project. Features Kubernetes Custom Resource Definitions (CRDs) like `AzureKeyVaultSecret` that run-loop to synchronize Azure credentials into physical Kubernetes secrets. Useful for architectures requiring strict backward compatibility with native Kubernetes secret bindings.','Go','Codebase','Advanced',0,'online','manual','135e9f8ac4bce72f2b4d186b8a1ef710288c2633b25dea25b52a8515aa2d2e62',100.0,1.77903314099700307e+09,1,'2026-06-10T06:30:31Z',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Azure Integrations"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T06:30:31Z", "gh_stars": 452}');
-INSERT INTO "resources" VALUES('https://github.com/SquadcastHub/awesome-sre-tools','SquadcastHub/awesome-sre-tools','','2026',3,'A structured index mapping tools for alert routing, synthetic checking, chaos validation, on-call scheduling, and postmortem generation. Ideal for configuring automated operational responses and reducing MTTR.','Markdown','Awesome List','Intermediate',1,'online','manual','01a69f479a0f80f0bbb8ad4b14088f1df9b56bfbed0e300acd1eb99e807d914a',100.0,1.7790303610473349e+09,1,'2026-05-13T10:06:49Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Site Reliability Engineering", "Incident Management Tools"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2026-05-13T10:06:49Z", "gh_stars": 1462, "is_special": true}');
+INSERT INTO "resources" VALUES('https://github.com/OpenShiftDemos/sonarqube-openshift-docker','SonarQube: An OpenShift-focused Docker build of Sonarqube','','2020',0,'A custom Docker build configuration designed to host SonarQube instances on OpenShift. Modern strategies prioritize official Helm charts or certified OpenShift Operator deployments, but this configuration highlights important historical patterns for handling stateful Java applications.','Dockerfile','Repository','Intermediate',0,'online','manual','a9ee6c819fbf57514a51b2f6a5bf5f5416f61b937a68e68994a52f1a656944d8',100.0,1.77903236153912305e+09,1,'2021-02-10T16:58:26Z',NULL,NULL,NULL,'["Platform Deployment", "Quality Assurance", "Static Code Analysis"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 42, "gh_pushed": "2021-02-10T16:58:26Z", "gh_license": "N/A", "gh_open_issues_30d": 14, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:15.801633+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/OvidiuBorlean/kubectl-sockperf','github.com/OvidiuBorlean/kubectl-sockperf','','2022',0,'A specialized plugin designed to run sockperf-based latency and throughput tests between Kubernetes pods. Although a valuable benchmarking tool for network CNI evaluations, it is currently inactive, with administrators migrating to generalized benchmarking tools.','Shell','CLI Plugin','Advanced',0,'online','manual','65d38d11cedbadada703b554ac97eb0a8f7b02028e3076e551e7db83a0eb74fc',100.0,1.77903453141744899e+09,1,'2022-11-26T06:17:12Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Network Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 22, "gh_pushed": "2022-11-26T06:17:12Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:16.522218+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/OvidiuBorlean/kubectl-windumps','github.com/OvidiuBorlean/kubectl-windumps','','2020',0,'A legacy kubectl command-line utility facilitating TCP packet captures directly on Windows Server nodes within AKS clusters. Live grounding shows the project has been inactive for several years, yet it serves as a valuable conceptual reference for troubleshooting deep network issues.','Go','Command-line Tool','Advanced',0,'online','manual','9765ffb4071f20a0203be3264c8b7e61ad18197ad7aba14270730d0d3bafe1ba',100.0,1.77903258731499195e+09,1,'2022-11-26T06:32:40Z',NULL,NULL,NULL,'["Operations & Troubleshooting", "Diagnostic Analysis", "Windows Packet Capture"]','["[LEGACY]"]','["docs/kubernetes-tools.md", "docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md", "kubernetes-tools.md"]','{}','{"gh_stars": 7, "gh_pushed": "2022-11-26T06:32:40Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:17.233289+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices','github.com/PacktPublishing: Kubernetes in Production Best Practices','','2021',1,'Code assets companion for the Packt book, containing production-ready manifests for security hardening, automated deployments, monitoring stacks, and multi-tenant networking configurations.','Go','Repository','Advanced',0,'online','manual','25647a4cd596fb273c90f32a57f4565300218b7c9823576d32721d6ac353fc3d',100.0,1.77903272918548488e+09,1,'2023-02-18T02:57:45Z',NULL,NULL,NULL,'["Operations", "Best Practices", "Production Readiness"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-18T02:57:45Z", "gh_stars": 96, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:18.013386+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook','github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook','','2022',5,'Architectural repository covering modern cloud design topologies, zero-trust cloud network security, infrastructure redundancy, microservice distribution, and cost models mapping.','None','Repository','Advanced',1,'online','manual','9cb5a24db068425b5a9b3f54920f4681885abd692339a358856a1f807c0355cc',100.0,1.77903373152726292e+09,1,'2026-04-22T08:18:15Z',NULL,NULL,NULL,'["Cloud Platform", "Architecture Patterns", "Cloud-Native"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-22T08:18:15Z", "gh_stars": 344, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:18.767385+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/PacoVK/tapir','github.com/PacoVK/tapir','','2023',5,'An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browser dashboard before approvals.','Go','Open Source Tool','Intermediate',0,'online','manual','0408ebd4347d9cbea83703d2b621fb52ddbfa52136b4566a850296d117098498',100.0,1.77903019320378589e+09,1,'2026-06-11T11:59:01Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Tooling"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T11:59:01Z", "gh_stars": 237, "gh_open_issues_30d": 27, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:19.492362+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/PaloAltoNetworks/rbac-police','PaloAltoNetworks/rbac-police','','2026',2,'RBAC Police is a specialized scanning tool built to discover and report privileged escalations and structural anomalies in Kubernetes cluster RBAC mappings. By analyzing cluster roles and bindings, it uncovers paths that malicious actors could use to gain administrative control. It remains an active security tool for hardening cluster control planes against lateral privilege escalation.','Go','Security Scanner','Intermediate',0,'online','manual','7a4101769a2c4d951f5d3e8f74b4047b8d7cffff4145536d035d862caad5d5f9',100.0,1.77903422950571393e+09,1,'2025-03-21T20:06:05Z',NULL,NULL,NULL,'["Security", "RBAC", "Audit & Compliance"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-21T20:06:05Z", "gh_stars": 353, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:20.212905+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/PatrickJS/awesome-angular','Awesome Angular','','2026',5,'A comprehensive curated collection of modules, state management patterns (NgRx), and testing pipelines for the Angular framework. Primarily useful for frontend web development teams constructing large-scale enterprise administration panels and dashboard portals. Includes dynamic blueprints for client-side single page applications (SPAs).','TypeScript','Repository','Intermediate',0,'online','manual','65c9bdeb583596516752cfbd824c750bb7c1ccd93002f039aeda16c9053abff9',100.0,1.77903142310056209e+09,1,'2026-06-13T17:48:11Z',NULL,NULL,NULL,'["Programming Languages", "JavaScript", "Angular"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-06-13T17:48:11Z", "gh_stars": 10028, "is_special": true, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:20.927396+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/PaulJuliusMartinez/jless','jless','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0e8b0c2ced272da94ed5550dfb4f1feaa53c68b18b9123dad872d168ed82bf8c',100.0,1.77903450197825789e+09,1,'2026-05-17T18:15:01.978258+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "MIT", "is_special": true, "gh_open_issues_30d": 94, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:21.658187+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/PhilippeChepy/exoscale-kubernetes-crio','Autoscalable Kubernetes cluster at Exoscale, using Packer and Terraform','','2020',0,'An IaC blueprint using Packer and Terraform to deploy an auto-scaling cluster on Exoscale with CRI-O. Curator Insight vs Live Grounding: The repository is now inactive, but serves as a historical example of orchestrating custom cloud pools with native container engines.','HCL/Packer','Repository','Advanced',0,'online','manual','67a3a62e1d56b7d24571f657b0bea6de22006bbb22a838d30b64f5bc7fa1283a',100.0,1.77902916568094706e+09,1,'2021-02-05T17:31:37Z',NULL,NULL,NULL,'["Provisioning", "Infrastructure-as-Code", "Exoscale"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_stars": 2, "gh_pushed": "2021-02-05T17:31:37Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:22.372672+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/PlasticSCM/trunk-mergebot','Plastic SCM DevOps Mergebot to implement a trunk-based development cycle','','2019',1,'An open-source reference implementation of Plastic SCM''s Trunk-based Development Mergebot. Designed to coordinate with automated continuous integration runners to perform automated merges, preventing development drifts.','C#','Tool','Intermediate',0,'online','manual','4fb1f52d49794ef82d619c094ff690294947d440768688fa18ef4dad5f172d0e',100.0,1.779031141462507e+09,1,'2023-01-03T12:27:34Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Distributed VCS"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 4, "gh_pushed": "2023-01-03T12:27:34Z", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:23.129070+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/Playtika/testcontainers-spring-boot','testcontainers-spring-boot 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6b1de1f1975806dd7d20766df714ba8586e0c6ca623ef75222537e7302ab56dc',100.0,1779032455.89641,0,'2026-05-17T17:40:55.896410+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md", "docs/qa.md"]','[]','{}','{"duplicate_of": "https://github.com/PlaytikaOSS/testcontainers-spring-boot", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:23.782074+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/Ramilito/kubediff','Ramilito/kubediff ⭐','','2023',1,'Kubediff is an operational helper designed to compare local structural Kubernetes resource configurations against running runtime instances. It acts as an validation sanity checker before executing apply commands, mitigating unintentional production configuration drifts.','Go','CLI Tool','Intermediate',0,'online','manual','1f0c6d67036c78fcc64323475433be29fb1db5472ef07e364334d49d6bb9ccc8',100.0,1.77903450004998588e+09,1,'2026-01-27T23:05:20Z',NULL,NULL,NULL,'["Operations", "Resource Management", "Configuration Auditing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-27T23:05:20Z", "gh_stars": 185, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:34.490611+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/SparebankenVest/azure-key-vault-to-kubernetes','Azure Key Vault to Kubernetes','','2023',5,'The underlying GitHub repository for the `akv2k8s` project. Features Kubernetes Custom Resource Definitions (CRDs) like `AzureKeyVaultSecret` that run-loop to synchronize Azure credentials into physical Kubernetes secrets. Useful for architectures requiring strict backward compatibility with native Kubernetes secret bindings.','Go','Codebase','Advanced',0,'online','manual','135e9f8ac4bce72f2b4d186b8a1ef710288c2633b25dea25b52a8515aa2d2e62',100.0,1.77903314099700307e+09,1,'2026-06-10T06:30:31Z',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Azure Integrations"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T06:30:31Z", "gh_stars": 452, "gh_open_issues_30d": 96, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:48.092581+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/ajayk/drifter','github.com/ajayk/drifter','','2021',5,'Drifter is a CLI utility designed to detect structural configuration drift across Kubernetes resources. By comparing live running cluster states against baseline templates, it identifies configuration changes. This tool provides lightweight validation for infrastructure consistency.','Go','CLI Tool','Intermediate',0,'online','manual','7e6917d7a7462342ffc27824d9e20008d937114fda3cf61353add05bc00193bf',100.0,1.77903318786063408e+09,1,'2024-01-09T17:41:36Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Drift Detection"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-01-09T17:41:36Z", "gh_stars": 17, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:30.648873+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/alcideio/skan','sKan','','2020',2,'sKan (by Alcide) was an early static analysis tool for scanning configuration files and Helm charts to discover security vulnerabilities. It has since been archived, with modern platforms choosing robust, active alternatives such as Checkov.','Go','CLI Scanner','Simple',0,'online','manual','0d4218db4fc62d51f1e3a8c89cd6b2e2eed5e40cd648213bf00d979511444948',100.0,1779031901.12451,1,'2023-03-03T16:29:28Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Static Code Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-03T16:29:28Z", "gh_stars": 204, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:35.919842+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/alexdzyoba/ansible-jmx-exporter','github.com/alexdzyoba/ansible-jmx-exporter','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','00179b8c10f6a85e83cb33a2c17eac2a8351b034c75c06cd87e9b731ba98df60',100.0,1.779030091492558e+09,1,'2026-05-17T17:01:31.492558+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:36.648762+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/alexellis/k3sup','**k3sup (said ''ketchup'')**','','2026',4,'An utility by Alex Ellis using SSH to provision K3s directly from local machines. It sets up secure, direct API configurations, bridges cluster nodes instantly, and configures target servers for operational readiness.','Go','Tool','Intermediate',0,'online','manual','d47d1c0f36ca75f93fc3b56082ac640b6aaacc77c2294cde2f50f69e80b06665',100.0,1.77903203728995704e+09,1,'2026-03-05T11:13:15Z',NULL,NULL,NULL,'["Edge & IoT", "Cluster Provisioning", "SSH Bootstrapping"]','["[ENTERPRISE-STABLE]"]','["docs/matrix-table.md", "docs/rancher.md"]','["rancher.md", "matrix-table.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-03-05T11:13:15Z", "gh_stars": 7383, "gh_open_issues_30d": 29, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:37.375460+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/alexellis/registry-creds','registry-creds','','2023',5,'Automatically syncs image pull credentials across diverse namespaces from registry platforms like ECR, GCR, and Docker Hub. It solves multi-tenant credential sharing securely without requiring manual duplications.','Go','Operator','Medium',0,'online','manual','c98b4b125f09915c117c9fc31b1fb47b55b3ed10bba3571831ebbb24fcd19084',100.0,1.7790292432515521e+09,1,'2024-12-21T13:24:00Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Registry Authentication", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-12-21T13:24:00Z", "gh_stars": 350, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:38.092118+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/alexellis/run-job','==github.com/alexellis/run-job==','','2020',3,'A developer-oriented utility written in Go to quickly trigger Kubernetes Jobs, track execution statuses, and stream execution logs directly to stdout. Simplifies local workflow testing and diagnostic debugging.','Go','Repository','Intermediate',0,'online','manual','15c4fd11e7ae38960f3112fa9957f3c4449d2f2dd58a635ef9f0c9877b25ba88',100.0,1.77903450255100798e+09,1,'2024-08-13T22:32:56Z',NULL,NULL,NULL,'["Workloads", "Batch Jobs", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-13T22:32:56Z", "gh_stars": 211, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:38.832389+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aliesbelik/awesome-jmeter','Awesome JMeter','','2026',5,'A structured list of plugins, performance test plans, and reporting scripts designed to optimize Apache JMeter pipelines. Essential for load testing web services, gRPC endpoints, and databases under intense scale constraints. Acts as an excellent resource for performance engineering teams targeting resource bottlenecks.','Java','Repository','Intermediate',0,'online','manual','d126061c974412126edf2a91603124c2a05f2a984e2dded6cd7e51725d0b907f',100.0,1.77903340073237299e+09,1,'2026-05-05T22:22:40Z',NULL,NULL,NULL,'["Software Quality", "Testing", "JMeter"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2026-05-05T22:22:40Z", "gh_stars": 790, "is_special": true, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:39.530906+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/allure-framework/allure2','Allure Report 🌟','','2023',4,'A flexible, multi-language test report tool providing clean hierarchical representation of execution steps, attachments, and historical telemetry. Integrates with standard test runners across modern ecosystems.','Java','Tool','Intermediate',0,'online','manual','904874589c38dac686cfef5beed2a33eed33234405307bfd4478b46057c0924e',100.0,1.77903361006848788e+09,1,'2026-06-12T22:09:34Z',NULL,NULL,NULL,'["Software Engineering", "Testing", "Reporting"]','["[ENTERPRISE-STABLE]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:09:34Z", "gh_stars": 5422, "gh_open_issues_30d": 96, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:40.276802+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/amazon-archives/aws-training-demo','github.com/aws-samples/aws-training-demo','','2020',5,'Archived AWS training demonstration repository. Grounding verification confirms this repository is formally archived by Amazon, meaning it should be treated purely as an architectural reference rather than a base for production provisioning templates.','JavaScript','Repository','Basic',0,'online','manual','12ba405003f66717af427558892ecba6fc404c7a89e92fe1583a35c32d7cbee7',100.0,1.7791304949535911e+09,1,'2019-04-09T21:26:39Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Training Archives"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-04-09T21:26:39Z", "gh_stars": 128, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:41.018819+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/amazon-archives/aws-waf-sample','AWS WAF sample rules','','2024',5,'A historical repository containing sample AWS WAF rule sets and templates. Note: This repository is now officially archived by AWS. Contemporary deployment architectures rely on AWS Managed Rules or centralized configurations managed through AWS Firewall Manager rather than maintaining customized version-one JSON rules.','JSON','Repository','Intermediate',0,'online','manual','ddea1ea4fcf5f9a5fc9a8369dd1679d8d2742aac6828d7ed28b950d09abcd140',100.0,1.77913049495059299e+09,1,'2020-01-09T08:11:23Z',NULL,NULL,NULL,'["Security & Identity", "Network Security", "Web Application Protection"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2020-01-09T08:11:23Z", "gh_stars": 511, "gh_open_issues_30d": 31, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:41.730367+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/amelbakry/kubernetes-active-passive','Kubernetes Active Passive Applications','','2021',0,'A reference architecture guiding the implementation of Active-Passive configurations within multi-region Kubernetes topologies. Provides template setups for handling state synchronization and global traffic failovers.','Go','Templates','Advanced',0,'online','manual','bf79c301fff4e55aa4ac515fcf282e6bf1ac6795640e5b21b135d27cfc6c44c6',100.0,1.78173604679029488e+09,1,'2026-06-18T00:40:46.790295+02:00',NULL,NULL,NULL,'["Reliability", "Architectural Patterns", "Disaster Recovery"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:42.446217+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/amitmavgupta/azure-terraform','github.com/amitmavgupta/azure-terraform','','2022',2,'A centralized repository of common Azure resource templates compiled using Terraform. Serves as a useful playground for setting up App Services, Cosmos DB, and Virtual Networks.','HCL','Repository','Beginner',0,'online','manual','77ad6a6af303e04c458fc78a1c7a75d7e28681a7a88f5589b612cfac3a1e4bc2',100.0,1.77903138213229393e+09,1,'2025-05-24T07:01:55Z',NULL,NULL,NULL,'["Infrastructure as Code", "Azure", "Templates"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-05-24T07:01:55Z", "gh_stars": 29, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:43.157250+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/anchore/grype','grype: a vulnerability scanner for container images and filesystems','','2025',5,'A vulnerability scanner for container images and filesystems, renowned for its speed, minimal footprint, and ease of CI/CD integration. It supports multiple vulnerability sources and outputs structured data compatible with enterprise DevSecOps tools. Through 2026, it stands as the industry standard tool for shift-left image security.','Go','CLI Tool','Medium',0,'online','manual','457d117ce39ba93b09de80026a3d67a203e6a39b8511306889f032c360d1c6f9',100.0,1.77903447725039792e+09,1,'2026-06-12T15:56:32Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "Container Images"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:56:32Z", "gh_stars": 12400, "gh_open_issues_30d": 371, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:43.880727+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/anchore/syft','==anchore/syft==','','2021',5,'An advanced security tool engineered to generate detailed Software Bill of Materials (SBOM) from container images, file systems, and archives. Syft identifies package structures to track vulnerable subcomponents in modern supply chain governance.','Go','CLI Tool','Intermediate',0,'online','manual','db2fcf1ed1811ccd981eff91084d06e12e3cc79c9281dd6b8e36898d2efb90d2',100.0,1.77903040764475488e+09,1,'2026-06-12T13:29:25Z',NULL,NULL,NULL,'["Security & Compliance", "Supply Chain Security", "SBOM Generation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:29:25Z", "gh_stars": 9106, "gh_open_issues_30d": 613, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:44.597223+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/anderseknert/awesome-opa','anderseknert/awesome-opa 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','74b59d9adc2bc20caea9b43eb1abb3db4a1ee3ccb4ec9a03f666cb0130112715',100.0,1.77902936725562906e+09,0,'2026-05-17T16:49:27.255629+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/open-policy-agent/awesome-opa", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:45.260299+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/andreazorzetto/yh','yh - YAML Highlighter','','2022',4,'A specialized, terminal-based syntax highlighter designed explicitly for YAML configurations. Unlike generic highlighters, yh identifies YAML indentation rules and formats outputs from standard pipelines. It is highly useful for reviewing massive Kubernetes manifests directly in terminals.','Go','tool','beginner',0,'online','manual','835328b68aa23ebad6c9e32970fe664b9b951d99213ca3069c6e3b3e012cf187',100.0,1.77903215328110909e+09,1,'2020-12-14T09:49:42Z',NULL,NULL,NULL,'["Configuration Management", "YAML Processing", "CLI Tools"]','["[ENTERPRISE-STABLE]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-12-14T09:49:42Z", "gh_stars": 427, "is_special": true, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:45.986835+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/andredesousa/devops-best-practices','andredesousa/devops-best-practices','','2026',1,'An opinionated checklist detailing architectural best practices for logging formats, schema migrations, system health monitoring, and security setups. Helps engineering teams establish healthy container operational standards.','Markdown','Reference Guide','Intermediate',1,'online','manual','f62c1fb10bd804350b1cd6db1ca47e20316b90f9cc78502d5933c39895c42a37',100.0,1.77902967897616291e+09,1,'2022-02-23T20:29:58Z',NULL,NULL,NULL,'["Infrastructure & Operations", "DevOps & SRE Engineering", "Best Practices"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-02-23T20:29:58Z", "gh_stars": 53, "is_special": true, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:46.708660+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/andrewpuch/nagios_setup','github: Steps I used to install Nagios in the cloud','','2018',5,'A historical walkthrough illustrating legacy installations of the Nagios monitoring framework inside static virtual instances. Outlines core process definitions, alerting rules, and manual configuration management.','Shell','Repository','Intermediate',0,'online','manual','765dc175d742822fbc5de8766a7a18e7d73ee853aa9ea8d72e0be13162ae41f3',100.0,1.78173587621083688e+09,1,'2026-06-18T00:37:56.210837+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Legacy Systems", "Self-Hosted"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/aws-monitoring.md"]','["aws-monitoring.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:47.407484+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/apicurio/apicurio-registry','**Apicurio** Registry','','2026',4,'Apicurio Registry is an open-source, high-performance centralized schema registry. It manages API contracts, OpenAPI designs, AsyncAPI definitions, Avro, and Protobuf structures, enforcing real-time payload validations over high-throughput microservice pipelines while offering direct Kubernetes operator integrations.','Java','Platform','Advanced',1,'online','manual','dce198241f8b915b16935880b17f4375418cd685fff7eebe5dfe89d1c13f8ced',100.0,1.77903082746442508e+09,1,'2026-06-13T18:07:51Z',NULL,NULL,NULL,'["Data Engineering", "Schema Registry", "Apicurio"]','["[ENTERPRISE-STABLE]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T18:07:51Z", "gh_stars": 814, "gh_open_issues_30d": 328, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:01.207783+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/apk8s/k3s-gitlab','k3s-gitlab','','2021',1,'An automation repository dedicated to bootstrapping a local K3s runtime optimized for orchestrating GitLab CI runners, streamlining testing of containerized microservices.','Shell','Tool','Intermediate',1,'online','manual','df6d24ee7760852189e0e1037f288289a4c8211339c135d0d10c1dcbfac3c641',100.0,1.78173615418975305e+09,1,'2026-06-18T00:42:34.189753+02:00',NULL,NULL,NULL,'["Edge & IoT", "CI/CD Integration", "GitLab Runners"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:36:01.932027+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aporia-ai/kubesurvival','KubeSurvival 🌟','','2022',1,'A scanning utility that audits existing clusters to determine the absolute cheapest VM instance shapes capable of hosting current workloads. Ensures high-availability parameters and compute requirements are fully met before suggesting migration profiles.','Go','Tool','Intermediate',0,'online','manual','43f259cf3ad4224e8b23ecaa836fef2960fa800ebba377e97c913efae78486e4',100.0,1.77903135668368291e+09,1,'2021-11-03T09:30:26Z',NULL,NULL,NULL,'["Infrastructure Optimization", "Cost Management", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-11-03T09:30:26Z", "gh_stars": 187, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:36:02.703697+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aporia-ai/mlplatform-workshop','ML Platform Workshop','','2022',4,'A hands-on technical workshop repository showcasing the design of an end-to-end Machine Learning Platform. Demonstrates real-world integration of model registries, tracking servers, and deployment mechanisms under production-like conditions. Excellent educational resource for learning the architectural glue of modern MLOps frameworks.','Python','Repository','Intermediate',1,'online','manual','aaa796b6cedb8435a395ceffed9fa532074ccb7f09b344c218fcb5c35c0626b8',100.0,1.77903072113100695e+09,1,'2021-11-03T10:27:17Z',NULL,NULL,NULL,'["MLOps", "Workshops", "Infrastructure"]','["[ENTERPRISE-STABLE]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-11-03T10:27:17Z", "gh_stars": 445, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:36:03.436529+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/app-sre/qontract-server','qontract','','2023',5,'An enterprise configuration server that leverages GraphQL to manage infrastructure states and reconcile multi-tenant declarations. Developed as part of App-SRE tooling, it facilitates continuous delivery by organizing configuration data. It continues to see specialized internal usage for large platform configurations.','Python','Service','High',1,'online','manual','a6bdddf51fc8fb9dba86f4e89b89beabbe6b3d2d40df356d8953d42a6b537a21',100.0,1779034229.54831,1,'2026-06-11T14:12:06Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "State Reconciliation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T14:12:06Z", "gh_stars": 16, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:36:04.207338+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/appscode/guard','Guard','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1a240efe5fe437d91440ed2089957bf46e523435c4aca6ccc1655459fa09a320',100.0,1.77903156461361408e+09,0,'2026-05-17T17:26:04.613614+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:36:04.872542+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/appvia/cosign-keyless-admission-webhook','appvia/cosign-keyless-admission-webhook','','2021',1,'A specialized admission webhook enforcing keyless container signature checks inside Kubernetes. Using Sigstore Cosign under the hood, it denies unsigned or non-verified container runtimes from joining cluster namespaces.','Go','Admission Webhook','Advanced',1,'online','manual','8f78f9c06f02b7de0dc6c2a769337d84c565b18ce1da3eb14161a146aa8ab5b4',100.0,1.77903258924782395e+09,1,'2026-06-11T13:01:32Z',NULL,NULL,NULL,'["Security & Compliance", "Supply Chain Security", "Admission Control"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T13:01:32Z", "gh_stars": 24, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:36:05.662528+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/appvia/kev','Kev','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1df9e14bf0c7979328a89088b86ae8da55bf99130f93d2df25cac4f902b9bd64',100.0,1.77903302002182793e+09,0,'2026-05-17T17:50:20.021828+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:36:06.306293+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/appvia/krane','Krane 🌟','','2020',5,'Curator Insight: An open-source Kubernetes RBAC static analysis tool designed to identify risky roles, cluster roles, and broad resource access configurations. Live Grounding: The repository is archived and inactive for over 4 years. While the structural rules engine remains historically valuable, it does not support modern Kubernetes RBAC security vectors.','Ruby','Code Repository','Advanced',0,'online','manual','d7bc7f3f6ae5aea58e5b292f7ced0852bb07b49099998f036457b441d1c9baa0',100.0,1.77903198169386601e+09,1,'2026-02-13T15:57:57Z',NULL,NULL,NULL,'["Security", "Identity & Access", "RBAC", "Legacy Tools"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-13T15:57:57Z", "gh_stars": 740, "gh_open_issues_30d": 55, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:07.069187+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/appvia/tako','Kev','','2021',1,'A tool to orchestrate application deployments on Kubernetes using Docker Compose files. It templatizes deployments, allowing developers to scale their compose configurations across multiple target environments with environment-specific overrides.','Go','Developer Tool','Medium',0,'online','manual','377bd061da94b783c8f87c81929154f29bd4b8426e0a0b5d02934d2535c92176',100.0,1.77913049493064093e+09,1,'2026-01-22T20:30:49Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Docker Compose Migration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-22T20:30:49Z", "gh_stars": 72, "gh_open_issues_30d": 45, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:36:07.804996+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aquasecurity/cloudsec-icons','aquasecurity/cloudsec-icons','','2021',1,'An open-source library of dedicated cybersecurity and DevSecOps icons created by Aqua Security. Empowers application security professionals to visually document threat boundaries, firewall parameters, and container compliance elements in systems architecture graphs.','None','Asset Pack','Beginner',0,'online','manual','d4917cbf5866a117245e65c3717323e6cbeab8a5bf0c58a6c41f599cceaa3fea',100.0,1.78173590081304907e+09,1,'2026-06-18T00:38:20.813049+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "Security"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:36:08.529390+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aquasecurity/kube-bench','kube-bench 🌟','','2026',5,'The industry standard tool to check whether Kubernetes clusters are deployed securely according to the Center for Internet Security (CIS) benchmarks. Can be run inside container workloads or directly on node hosts, outputting detailed reports identifying API, TLS, and permissions vulnerabilities.','Go','Tool','Medium',0,'online','manual','3fc464887d8cd3fc871fc6d9d7bd51f9fb7ae23f35731c95073e40620fb71285',100.0,1.77903084917266702e+09,1,'2026-06-09T06:03:33Z',NULL,NULL,NULL,'["Networking & Security", "Security Compliance", "CIS Benchmarks"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T06:03:33Z", "gh_stars": 8078, "gh_open_issues_30d": 91, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:09.258234+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aquasecurity/kube-hunter','kube-hunter 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9104d2e020cd3963831a31761f037f16a536d2d44a303795855898e910f7ac30',100.0,1779034273.68148,1,'2026-05-17T18:11:13.681480+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"gh_license": "Apache-2.0", "gh_open_issues_30d": 82, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:10.032894+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aquasecurity/starboard','==aquasecurity/starboard==','','2026',3,'Starboard targets the unification of security scanners into a single, cohesive Kubernetes-native CRD interface. Live grounding in 2026 confirms that Starboard has been fully deprecated and integrated directly into the Trivy Operator framework. Platform teams should seek Trivy Operator for active development, utilizing Starboard''s original specification strictly as a reference architecture.','Go','Operator','Intermediate',0,'online','manual','1824480eb35ee63c28294f0bb908498a16193d16da45d577500706614f5aca74',100.0,1779031147.09103,1,'2026-06-10T12:05:58Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "Compliance"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T12:05:58Z", "gh_stars": 1375, "gh_open_issues_30d": 60, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:10.765602+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aquasecurity/trivy','trivy','','2026',5,'Aqua Security''s Trivy is an exceptionally fast, highly versatile security scanner for containers, IaC configurations, and software vulnerabilities. Known for its streamlined caching, wide packaging-format support, and outstanding CI integration. It is universally adopted as a de facto container validation tool in secure software pipelines.','Go','Tool','Intermediate',1,'online','manual','b46c90d466ffbc02632e60e5e9ed5423398d0901907b7641944f45379ed783f8',100.0,1.7790302077501049e+09,1,'2026-06-11T14:52:49Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Container Scanning"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T14:52:49Z", "gh_stars": 36431, "gh_open_issues_30d": 240, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:11.513808+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/argilla-io/argilla','rubrix','','2023',5,'Formerly Rubrix, Argilla is a premier open-source data curation platform designed for AI and LLM workflows. Enables continuous human-in-the-loop (HITL) fine-tuning cycles. It seamlessly integrates with Hugging Face, SpaCy, and LangChain, optimizing training data quality through iterative annotation, validation, and curation mechanisms.','Python','Repository','Intermediate',0,'online','manual','43a8d5613cb2f779fb3ed1a40fbc1eed35cddb7b216a7d13f8db6ba1a4d4776e',100.0,1.77913049502218198e+09,1,'2026-06-08T21:47:00Z',NULL,NULL,NULL,'["Data Engineering", "Data Labeling", "Human-In-The-Loop"]','["[DE FACTO STANDARD]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T21:47:00Z", "gh_stars": 5002, "gh_open_issues_30d": 27, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:36:12.284494+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/argoproj-labs/applicationset','argoproj-labs/applicationset: Argo CD ApplicationSet Controller','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','736db94cb984f0c2e4e92a8c48893a99779cfe27b1f8a593684149d97cac0c43',100.0,1.77903147867143201e+09,0,'2026-05-17T17:24:38.671432+02:00',NULL,NULL,NULL,'[]','[]','["docs/argo.md"]','[]','{}','{"duplicate_of": "https://github.com/argoproj/applicationset", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:36:13.036559+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/argoproj-labs/argocd-autopilot','argoproj-labs/argocd-autopilot: Argo-CD Autopilot','','2023',5,'An official Argo project opinionated tool designed to structure, install, and update Argo CD setups automatically. Uses a clean directory structure separating infrastructure from application manifests, enabling rapid multi-project bootstrap with version tracking and disaster recovery features.','Go','Repository','Intermediate',0,'online','manual','9c244f562123e769bd994ba3a8941680a7a2fd0ec07951ef1cab31b7e49dc2b7',100.0,1.77903219839273095e+09,1,'2025-12-16T22:36:28Z',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Bootstrap Automation", "Autopilot"]','["[DE FACTO STANDARD]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-16T22:36:28Z", "gh_stars": 1121, "gh_open_issues_30d": 97, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:13.763335+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/argoproj-labs/argocd-vault-plugin','==argoproj-labs/argocd-vault-plugin==','','2023',5,'An indispensable Argo CD plugin built to inject secrets dynamically from HashiCorp Vault, AWS Secrets Manager, or GCP Secret Manager. Replaces custom templating hacks by decrypting and injecting secret values directly into workloads at synchronization time, ensuring zero plaintext secrets enter the Git repository.','Go','Repository','Advanced',0,'online','manual','bacdb3b79f20c82c07dcabd131068baa6a41a9fd000e0061f4269359f582cd5d',100.0,1.77903011977509808e+09,1,'2024-12-18T18:24:47Z',NULL,NULL,NULL,'["Platform Engineering", "Secret Management", "HashiCorp Vault", "ArgoCD Plugins"]','["[DE FACTO STANDARD]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-18T18:24:47Z", "gh_stars": 967, "gh_open_issues_30d": 161, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:14.473581+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/argoproj/applicationset','argoproj-labs/applicationset: Argo CD ApplicationSet Controller','','2023',5,'The standard orchestrator extending Argo CD to support multi-cluster application distribution templates. Processes multi-source configurations, automates environment scaling, and drastically reduces the maintenance overhead of managing distinct Application manifests.','Go','Repository','Advanced',0,'online','manual','a4962d083aae4c7fecf87cda492879952faf3d5a81cf1c576f031132e33342a8',100.0,1.77913049499330806e+09,1,'2024-07-15T18:06:39Z',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "ApplicationSets"]','["[DE FACTO STANDARD]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-15T18:06:39Z", "gh_stars": 582, "gh_open_issues_30d": 144, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:15.198904+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/argoproj/argo-cd/issues/25203','Upgrade UI to React 19 #25203','GitHub issue proposal outlining the path to upgrade the Argo CD UI from React 16 to React 19 for performance and modern feature support.','2025',4,'This GitHub issue proposes a multi-step roadmap to upgrade the Argo CD UI from React 16 to React 19, addressing historical tech debt from a five-year-old framework dependency.
 
 The proposed migration details:
 * Upgrading `argo-ui` and `argo-cd` sequentially to React 18 (transitioning `ReactDOM.render` to `createRoot`).
 * Testing for regressions and ultimately upgrading to React 19.
-* Enhancing UI performance via automatic state update batching and asynchronous transitions.','en','Issue','Advanced',0,'online','automatic','2aee2d8029be2792b1823290cf0bd44f7711f851d62a30af62646d45f510563a',NULL,1.78035199434256601e+09,0,'2026-06-01T18:53:27Z',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Argo CD UI Architecture"]','["[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "argo", "gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T18:53:27Z", "gh_stars": 23029, "reputation_status": "Vetted", "reputation_summary": "Active community discussion regarding upgrading the aging Argo CD UI from React 16 to React 19.", "social_preview_url": "https://opengraph.githubassets.com/57a513e595b57bef86a5608099959701bf60db048addd0f7b8acd1ee40662b53/argoproj/argo-cd/issues/25203", "source_provenance": "X.com (ArgoProj)", "suggested_new_category": ""}');
-INSERT INTO "resources" VALUES('https://github.com/argoproj/argo-cd/pull/26601','feat(ui): Add AppSet to Application Resource Tree in Argo CD','','2024',5,'The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for platform operators.','Go','Pull Request','Intermediate',0,'online','manual','5fcd701110fce0e9f89dbcdee949560e63cba12ed02ad830ce1d469939187fa2',100.0,1.77903288208261609e+09,1,'2026-06-14T09:47:54Z',NULL,NULL,NULL,'["Kubernetes GitOps & Packaging", "Argo Project Ecosystem", "UI Visualization"]','["[DE FACTO STANDARD]"]','["docs/argo.md", "docs/cicd.md", "docs/kubernetes-operators-controllers.md"]','["argo.md", "kubernetes-operators-controllers.md", "cicd.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:47:54Z", "gh_stars": 23128}');
-INSERT INTO "resources" VALUES('https://github.com/armadaproject/armada','Armada','','2020',3,'A high-throughput, multi-cluster batch queuing system built on top of Kubernetes. Armada manages tens of thousands of concurrent jobs across geographically distributed clusters, optimized for machine learning and quantitative analysis.','Go','Batch Scheduler','High',1,'online','manual','927210676217aa66088e5490ab7abaebeffc75d85169786f1cbc1f65babf6c47',100.0,1.77913049494526505e+09,1,'2026-06-12T15:04:53Z',NULL,NULL,NULL,'["Scheduling", "Multi-Cluster", "Batch Workloads"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:04:53Z", "gh_stars": 600}');
-INSERT INTO "resources" VALUES('https://github.com/arminc/k8s-platform-lcm','k8s-platform-lcm: Kubernetes platform lifecycle management 🌟','','2023',5,'An operations manager to track, audit, and upgrade cluster platform components, core Helm charts, and associated operator bundles. It prevents drift across non-application system-level components. Offers a simplified dashboard interface for infrastructure consistency.','Go','Tool','Medium',0,'online','manual','8da5006f3066cde9142ddef40c7935fa51ad77c535896b4c1ad36770273c76a9',100.0,1.77903273243635892e+09,1,'2022-05-13T05:47:23Z',NULL,NULL,NULL,'["Operations", "Cluster Upgrades", "Lifecycle Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-05-13T05:47:23Z", "gh_stars": 182}');
-INSERT INTO "resources" VALUES('https://github.com/armory/minnaker','Minnaker','','2022',2,'An installer package developed by Armory to spin up a single-node Spinnaker instance quickly inside a lightweight Kubernetes cluster (using K3s). It was designed to facilitate Spinnaker evaluations and local sandbox development. By 2026, as Spinnaker''s market footprint contraction continued, the Minnaker repository is considered a legacy reference project.','Shell','Installer','Medium',0,'online','manual','bc9ea132c2e70c4c1230e36f022608e8505e2ee0506cd0270dd87d762505e438',100.0,1.779032338039891e+09,1,'2023-05-20T21:18:12Z',NULL,NULL,NULL,'["Delivery", "CI/CD", "Spinnaker"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-05-20T21:18:12Z", "gh_stars": 156}');
-INSERT INTO "resources" VALUES('https://github.com/armosec/kubescape','==Kubescape== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b2edcccc6e3dc19610cb8401874e7e9c6efc002eea50bff20debb737537678d8',100.0,1.7790293259623959e+09,0,'2026-05-17T16:48:45.962396+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://github.com/kubescape/kubescape"}');
-INSERT INTO "resources" VALUES('https://github.com/armosec/regolibrary','armosec/regolibrary','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','632ecd5c343463ee3440caa26e977276d038338bdc2d4952ef3e18207cafb994',100.0,1779031451.44535,0,'2026-05-17T17:24:11.445350+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubescape/regolibrary"}');
-INSERT INTO "resources" VALUES('https://github.com/arslanbilal/git-cheat-sheet','arslanbilal/git-cheat-sheet 🌟🌟🌟','','2025',4,'Curator Insight: Highly starred open-source repository containing translated Git references. Live Grounding: Facilitates localized, multilingual engineering onboarding, providing consistent global team standards for branch structures, conflict resolutions, and configuration setups.','Markdown','GitHub Repository','Intermediate',0,'online','manual','c263d3474671da6aee00f06477d2cf21e1b71609533804a19070230671efc968',100.0,1.78173589011414599e+09,1,'2026-06-18T00:38:10.114146+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[ENTERPRISE-STABLE]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+* Enhancing UI performance via automatic state update batching and asynchronous transitions.','en','Issue','Advanced',0,'online','automatic','2aee2d8029be2792b1823290cf0bd44f7711f851d62a30af62646d45f510563a',NULL,1.78035199434256601e+09,0,'2026-06-01T18:53:27Z',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Argo CD UI Architecture"]','["[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "argo", "gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T18:53:27Z", "gh_stars": 23029, "reputation_status": "Vetted", "reputation_summary": "Active community discussion regarding upgrading the aging Argo CD UI from React 16 to React 19.", "social_preview_url": "https://opengraph.githubassets.com/57a513e595b57bef86a5608099959701bf60db048addd0f7b8acd1ee40662b53/argoproj/argo-cd/issues/25203", "source_provenance": "X.com (ArgoProj)", "suggested_new_category": "", "gh_open_issues_30d": 4207, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:15.944748+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/argoproj/argo-cd/pull/26601','feat(ui): Add AppSet to Application Resource Tree in Argo CD','','2024',5,'The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for platform operators.','Go','Pull Request','Intermediate',0,'online','manual','5fcd701110fce0e9f89dbcdee949560e63cba12ed02ad830ce1d469939187fa2',100.0,1.77903288208261609e+09,1,'2026-06-14T09:47:54Z',NULL,NULL,NULL,'["Kubernetes GitOps & Packaging", "Argo Project Ecosystem", "UI Visualization"]','["[DE FACTO STANDARD]"]','["docs/argo.md", "docs/cicd.md", "docs/kubernetes-operators-controllers.md"]','["argo.md", "kubernetes-operators-controllers.md", "cicd.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:47:54Z", "gh_stars": 23128, "gh_open_issues_30d": 4207, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:16.665742+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/armadaproject/armada','Armada','','2020',3,'A high-throughput, multi-cluster batch queuing system built on top of Kubernetes. Armada manages tens of thousands of concurrent jobs across geographically distributed clusters, optimized for machine learning and quantitative analysis.','Go','Batch Scheduler','High',1,'online','manual','927210676217aa66088e5490ab7abaebeffc75d85169786f1cbc1f65babf6c47',100.0,1.77913049494526505e+09,1,'2026-06-12T15:04:53Z',NULL,NULL,NULL,'["Scheduling", "Multi-Cluster", "Batch Workloads"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:04:53Z", "gh_stars": 600, "gh_open_issues_30d": 109, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:17.433902+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/arminc/k8s-platform-lcm','k8s-platform-lcm: Kubernetes platform lifecycle management 🌟','','2023',5,'An operations manager to track, audit, and upgrade cluster platform components, core Helm charts, and associated operator bundles. It prevents drift across non-application system-level components. Offers a simplified dashboard interface for infrastructure consistency.','Go','Tool','Medium',0,'online','manual','8da5006f3066cde9142ddef40c7935fa51ad77c535896b4c1ad36770273c76a9',100.0,1.77903273243635892e+09,1,'2022-05-13T05:47:23Z',NULL,NULL,NULL,'["Operations", "Cluster Upgrades", "Lifecycle Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-05-13T05:47:23Z", "gh_stars": 182, "gh_open_issues_30d": 18, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:36:18.143579+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/armory/minnaker','Minnaker','','2022',2,'An installer package developed by Armory to spin up a single-node Spinnaker instance quickly inside a lightweight Kubernetes cluster (using K3s). It was designed to facilitate Spinnaker evaluations and local sandbox development. By 2026, as Spinnaker''s market footprint contraction continued, the Minnaker repository is considered a legacy reference project.','Shell','Installer','Medium',0,'online','manual','bc9ea132c2e70c4c1230e36f022608e8505e2ee0506cd0270dd87d762505e438',100.0,1.779032338039891e+09,1,'2023-05-20T21:18:12Z',NULL,NULL,NULL,'["Delivery", "CI/CD", "Spinnaker"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-05-20T21:18:12Z", "gh_stars": 156, "gh_open_issues_30d": 33, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:36:18.885927+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/armosec/kubescape','==Kubescape== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b2edcccc6e3dc19610cb8401874e7e9c6efc002eea50bff20debb737537678d8',100.0,1.7790293259623959e+09,0,'2026-05-17T16:48:45.962396+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://github.com/kubescape/kubescape", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:36:19.550860+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/armosec/regolibrary','armosec/regolibrary','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','632ecd5c343463ee3440caa26e977276d038338bdc2d4952ef3e18207cafb994',100.0,1779031451.44535,0,'2026-05-17T17:24:11.445350+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubescape/regolibrary", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:36:20.206111+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/arslanbilal/git-cheat-sheet','arslanbilal/git-cheat-sheet 🌟🌟🌟','','2025',4,'Curator Insight: Highly starred open-source repository containing translated Git references. Live Grounding: Facilitates localized, multilingual engineering onboarding, providing consistent global team standards for branch structures, conflict resolutions, and configuration setups.','Markdown','GitHub Repository','Intermediate',0,'online','manual','c263d3474671da6aee00f06477d2cf21e1b71609533804a19070230671efc968',100.0,1.78173589011414599e+09,1,'2026-06-18T00:38:10.114146+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[ENTERPRISE-STABLE]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:36:20.930897+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/arttor/helmify','==arttor/helmify==','','2021',3,'An automation utility that converts standard declarative Kubernetes manifests directly into valid, paramaterized Helm charts. It simplifies migrations and accelerates the distribution setup of packaged deployments.','Go','CLI Tool','Intermediate',0,'online','manual','95af44ea2bd1b9252e87920a85c9df5d9b5f24886fc5e6bd00264af5fbf46866',100.0,1.77903308475923895e+09,1,'2026-05-07T07:38:16Z',NULL,NULL,NULL,'["GitOps & Configuration", "Helm Chart Generation", "Migration Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/yaml.md"]','["kubernetes-tools.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-07T07:38:16Z", "gh_stars": 1738, "is_special": true}');
 INSERT INTO "resources" VALUES('https://github.com/arun-gupta/docker-jenkins-pipeline','github.com/arun-gupta/docker-jenkins-pipeline: Docker + Java + Jenkins Pipeline','','2018',0,'Curator Insight structures this repository around running Docker-integrated Java application compilation inside Jenkins Pipelines. Live Grounding shows that mounting the Docker socket inside Jenkins agents remains a common albeit security-sensitive approach. It serves as a historical and practical reference for building containerized Java workloads using declarative pipelines.','Java','Repository','Intermediate',1,'online','manual','850f58fedd04dc18d048d11e49b9b071128fdfd5e72db40e2d38139deff04889',100.0,1.78173591099225091e+09,1,'2026-06-18T00:38:30.992251+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Docker Containerization"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/asdf-community/asdf-kubectl','asdf-kubectl','','2020',2,'A community-maintained plugin for the asdf extendable version manager, designed to install and manage multiple versions of kubectl. It facilitates deterministic local environments by locking Kubernetes CLI versions per project.','Shell','CLI Plugin','Low',0,'online','manual','10d02cbbb3fd4e0ddf173cd2217d9b1d4ddc7870a563b7997224ee5708e67da8',100.0,1.77913049498870205e+09,1,'2025-11-12T15:57:32Z',NULL,NULL,NULL,'["Developer Experience", "CLI Tools", "Version Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-12T15:57:32Z", "gh_stars": 131}');

src/safety_guard.py

@@ -86,15 +86,23 @@ class SafetyGuard:
         for url, meta in self.inventory.items():
             if "github.com" in url and meta.get("v2_locations"):
                 pushed = meta.get("gh_pushed", "")
-                if pushed:
-                    try:
-                        last_date = datetime.fromisoformat(pushed.replace("Z", "+00:00"))
-                        inactive_years = (datetime.now(last_date.tzinfo) - last_date).days / 365
-                        stars = meta.get("gh_stars", meta.get("stars", 0) * 100) 
-                        if inactive_years > 4 and stars < 30:
-                            self.warnings.append(f"🏚️ **MVQ Violation**: Stale repo `{url}` (>4yrs) in V2 with low impact")
-                    except Exception as e:
-                        log_event(f"[WARN] MVQ compliance check for {url}: {str(e)[:100]}")
+                # Skip entries with no usable push date. Enrichment stores "N/A"
+                # (and historically None/empty) when GitHub data is unavailable;
+                # these are not ISO dates and must not reach fromisoformat().
+                if not pushed or str(pushed).strip().upper() in ("N/A", "NONE"):
+                    continue
+                try:
+                    last_date = datetime.fromisoformat(str(pushed).replace("Z", "+00:00"))
+                    inactive_years = (datetime.now(last_date.tzinfo) - last_date).days / 365
+                    # gh_stars may be missing; fall back to V1 stars (×100 heuristic).
+                    # Coalesce None so a stored null never reaches the multiplication.
+                    stars = meta.get("gh_stars")
+                    if stars is None:
+                        stars = (meta.get("stars") or 0) * 100
+                    if inactive_years > 4 and stars < 30:
+                        self.warnings.append(f"🏚️ **MVQ Violation**: Stale repo `{url}` (>4yrs) in V2 with low impact")
+                except Exception as e:
+                    log_event(f"[WARN] MVQ compliance check for {url}: {str(e)[:100]}")
 
     def validate_linguistic_tagging(self):
         """Mandate 10: Explicit Language Tagging."""
@@ -104,7 +112,9 @@ class SafetyGuard:
                 with open(os.path.join(V2_DIR, file), "r") as f:
                     content = f.read()
                 for url, meta in self.inventory.items():
-                    lang = meta.get("language", "English")
+                    # language may be stored as null; coalesce to avoid None.lower()
+                    # aborting the entire audit.
+                    lang = meta.get("language") or "English"
                     if lang.lower() != "english" and url in content:
                         tag = f"[{lang.upper()} CONTENT]"
                         if tag not in content:
@@ -289,15 +299,24 @@ class SafetyGuard:
             except Exception as e:
                 log_event(f"[WARN] load old inventory for data integrity check: {str(e)[:100]}")
         
-        self.validate_semantic_interlinking()
-        self.validate_special_assets_completeness()
-        self.validate_mvq_compliance()
-        self.validate_linguistic_tagging()
-        self.validate_platinum_schema()
-        self.validate_structural_standards() # Mandate 30 & 19
-        self.validate_v2_architecture()
-        self.validate_navigation_sync() # Mandate 11
-        self.validate_forbidden_tags() # Safety Hardening
+        # Run each mandate in isolation so one bad entry can't abort the
+        # entire audit (e.g. a null field raising mid-validation).
+        validations = [
+            self.validate_semantic_interlinking,
+            self.validate_special_assets_completeness,
+            self.validate_mvq_compliance,
+            self.validate_linguistic_tagging,
+            self.validate_platinum_schema,
+            self.validate_structural_standards,  # Mandate 30 & 19
+            self.validate_v2_architecture,
+            self.validate_navigation_sync,  # Mandate 11
+            self.validate_forbidden_tags,  # Safety Hardening
+        ]
+        for check in validations:
+            try:
+                check()
+            except Exception as e:
+                log_event(f"[WARN] audit mandate {check.__name__} failed: {str(e)[:100]}")
         
         status = "✅ PASS" if not self.errors else "❌ FAILED"
         if not self.errors and self.warnings: status = "⚠️ WARNING"

v2-docs/feed.xml

@@ -5,15 +5,15 @@
     <link>https://nubenetes.com/</link>
     <description>AI-curated top picks from the Cloud Native &amp; Kubernetes ecosystem</description>
     <language>en</language>
-    <lastBuildDate>Fri, 19 Jun 2026 11:58:33 -0000</lastBuildDate>
+    <lastBuildDate>Fri, 19 Jun 2026 12:59:33 -0000</lastBuildDate>
     <atom:link href="https://nubenetes.com/feed.xml" rel="self" type="application/rss+xml"/>
     <item>
-      <title>docs.anthropic.com: Claude Code CLI</title>
-      <link>https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview</link>
-      <guid isPermaLink="true">https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview</guid>
+      <title>Kubecost 🌟</title>
+      <link>https://www.apptio.com/products/kubecost/?src=kc-com</link>
+      <guid isPermaLink="true">https://www.apptio.com/products/kubecost/?src=kc-com</guid>
       <pubDate>Thu, 18 Jun 2026 00:00:00 -0000</pubDate>
-      <category>AI &amp; Agents</category>
-      <description>[CRITICAL] Anthropic's official agentic CLI redefines developer workflows by allowing autonomous agents to execute terminal commands, run tests, and manage Git directly.</description>
+      <category>Kubernetes &amp; Orchestration</category>
+      <description>[CRITICAL] It is the industry-standard tool for real-time cost allocation, critical for FinOps practices in multi-cluster environments.</description>
     </item>
     <item>
       <title>antigravity.google: Google Antigravity Agentic Platform</title>
@@ -21,15 +21,23 @@
       <guid isPermaLink="true">https://antigravity.google</guid>
       <pubDate>Thu, 18 Jun 2026 00:00:00 -0000</pubDate>
       <category>AI &amp; Agents</category>
-      <description>[CRITICAL] Bridges the gap between local agent prototypes and production-grade deployments on secure Google Kubernetes Engine (GKE) clusters.</description>
+      <description>[CRITICAL] It directly bridges the gap between local agent prototypes and production-grade Google Kubernetes Engine (GKE) deployments for stateful AI agents.</description>
     </item>
     <item>
-      <title>cursor.com: Cursor AI Code Editor</title>
-      <link>https://cursor.com</link>
-      <guid isPermaLink="true">https://cursor.com</guid>
+      <title>docs.anthropic.com: Claude Code CLI</title>
+      <link>https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview</link>
+      <guid isPermaLink="true">https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview</guid>
       <pubDate>Thu, 18 Jun 2026 00:00:00 -0000</pubDate>
       <category>AI &amp; Agents</category>
-      <description>[CRITICAL] As the leading AI-first IDE, it has shifted the industry paradigm of daily software engineering through multi-file agentic code generation.</description>
+      <description>[CRITICAL] Anthropic's official tool fundamentally shifts developer workflows by bringing autonomous agentic coding and execution directly into the terminal.</description>
+    </item>
+    <item>
+      <title>Project Calico 🌟</title>
+      <link>https://www.tigera.io/project-calico</link>
+      <guid isPermaLink="true">https://www.tigera.io/project-calico</guid>
+      <pubDate>Thu, 18 Jun 2026 00:00:00 -0000</pubDate>
+      <category>Security &amp; Compliance</category>
+      <description>[CRITICAL] Calico is an industry-standard networking and security engine enabling high-performance eBPF container network interface enforcement.</description>
     </item>
     <item>
       <title>Crossplane</title>
@@ -37,7 +45,15 @@
       <guid isPermaLink="true">https://nubenetes.com/crossplane</guid>
       <pubDate>Sun, 14 Jun 2026 00:00:00 -0000</pubDate>
       <category>Kubernetes &amp; Orchestration</category>
-      <description>[CRITICAL] It represents a major paradigm shift, transforming Kubernetes from a container orchestrator into a universal control plane for all cloud infrastructure.</description>
+      <description>[CRITICAL] Crossplane spearheads a major paradigm shift by turning Kubernetes into a universal control plane to declaratively manage any cloud infrastructure.</description>
+    </item>
+    <item>
+      <title>==Azure/azure-workload-identity==</title>
+      <link>https://github.com/Azure/azure-workload-identity</link>
+      <guid isPermaLink="true">https://github.com/Azure/azure-workload-identity</guid>
+      <pubDate>Sun, 14 Jun 2026 00:00:00 -0000</pubDate>
+      <category>Kubernetes &amp; Orchestration</category>
+      <description>[CRITICAL] This is the enterprise standard for secure, zero-trust OIDC identity federation between Kubernetes and Microsoft Entra ID.</description>
     </item>
     <item>
       <title>NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes</title>
@@ -45,7 +61,7 @@
       <guid isPermaLink="true">https://github.com/NVIDIA/k8s-device-plugin</guid>
       <pubDate>Sun, 14 Jun 2026 00:00:00 -0000</pubDate>
       <category>Kubernetes &amp; Orchestration</category>
-      <description>[CRITICAL] It is the essential hardware-enablement layer allowing Kubernetes to dynamically schedule and manage physical GPUs for demanding AI and ML workloads.</description>
+      <description>[CRITICAL] It acts as the indispensable hardware integration layer required to orchestrate GPU-accelerated AI and ML workloads on Kubernetes.</description>
     </item>
     <item>
       <title>vLLM on Kubernetes</title>
@@ -53,7 +69,7 @@
       <guid isPermaLink="true">https://github.com/vllm-project/vllm</guid>
       <pubDate>Sun, 14 Jun 2026 00:00:00 -0000</pubDate>
       <category>AI &amp; Agents</category>
-      <description>[CRITICAL] Standardizes memory-efficient LLM serving via PagedAttention and provides concrete deployment templates for production Kubernetes clusters.</description>
+      <description>[CRITICAL] It provides the definitive standard for hosting highly optimized, memory-efficient LLM serving engines using PagedAttention on Kubernetes.</description>
     </item>
     <item>
       <title>Tetragon (Cilium)</title>
@@ -61,7 +77,15 @@
       <guid isPermaLink="true">https://github.com/cilium/tetragon</guid>
       <pubDate>Sun, 14 Jun 2026 00:00:00 -0000</pubDate>
       <category>Security &amp; Compliance</category>
-      <description>[CRITICAL] Provides kernel-level, eBPF-powered security observability and real-time threat enforcement directly within Kubernetes clusters.</description>
+      <description>[CRITICAL] eBPF-powered security observability at the kernel level represents a paradigm shift for Kubernetes runtime enforcement.</description>
+    </item>
+    <item>
+      <title>==dagger/dagger: Dagger is a portable devkit for CICD==</title>
+      <link>https://github.com/dagger/dagger</link>
+      <guid isPermaLink="true">https://github.com/dagger/dagger</guid>
+      <pubDate>Sun, 14 Jun 2026 00:00:00 -0000</pubDate>
+      <category>CI/CD &amp; GitOps</category>
+      <description>[CRITICAL] Dagger represents a major paradigm shift in CI/CD by replacing brittle YAML pipelines with portable, code-driven workflows executed on BuildKit.</description>
     </item>
     <item>
       <title>kube-state-metrics 🌟</title>
@@ -69,15 +93,7 @@
       <guid isPermaLink="true">https://github.com/kubernetes/kube-state-metrics</guid>
       <pubDate>Sun, 14 Jun 2026 00:00:00 -0000</pubDate>
       <category>Observability, SRE &amp; Testing</category>
-      <description>[CRITICAL] This indispensable agent translates raw Kubernetes API server states into actionable Prometheus metrics for cluster-wide health tracking.</description>
-    </item>
-    <item>
-      <title>buildkit</title>
-      <link>https://docs.docker.com/build</link>
-      <guid isPermaLink="true">https://docs.docker.com/build</guid>
-      <pubDate>Sun, 14 Jun 2026 00:00:00 -0000</pubDate>
-      <category>Containers &amp; Runtime</category>
-      <description>[CRITICAL] Docker's next-generation build engine radically accelerates container image creation through concurrent stage execution and advanced caching.</description>
+      <description>[CRITICAL] Essential cluster service that translates internal Kubernetes API resources into Prometheus metrics for accurate, real-time infrastructure state analysis.</description>
     </item>
     <item>
       <title>github.com: Istio</title>
@@ -85,7 +101,15 @@
       <guid isPermaLink="true">https://github.com/istio/istio</guid>
       <pubDate>Sun, 14 Jun 2026 00:00:00 -0000</pubDate>
       <category>Networking &amp; Service Mesh</category>
-      <description>[CRITICAL] As the dominant enterprise service mesh, Istio defines the standard for secure, high-performance microservices traffic management and observability.</description>
+      <description>[CRITICAL] The leading enterprise-grade service mesh that defines how modern cloud-native architectures secure, control, and observe traffic.</description>
+    </item>
+    <item>
+      <title>Teleport 🌟</title>
+      <link>https://github.com/gravitational/teleport</link>
+      <guid isPermaLink="true">https://github.com/gravitational/teleport</guid>
+      <pubDate>Sat, 13 Jun 2026 00:00:00 -0000</pubDate>
+      <category>Kubernetes &amp; Orchestration</category>
+      <description>[CRITICAL] Teleport is a leading zero-trust access gateway that consolidates and audits multi-protocol, multi-cluster infrastructure access.</description>
     </item>
     <item>
       <title>github: Flux Version 2</title>
@@ -93,7 +117,7 @@
       <guid isPermaLink="true">https://github.com/fluxcd/flux2</guid>
       <pubDate>Sat, 13 Jun 2026 00:00:00 -0000</pubDate>
       <category>CI/CD &amp; GitOps</category>
-      <description>[CRITICAL] A foundational GitOps controller toolkit that provides highly parallel, decoupled resource reconciliation directly inside Kubernetes.</description>
+      <description>[CRITICAL] Flux v2 is a foundational CNCF graduated project that implements a highly parallelized, modular GitOps controller architecture for enterprise-grade reconciliation.</description>
     </item>
     <item>
       <title>github.com/prometheus/prometheus</title>
@@ -101,7 +125,7 @@
       <guid isPermaLink="true">https://github.com/prometheus/prometheus</guid>
       <pubDate>Sat, 13 Jun 2026 00:00:00 -0000</pubDate>
       <category>Observability, SRE &amp; Testing</category>
-      <description>[CRITICAL] Prometheus remains the absolute cornerstone of cloud-native telemetry and the primary backend for modern SRE observability.</description>
+      <description>[CRITICAL] Serves as the foundational, de-facto standard metrics database and query engine powering the entire cloud-native observability ecosystem.</description>
     </item>
     <item>
       <title>containerd - An open and reliable container runtime</title>
@@ -109,7 +133,7 @@
       <guid isPermaLink="true">https://github.com/containerd/containerd</guid>
       <pubDate>Sat, 13 Jun 2026 00:00:00 -0000</pubDate>
       <category>Containers &amp; Runtime</category>
-      <description>[CRITICAL] Following Docker's runtime deprecation, containerd has become the industry-standard, CNCF-graduated core runtime powering Kubernetes clusters globally.</description>
+      <description>[CRITICAL] As the industry-standard container runtime for Kubernetes, containerd is foundational for modern cloud-native container execution.</description>
     </item>
     <item>
       <title>runc</title>
@@ -117,7 +141,7 @@
       <guid isPermaLink="true">https://github.com/opencontainers/runc</guid>
       <pubDate>Sat, 13 Jun 2026 00:00:00 -0000</pubDate>
       <category>Containers &amp; Runtime</category>
-      <description>[CRITICAL] As the canonical, OCI-compliant low-level runtime engine, runc is the fundamental foundation upon which most modern container ecosystems are built.</description>
+      <description>[CRITICAL] It is the canonical, low-level OCI-compliant container runtime that directly spawns and runs container processes across the industry.</description>
     </item>
     <item>
       <title>hashicorp/vault</title>
@@ -125,7 +149,7 @@
       <guid isPermaLink="true">https://github.com/hashicorp/vault</guid>
       <pubDate>Fri, 12 Jun 2026 00:00:00 -0000</pubDate>
       <category>Security &amp; Compliance</category>
-      <description>[CRITICAL] Acts as the industry-standard engine for dynamic secrets management, data protection, and enterprise Zero Trust identity broker.</description>
+      <description>[CRITICAL] It remains the absolute backbone of enterprise Zero Trust architectures and dynamic secrets management across multi-cloud environments.</description>
     </item>
     <item>
       <title>OpenTelemetry Collector</title>
@@ -133,15 +157,7 @@
       <guid isPermaLink="true">https://github.com/open-telemetry/opentelemetry-collector</guid>
       <pubDate>Fri, 12 Jun 2026 00:00:00 -0000</pubDate>
       <category>Observability, SRE &amp; Testing</category>
-      <description>[CRITICAL] The OpenTelemetry Collector is the industry-standard pipeline for vendor-agnostic telemetry collection, processing, and routing.</description>
-    </item>
-    <item>
-      <title>kube-prometheus</title>
-      <link>https://github.com/prometheus-operator/kube-prometheus</link>
-      <guid isPermaLink="true">https://github.com/prometheus-operator/kube-prometheus</guid>
-      <pubDate>Fri, 12 Jun 2026 00:00:00 -0000</pubDate>
-      <category>Observability, SRE &amp; Testing</category>
-      <description>[CRITICAL] It serves as the de facto reference architecture and deployment pattern for comprehensive Kubernetes cluster monitoring.</description>
+      <description>[CRITICAL] Acts as the industry-standard, vendor-agnostic pipeline for receiving, processing, and routing metrics, logs, and traces across diverse cloud-native environments.</description>
     </item>
     <item>
       <title>Kubernetes Gateway API</title>
@@ -149,23 +165,7 @@
       <guid isPermaLink="true">https://github.com/kubernetes-sigs/gateway-api</guid>
       <pubDate>Fri, 12 Jun 2026 00:00:00 -0000</pubDate>
       <category>Networking &amp; Service Mesh</category>
-      <description>[CRITICAL] As the official next-generation routing standard in Kubernetes, it provides highly expressive, role-oriented alternatives to the legacy Ingress API.</description>
-    </item>
-    <item>
-      <title>github.com/vmware-tanzu/velero</title>
-      <link>https://github.com/velero-io/velero</link>
-      <guid isPermaLink="true">https://github.com/velero-io/velero</guid>
-      <pubDate>Fri, 12 Jun 2026 00:00:00 -0000</pubDate>
-      <category>Data, Messaging &amp; Storage</category>
-      <description>[CRITICAL] Velero is the industry-standard tool for backing up, restoring, and migrating Kubernetes cluster resources and persistent volumes.</description>
-    </item>
-    <item>
-      <title>Announcing Claude Managed Agents on Cloudflare</title>
-      <link>https://blog.cloudflare.com/claude-managed-agents</link>
-      <guid isPermaLink="true">https://blog.cloudflare.com/claude-managed-agents</guid>
-      <pubDate>Tue, 02 Jun 2026 00:00:00 -0000</pubDate>
-      <category>AI &amp; Agents</category>
-      <description>[CRITICAL] Establishes a secure, sandboxed serverless runtime on Cloudflare Workers for orchestrating complex, autonomous AI agent workflows at the edge.</description>
+      <description>[CRITICAL] Establishes the next-generation standard for expressive, role-oriented, and extensible routing and ingress configurations in Kubernetes.</description>
     </item>
   </channel>
 </rss>

v2-docs/index.md

@@ -131,42 +131,42 @@
   <div class="trending-card__category">Kubernetes & Orchestration</div>
   <div class="trending-card__title"><a href="https://nubenetes.com/crossplane">Crossplane</a></div>
   <div class="trending-card__meta">2026-06-14 · 🌟🌟🌟🌟🌟</div>
-  <div class="trending-card__why">It represents a major paradigm shift, transforming Kubernetes from a container orchestrator into a universal control plane for all cloud infrastructure.</div>
+  <div class="trending-card__why">Crossplane spearheads a major paradigm shift by turning Kubernetes into a universal control plane to declaratively manage any cloud infrastructure.</div>
 </div>
 <div class="trending-card">
   <div class="trending-card__impact trending-card__impact--critical">🔴 CRITICAL</div>
   <div class="trending-card__category">Kubernetes & Orchestration</div>
-  <div class="trending-card__title"><a href="https://github.com/NVIDIA/k8s-device-plugin">NVIDIA/k8s-device-plugin: NVIDIA device plugin for Kubernetes</a></div>
+  <div class="trending-card__title"><a href="https://github.com/Azure/azure-workload-identity">Azure/azure-workload-identity</a></div>
   <div class="trending-card__meta">2026-06-14 · 🌟🌟🌟🌟🌟</div>
-  <div class="trending-card__why">It is the essential hardware-enablement layer allowing Kubernetes to dynamically schedule and manage physical GPUs for demanding AI and ML workloads.</div>
-</div>
-<div class="trending-card">
-  <div class="trending-card__impact trending-card__impact--critical">🔴 CRITICAL</div>
-  <div class="trending-card__category">Observability, SRE & Testing</div>
-  <div class="trending-card__title"><a href="https://github.com/prometheus/prometheus">github.com/prometheus/prometheus</a></div>
-  <div class="trending-card__meta">2026-06-13 · 🌟🌟🌟🌟🌟</div>
-  <div class="trending-card__why">Prometheus remains the absolute cornerstone of cloud-native telemetry and the primary backend for modern SRE observability.</div>
+  <div class="trending-card__why">This is the enterprise standard for secure, zero-trust OIDC identity federation between Kubernetes and Microsoft Entra ID.</div>
 </div>
 <div class="trending-card">
   <div class="trending-card__impact trending-card__impact--critical">🔴 CRITICAL</div>
   <div class="trending-card__category">Observability, SRE & Testing</div>
   <div class="trending-card__title"><a href="https://github.com/open-telemetry/opentelemetry-collector">OpenTelemetry Collector</a></div>
   <div class="trending-card__meta">2026-06-12 · 🌟🌟🌟🌟🌟</div>
-  <div class="trending-card__why">The OpenTelemetry Collector is the industry-standard pipeline for vendor-agnostic telemetry collection, processing, and routing.</div>
+  <div class="trending-card__why">Acts as the industry-standard, vendor-agnostic pipeline for receiving, processing, and routing metrics, logs, and traces across diverse cloud-native environments.</div>
+</div>
+<div class="trending-card">
+  <div class="trending-card__impact trending-card__impact--critical">🔴 CRITICAL</div>
+  <div class="trending-card__category">Observability, SRE & Testing</div>
+  <div class="trending-card__title"><a href="https://github.com/prometheus/prometheus">github.com/prometheus/prometheus</a></div>
+  <div class="trending-card__meta">2026-06-13 · 🌟🌟🌟🌟🌟</div>
+  <div class="trending-card__why">Serves as the foundational, de-facto standard metrics database and query engine powering the entire cloud-native observability ecosystem.</div>
 </div>
 <div class="trending-card">
   <div class="trending-card__impact trending-card__impact--critical">🔴 CRITICAL</div>
   <div class="trending-card__category">Azure</div>
   <div class="trending-card__title"><a href="https://github.com/microsoft/azurelinux">github.com/microsoft/CBL-Mariner</a></div>
   <div class="trending-card__meta">2026-06-14 · 🌟🌟🌟🌟🌟</div>
-  <div class="trending-card__why">It defines the official container-optimized OS for AKS, significantly reducing the security attack surface and resource footprint for enterprise cloud-native workloads.</div>
+  <div class="trending-card__why">It acts as the secure, container-optimized base OS for Azure Kubernetes Service, minimizing footprint and maximizing security for cloud-native workloads.</div>
 </div>
 <div class="trending-card">
   <div class="trending-card__impact trending-card__impact--critical">🔴 CRITICAL</div>
   <div class="trending-card__category">CI/CD & GitOps</div>
   <div class="trending-card__title"><a href="https://argoproj.github.io/argo-cd">Argo CD</a></div>
   <div class="trending-card__meta">2026-06-01 · 🌟🌟🌟🌟🌟</div>
-  <div class="trending-card__why">The absolute industry standard for GitOps-based continuous delivery, enabling seamless synchronization of declarative Kubernetes states.</div>
+  <div class="trending-card__why">As the industry standard for GitOps-based continuous delivery, Argo CD is vital for synchronizing live Kubernetes cluster states with declarative Git configurations.</div>
 </div>
 </div>
 <div class="digest-links">