release: v2.9.7 — align Intelligence Digest hero card height

fix: align Intelligence Digest hero card height with the other 4

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** | **6121+** |
+| **Total Commits** | **6149+** |
 | **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 | 2562 | 10,581 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 2590 | 10,696 | **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, 10581]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2562]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 10696]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2590]
 ```
 <!-- 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 | 436 | 1,800 | Active Curation |
+| 2026-06 | 464 | 1,916 | Active Curation |
 <!-- MONTHLY_SURGE_END -->
 
 ### 2.4. Content Distribution and Semantic Clustering

data/inventory.sql

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+INSERT INTO "resources" VALUES('https://github.com/askmeegs/learn-istio','github.com/askmeegs/learn-istio 🌟','','2020',0,'An educational repository featuring early-day tutorials and configurations for learning Istio concepts. Currently archived/unmaintained, functioning primarily as a legacy resource.','Shell','Repository','Beginner',1,'online','manual','40dd02ee18cdb30f4966d3166cf46c09c5993471a4ace77ce29c75addfb27121',100.0,1.78173597129866099e+09,1,'2026-06-18T00:39:31.298661+02:00',NULL,NULL,NULL,'["Service Mesh", "Training", "Education"]','["[LEGACY]"]','["docs/istio.md"]','["istio.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": "2026-06-19T15:25:38.283305+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/askmeegs/yaml-your-cloud','askmeegs/yaml-your-cloud','','2021',1,'Code repository designed as a companion to the ''YAML your cloud'' presentation, offering practical Kubernetes manifest examples and Crossplane configurations. It showcases foundational multi-cloud provider settings, composition patterns, and claims structures used in active training environments.','YAML','Code Repository','Intermediate',0,'online','manual','21fd98ae25edafdb2d51f06cdfa2d4f399f70587def62c3a84f16f0e0139fd11',100.0,1.77903089185313606e+09,1,'2021-09-13T17:16:35Z',NULL,NULL,NULL,'["Platform Engineering", "Control Planes", "Crossplane", "Code Samples"]','["[COMMUNITY-TOOL]"]','["docs/crossplane.md"]','["crossplane.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-09-13T17:16:35Z", "gh_stars": 6, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:25:38.983370+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/asobti/kube-monkey','GitHub: kube-monkey','','2024',5,'A Go-based Kubernetes implementation of Netflix''s Chaos Monkey. kube-monkey runs inside k8s clusters to systematically schedule and delete random Pod instances within designated namespaces, forcing development teams to architect highly redundant and self-healing services.','Go','Software Utility','Intermediate',1,'online','manual','64ba2f1a6d1eaad7862d63edda60c42a1ecf91065bb3327bfef52a3adc90ce5d',100.0,1.77903160261133193e+09,1,'2024-06-16T19:34:50Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Kubernetes Tools"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-06-16T19:34:50Z", "gh_stars": 3064, "gh_open_issues_30d": 28, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:25:39.679219+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/astefanutti/kubebox','kubebox','','2025',5,'An advanced, high-performance terminal dashboard for cluster visualization. Offers real-time metrics, dynamic log streaming, container exec shortcuts, and immediate cluster health alerts, providing a modern alternative to browser dashboards.','JavaScript','CLI Tool','Medium',0,'online','manual','dd1e5c18d53d7353fcaad0e52d8769c617b69ac7d6821f62e8975f70e7cdd0ea',100.0,1.779031393456007e+09,1,'2024-06-17T13:05:26Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Terminal UI"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-06-17T13:05:26Z", "gh_stars": 2230, "gh_open_issues_30d": 42, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:25:40.378651+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/astral-sh/ruff','==Ruff==','','2025',5,'Curator Insight introduces Ruff as an extremely fast Python linter and formatter written in Rust. Live Grounding confirms Ruff is a de facto industry standard, dramatically lowering CI run times by replacing several older style checkers with a single compiled utility.','Rust','Tool','Intermediate',1,'online','manual','00e4cdf7ccac1fddbb00564f504169888829f18e865b1595287c4892ad556867',100.0,1.77903055903774404e+09,1,'2026-06-14T09:19:30Z',NULL,NULL,NULL,'["Software Engineering", "Python", "Static Analysis"]','["[DE FACTO STANDARD]"]','["docs/python.md", "docs/visual-studio.md"]','["python.md", "visual-studio.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T09:19:30Z", "gh_stars": 47969, "gh_open_issues_30d": 2022, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:25:41.086184+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/atinfo/awesome-test-automation','Awesome Test Automation','','2026',5,'An extensive curated directory compiling top-tier testing tools, frameworks, and continuous validation resources. Features directories for end-to-end web tests, load injection suites, API contract testers, and mobile automation libraries.','N/A','Repository','Intermediate',0,'online','manual','122c77eeac0f609a07457f5415a2e09524d356674ed39f58d08a783a9cabde68',100.0,1.78173612314221596e+09,1,'2026-06-18T00:42:03.142216+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing", "Test Automation Repositories"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/qa.md"]','["architectural-foundations.md", "other-awesome-lists.md", "qa.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "gh_open_issues_30d": 104, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:25:41.801837+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/atombender/ktail','==atombender/ktail== 🌟','','2017',3,'A dedicated log-streaming tool built to stream, aggregate, and colorize logs from multiple workloads simultaneously. It filters log pipelines by name or label schemas to optimize terminal investigations.','Go','CLI Tool','Intermediate',0,'online','manual','df0e7f2e8603144cba19bbf1aac09e4afeb62d7e17c9b896b903d5b2ca6a69fb',100.0,1.77903280075655794e+09,1,'2024-12-12T00:15:59Z',NULL,NULL,NULL,'["Observability & Performance", "Log Streaming", "CLI Log Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-12-12T00:15:59Z", "gh_stars": 365, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:25:42.581979+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/auchenberg/volkswagen','auchenberg/volkswagen','','2016',5,'A satirical utility that detects if a test suite is running inside a CI pipeline and automatically forces a green/passing status. A humorous warning on metrics tampering.','JavaScript','Tool','Beginner',0,'online','manual','93b447d3c580cbc91864737ac4c76580b4f07569783000abe2a687b53a4393b4',100.0,1.77903224324387288e+09,1,'2026-02-27T07:23:49Z',NULL,NULL,NULL,'["Software Engineering", "Testing", "Satire"]','["[DE FACTO STANDARD]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-27T07:23:49Z", "gh_stars": 15447, "gh_open_issues_30d": 23, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:25:43.297493+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/authelia/authelia','Authelia 🌟','','2026',5,'Authelia is an open-source authentication and authorization server providing single sign-on (SSO) for applications behind reverse proxies. It supports multi-factor authentication (MFA), dynamic security policies, and user management, offloading auth logic from backend systems.','Go','Identity Provider / SSO Portal','Advanced',1,'online','manual','2209fc4a3a7d59e14441ca939b359b22219057aece6ca60b5085c4dd362d194e',100.0,1.77903216342855811e+09,1,'2026-06-14T08:39:42Z',NULL,NULL,NULL,'["Security & Identity", "Authentication & Authorization", "Single Sign-On"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:39:42Z", "gh_stars": 28049, "gh_open_issues_30d": 117, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:25:44.000508+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/automateyournetwork/automate_your_network','github.com/automateyournetwork/automate_your_network: Automate Your Network'' - John Capobianco - July 1st 2023','','2023',3,'A comprehensive network automation repository by John Capobianco supporting his publication. It presents concrete playbooks and collections to programmatically manage, audit, and document enterprise network appliances and switches.','YAML','Source Code','Advanced',0,'online','manual','5d31d3be43cf606cbb74f11b646eb7b881cad9edf676806d16c1f0613eab0b1f',100.0,1.779031429511523e+09,1,'2023-09-14T21:51:12Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Network Automation"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-09-14T21:51:12Z", "gh_stars": 647, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:25:44.683010+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/avelino/awesome-go','Awesome Go 🌟','','2026',5,'The definitive curated repository of high-quality Go frameworks, libraries, and software. Unmatched resource for identifying vetted dependencies for enterprise service development. Ideal for building lightweight, hyper-fast microservices, Kubernetes operators, and cloud infrastructure CLI tools.','Go','Repository','Intermediate',1,'online','manual','292d69dad4fc77350d3fa86ed7f3445202a3d206cf44e1bacefa89ba335df2db',100.0,1.77903342947796511e+09,1,'2026-06-14T05:05:39Z',NULL,NULL,NULL,'["Programming Languages", "Go", "Resources"]','["[DE FACTO STANDARD]"]','["docs/golang.md", "docs/other-awesome-lists.md"]','["golang.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T05:05:39Z", "gh_stars": 175407, "is_special": true, "gh_open_issues_30d": 195, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:25:45.394220+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/awesome-foss/awesome-sysadmin','Awesome Sysadmin','','2026',5,'An exhaustive curation of open-source sysadmin resources, listing production-ready system monitors, configuration management tools, security suites, and virtualization frameworks used globally by SREs.','Markdown','Repository','Intermediate',0,'online','manual','1fd8ce0ee108f10c5f79b57aebca66b9b362a567c0afc83264a4704b99ae3bd8',100.0,1779033759.54017,1,'2026-06-03T21:31:07Z',NULL,NULL,NULL,'["Infrastructure", "Sysadmin", "Resources"]','["[DE FACTO STANDARD]"]','["docs/devops-tools.md", "docs/iac.md", "docs/monitoring.md"]','["devops-tools.md", "iac.md", "monitoring.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-03T21:31:07Z", "gh_stars": 34277, "gh_open_issues_30d": 67, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:25:47.608342+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/awesome-it/adeploy','awesome-it/adeploy','','2020',0,'An Ansible-based automation utility designed to orchestrate early-stage Kubernetes cluster deployments. Modern production operations have entirely transitioned to Kubernetes-native platforms (e.g., Kubeadm, Cluster API) and GitOps tooling (e.g., Argo CD).','Python','CLI / Script','Intermediate',0,'online','manual','73a59f2bcd53854998e44781b7181e97d3587dda6739ea22414a016470c72775',100.0,1.77903205728936409e+09,1,'2026-03-23T16:01:24Z',NULL,NULL,NULL,'["Operations", "GitOps & Delivery", "Deployment Automation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-03-23T16:01:24Z", "gh_stars": 14, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:25:48.332540+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/awesome-soft/awesome-devops','Awesome DevOps','','2026',2,'A multi-disciplinary tool index mapping platforms for provisioning, monitoring, security, container hosting, and deployment automation. Acts as a quick-lookup repository for constructing comprehensive DevOps toolchains.','Markdown','Awesome List','Intermediate',0,'online','manual','df038a8577496df46981aaba137c4729d4fc5c6a96ae3e93c4a617ce97612df7',100.0,1.77903040439438509e+09,1,'2025-06-05T06:21:48Z',NULL,NULL,NULL,'["Infrastructure & Operations", "DevOps & SRE Engineering", "General Tooling"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-06-05T06:21:48Z", "gh_stars": 518, "is_special": true, "gh_open_issues_30d": 16, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:25:49.066997+02:00"}');
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-INSERT INTO "resources" VALUES('https://github.com/aws/eks-charts','==github.com/aws/eks-charts== 🌟','','2026',5,'The official Helm chart repository maintained by Amazon Web Services to bootstrap essential cluster add-ons. It hosts deployment packages for core utilities like App Mesh Controller, AWS Load Balancer Controller, Node Termination Handler, and the VPC CNI plugin.','Smarty','Code Repository','Intermediate',0,'online','manual','3512a561b798a96282a8e9f78d9e69f8109d1b85d8dac2f5d0182c49b4622302',100.0,1.77903033582144498e+09,1,'2026-06-09T17:42:16Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Helm Repositories"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T17:42:16Z", "gh_stars": 1298}');
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-INSERT INTO "resources" VALUES('https://github.com/aws/karpenter-provider-aws','awslabs/karpenter','','2021',5,'Karpenter is an open-source, high-performance node provisioning operator built for Kubernetes. It bypasses traditional ASG-based scaling by launching right-sized EC2 instances directly in response to unschedulable pods, significantly reducing scheduling latency and resource waste.','Go','Operator','High',1,'online','manual','5efc45c20734350a0c65c8fc00f26170d524537559c5104c344a46a18a3b0ff5',100.0,1.77913049503374409e+09,1,'2026-06-12T17:11:07Z',NULL,NULL,NULL,'["Infrastructure", "Autoscaling", "Node Provisioning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:11:07Z", "gh_stars": 7654}');
-INSERT INTO "resources" VALUES('https://github.com/aws/secrets-store-csi-driver-provider-aws','aws/secrets-store-csi-driver-provider-aws: AWS Secrets Manager and Config'' Provider for Secret Store CSI Driver','','2026',4,'The official AWS Secrets Manager provider for the Secrets Store CSI Driver. Mounts secrets directly from AWS Secrets Manager into pods as transient virtual filesystems, keeping secrets out of both the etcd database and persistent storage nodes.','Go','Tool','Advanced',1,'online','manual','ed9caa75dfefdcd07ddcc0b0cc923b7ae888457ee6adf38b529837c4133f0249',100.0,1.77903394301673793e+09,1,'2026-06-11T16:13:51Z',NULL,NULL,NULL,'["Security", "Secrets Management", "CSI Driver Providers"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T16:13:51Z", "gh_stars": 587}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-auto-inventory','github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟','','2024',5,'An automated system designed to discover, track, and catalog AWS infrastructure assets across multiple regions and accounts. Leverages Serverless functions and AWS Config to maintain real-time compliance dashboards.','Python','Repository','Intermediate',0,'online','manual','d313f0e1c1d23aa70404f9af62b2948d85be04af17d3609ce1a0253fc928a08c',100.0,1779033655.90476,1,'2026-06-11T19:34:23Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Asset Management"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T19:34:23Z", "gh_stars": 254, "gh_open_issues_30d": 10, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:25:55.240073+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-cdk-for-k3scluster','github.com/aws-samples/cdk-k3s-cluster 🌟','','2023',2,'An AWS Cloud Development Kit (CDK) resource package that constructs complete K3s virtual machine clusters on EC2, offering a highly economical alternative to managed AWS EKS services.','TypeScript','IaC','Intermediate',0,'online','manual','c2b3307d5505a3dde5e67e92035a8d1a9872f9d58d9450854c4259e2e2a9a1cd',100.0,1.77903279044597697e+09,1,'2022-10-27T13:35:31Z',NULL,NULL,NULL,'["Edge & IoT", "Infrastructure as Code", "AWS CDK"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-10-27T13:35:31Z", "gh_stars": 61, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:25:56.017599+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-cdk-stack-builder-tool','==github.com/aws-samples/aws-cdk-stack-builder-tool==','','2024',5,'An AWS Samples tool configured to dynamically build and modularize AWS CDK stacks based on high-level configuration templates. It streamlines boilerplate IAC setup, allowing platform engineering teams to maintain clean, scalable multi-environment stacks. Ideal for bootstrapping large cloud applications adhering to AWS Well-Architected frameworks.','TypeScript','Repository','Intermediate',0,'online','manual','93a3ebf7ea5faff6c84b491c2841b309a61ceb63f65f710297d3782e44d4c829',100.0,1.77903348717263698e+09,1,'2024-08-01T15:35:30Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Infrastructure as Code"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2024-08-01T15:35:30Z", "gh_stars": 202, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:25:56.791064+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-customer-playbook-framework','github.com/aws-samples/aws-customer-playbook-framework 🌟','','2025',5,'A comprehensive operational framework that helps organizations define, structure, and automate IT playbooks and runbooks on AWS. Enhances incident response protocols and disaster recovery simulations.','TypeScript','Repository','Advanced',0,'online','manual','82978fb0b4badce58791e9b1211ffc292cb1b18641bd837172c86e076e686297',100.0,1.77903458264623308e+09,1,'2026-06-13T23:29:32Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Operational Excellence"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T23:29:32Z", "gh_stars": 661, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:25:57.570972+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-eks-accelerator-for-terraform','github.com/aws-samples/aws-eks-accelerator-for-terraform: AWS EKS Accelerator'' for Terraform 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b10114e005af34dd0a1b090b242ad5d0300ce15888760f434b4a9c9f669918da',100.0,1.77903102628632593e+09,0,'2026-05-17T17:17:06.286326+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://github.com/aws-ia/terraform-aws-eks-blueprints", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:25:58.215806+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-network-hub-for-terraform','==aws-samples/aws-network-hub-for-terraform: Network Hub Account with Terraform==','','2024',5,'Structured Terraform blueprints for provisioning centralized Transit Gateway or Cloud WAN hubs. Implements hub-and-spoke networking topology across multi-account enterprise structures safely.','HCL','Repository','Advanced',0,'online','manual','f90f133dc5fdb9937ae0040c9da9cfe80b3a117b17c361d19a75f217f09d5e2e',100.0,1.77903303084307193e+09,1,'2024-06-11T14:55:42Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "AWS Networking"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2024-06-11T14:55:42Z", "gh_stars": 103, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:25:59.003105+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-secrets-manager-hybrid-secret-replication-from-hashicorp-vault','github.com/aws-samples: How to set up continuous replication from your third-party'' secrets manager to AWS Secrets Manager','','2022',1,'An AWS-samples repository containing code to continuously replicate secret assets between external managers (such as HashiCorp Vault) and AWS Secrets Manager. Features serverless execution scripts to maintain secrets synchronization across hybrid-cloud infrastructures.','Python/Terraform','Code Repository','Advanced',1,'online','manual','e6966ffed386f7a22e26fdd7e5a35687d807fc1c6dda1c86f60058dd915c314a',100.0,1.779031064966434e+09,1,'2024-06-18T14:19:35Z',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Secrets Management"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2024-06-18T14:19:35Z", "gh_stars": 16, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:25:59.761705+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-training-demo','github.com/aws-samples/aws-training-demo','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e5f76d0406a15b046932dbd2d9018593d8479bc2555802fc14e9153e30744ddf',100.0,1.77903061147889304e+09,0,'2026-05-17T17:10:11.478893+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/amazon-archives/aws-training-demo", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:00.409362+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/aws-waf-ops-dashboards','github.com/aws-samples/aws-waf-ops-dashboards','','2023',5,'Contains CloudFormation templates and Athena query scripts to establish centralized dashboards for AWS Web Application Firewall (WAF) logs. Empowers security operations to detect anomalous traffic patterns.','Python','Repository','Intermediate',0,'online','manual','dcaf014a4d72a7da3894d5ce0acf5bc9846ef88858e8f35e4dc73bd084f64814',100.0,1.7790293700653851e+09,1,'2024-11-27T08:21:51Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Security & WAF"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2024-11-27T08:21:51Z", "gh_stars": 56, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:01.166772+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/hardeneks','==aws-samples/hardeneks==','','2023',3,'A command-line verification tool that systematically audits Amazon EKS clusters against established AWS operational and security best practices. Evaluates network security, IAM posture, pod disruption budgets, and admission control policies to generate a structured hardening roadmap.','Python','CLI Tool','Advanced',0,'online','manual','edc2459616595e86d5e6383d5f5a3787764cae0b6835ee512405c7a17634c4bd',100.0,1.77902934124474406e+09,1,'2026-05-26T00:27:14Z',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Security & Hardening", "Compliance Auditing"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2026-05-26T00:27:14Z", "gh_stars": 958, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:01.962742+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/kubernetes-log4j-cve-2021-44228-node-agent','github.com/aws-samples: Apache Log4j2 CVE-2021-44228 node agent','','2021',2,'An archival security daemonset developed by AWS to locate containers running vulnerable Log4j libraries in Kubernetes. While no longer actively maintained, the scanning patterns and daemon architecture provide a solid reference for building automated host security scanning tools.','Go','Tool','Advanced',1,'online','manual','22448286ac0f3eab391c744233094b8ae540668353a4f8af768a2d36c126e674',100.0,1.77903377345110297e+09,1,'2022-08-26T14:56:01Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4j Detection Agent"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-26T14:56:01Z", "gh_stars": 2, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:02.817726+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/resource-tagging-automation','github.com/aws-samples: Guide to Resource Tagging Automation','','2023',5,'Automated cloud governance solution leveraging AWS Lambda to automatically append standardized metadata tags onto AWS resources. Simplifies enterprise cost allocation and compliance enforcement operations.','Python','Repository','Intermediate',0,'online','manual','353e106235cad0b0eb9a3d84375d179ed0575446d2bb8833813930176db4411c',100.0,1.77902964124965906e+09,1,'2026-05-19T03:16:19Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Resource Tagging"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2026-05-19T03:16:19Z", "gh_stars": 55, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:03.624674+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/serverless-java-frameworks-samples','aws-samples/serverless-java-frameworks-samples: Lambda demo with common'' Java application frameworks 🌟','','2024',5,'Provides deep-dive comparison and code samples for building serverless workloads with Java on AWS Lambda. Evaluates cold-start strategies, optimization techniques, and framework comparisons like Spring Cloud Function, Micronaut, and Quarkus.','Java','Repository','Advanced',0,'online','manual','867180f2e91e7ff5a77f1975a4475a158eee7e6d192f07ef1fec431162932a46',100.0,1.77903306869805097e+09,1,'2024-01-10T14:16:26Z',NULL,NULL,NULL,'["Serverless Architectures", "AWS Lambda", "Java Performance"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2024-01-10T14:16:26Z", "gh_stars": 159, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:04.386876+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/service-catalog-engine-for-terraform-os','==github.com/aws-samples: AWS Service Catalog Engine for Terraform==','','2023',2,'AWS-maintained blueprint demonstrating integration between AWS Service Catalog and Terraform. Empowers centralized IT admins to declare pre-approved, compliant infrastructure configurations for user self-service provisioning.','HCL','Repository','Advanced',0,'online','manual','141ecec3f0fa591c8ce5cf754d915850551d85b3d2218af4ef16c82b25ff0ead',100.0,1.77903078011058592e+09,1,'2024-05-22T12:58:49Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking & Core"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-22T12:58:49Z", "gh_stars": 147, "gh_open_issues_30d": 31, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:05.178301+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/service-control-policy-examples','github.com/aws-samples: Service Control Policy examples','','2023',2,'A curated directory of structural AWS Service Control Policies (SCPs) utilized within AWS Organizations. It provides architectural JSON blocks to establish hard regional restrictions, enforce multi-factor authentication, restrict dangerous actions, and protect critical cloud monitoring tools.','JSON','Code Repository','Intermediate',0,'online','manual','ef3f0e023a64271f4be0f8d1359af9025a8e6cb503d00a91f8a3642438dab932',100.0,1.77903255256743788e+09,1,'2026-06-09T14:29:13Z',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2026-06-09T14:29:13Z", "gh_stars": 305, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:05.955985+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws-samples/visualize-iam-access-analyzer-policy-validation-findings','github.com/aws-samples: Visualize AWS IAM Access Analyzer Policy Validation'' Findings','','2021',5,'A reference implementation that automates the visualization of AWS IAM Access Analyzer validation findings. By routing findings through Amazon EventBridge, AWS Lambda, and QuickSight, it provides operations teams with a visual dashboard of policy syntax issues and non-compliant definitions across multiple accounts.','Python','Repository','Intermediate',0,'online','manual','f3fa9a4196c5cb6dc490af4524fd9c48039fe8b55ccc0ca58794beb6cb5b1a40',100.0,1.7790302359673841e+09,1,'2023-02-22T16:02:21Z',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Compliance & Monitoring"]','["[DE FACTO STANDARD]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2023-02-22T16:02:21Z", "gh_stars": 21, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:06.736784+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/aws-solutions/aws-waf-security-automations',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering github.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.7817358786484909e+09,0,'2026-05-19T17:17:13Z',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T17:17:13Z", "gh_stars": 922, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:08.250372+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws/amazon-ec2-metadata-mock','Amazon EC2 Metadata Mock','','2025',2,'Curator Insight presents this tool as a local mock for the Amazon EC2 Instance Metadata Service (IMDSv1/v2). Live Grounding confirms its high utility in local testing pipelines and CI/CD environments, allowing developers to simulate instance roles, security credentials, and spot interruption notices without provisioning real cloud resources.','Go','Tool','Intermediate',0,'online','manual','7170fe54585c143eba0319e7e780f6b9f481c4686eca4726f5bc412f81116a29',100.0,1779030719.03204,1,'2026-05-26T18:01:53Z',NULL,NULL,NULL,'["Testing & Chaos", "Local Emulation", "EC2 Metadata"]','["[COMMUNITY-TOOL]"]','["docs/aws-miscellaneous.md"]','["aws-miscellaneous.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-26T18:01:53Z", "gh_stars": 291, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:09.022561+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws/amazon-eks-pod-identity-webhook','azon EKS Pod Identity Webhook','','2026',5,'A mutating admission webhook that injects AWS IAM environmental variables and credentials into Kubernetes Pods. This enables IAM Roles for Service Accounts (IRSA), allowing pods to securely access external AWS API endpoints without relying on shared node-level roles.','Go','Code Repository','Advanced',0,'online','manual','900ea2479ec0af33543f0ce1d517d94c64ccea8bc87133846a70a8fe7bf276b2',100.0,1.77903432350648188e+09,1,'2026-06-08T23:20:14Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Compliance", "IAM"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T23:20:14Z", "gh_stars": 683, "gh_open_issues_30d": 106, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:09.761487+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws/aws-node-termination-handler','==aws/aws-node-termination-handler== 🌟','','2026',5,'High-efficiency agent ensuring EKS pod rescheduling during abrupt EC2 instance maintenance events, Spot interruptions, or ASG rebalance recommendations. Gracefully drains affected nodes, maintaining overall cluster operational reliability.','Go','Code Repository','Advanced',0,'online','manual','01103f43679fee0307728fb10caa4ad677035880b1cbddf33ba5e7986e7ff699',100.0,1.77903257920542693e+09,1,'2026-06-10T18:00:49Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Spot Instances"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T18:00:49Z", "gh_stars": 1757, "gh_open_issues_30d": 14, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:10.556194+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws/containers-roadmap','aws/containers-roadmap: AWS Containers Roadmap','','2026',5,'The open-source public roadmap for AWS container services (ECS, EKS, ECR). It bridges developer requirements with core AWS engineering teams, offering a transparent ledger of feature designs, active developments, and historical releases.','Markdown','Repository','Intermediate',0,'online','manual','a651d1bd73fd7a541f169ac4c3c373abe2c1fcb7b07c5ef981f09037ca9c4b64',100.0,1.77903145601978588e+09,1,'2025-03-25T18:13:16Z',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Containers"]','["[DE FACTO STANDARD]"]','["docs/aws.md"]','["aws.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-03-25T18:13:16Z", "gh_stars": 5350, "gh_open_issues_30d": 1586, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:11.294396+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws/eks-anywhere','EKS Anywhere: github.com/aws/eks-anywhere','','2023',4,'Official hybrid-cloud open-source distribution bringing EKS lifecycle tooling, operational practices, and configurations directly into bare-metal, vSphere, or Nutanix environments. Maintains uniform operational patterns across hybrid infrastructures.','Go','Deployment Tool','Advanced',0,'online','manual','0e4a9995f346ee09cf6603d3aa9b5c28db4498c13f6478636e9bc47573ec4444',100.0,1779030558.991,1,'2026-06-12T21:57:52Z',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Hybrid Cloud", "On-Premises EKS"]','["[ENTERPRISE-STABLE]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T21:57:52Z", "gh_stars": 2096, "gh_open_issues_30d": 623, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:12.112550+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws/eks-charts','==github.com/aws/eks-charts== 🌟','','2026',5,'The official Helm chart repository maintained by Amazon Web Services to bootstrap essential cluster add-ons. It hosts deployment packages for core utilities like App Mesh Controller, AWS Load Balancer Controller, Node Termination Handler, and the VPC CNI plugin.','Smarty','Code Repository','Intermediate',0,'online','manual','3512a561b798a96282a8e9f78d9e69f8109d1b85d8dac2f5d0182c49b4622302',100.0,1.77903033582144498e+09,1,'2026-06-09T17:42:16Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Helm Repositories"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T17:42:16Z", "gh_stars": 1298, "gh_open_issues_30d": 221, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:12.922153+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws/eks-distro','==aws/eks-distro==','','2023',3,'An open-source release containing the exact upstream Kubernetes components, security backports, and upstream patches used by Amazon EKS. Empowers platform developers to run highly synchronized non-AWS clusters.','Go','Software Distribution','Advanced',0,'online','manual','1d4ed3479bda4d77f443bde81755492b1a8fef12a2b80ae8efceaa16c44195a0',100.0,1.77903142616197204e+09,1,'2026-06-12T15:28:20Z',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Kubernetes Distributions", "Base Build"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:28:20Z", "gh_stars": 1458, "gh_open_issues_30d": 46, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:13.679891+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws/karpenter-provider-aws','awslabs/karpenter','','2021',5,'Karpenter is an open-source, high-performance node provisioning operator built for Kubernetes. It bypasses traditional ASG-based scaling by launching right-sized EC2 instances directly in response to unschedulable pods, significantly reducing scheduling latency and resource waste.','Go','Operator','High',1,'online','manual','5efc45c20734350a0c65c8fc00f26170d524537559c5104c344a46a18a3b0ff5',100.0,1.77913049503374409e+09,1,'2026-06-12T17:11:07Z',NULL,NULL,NULL,'["Infrastructure", "Autoscaling", "Node Provisioning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:11:07Z", "gh_stars": 7654, "gh_open_issues_30d": 496, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:14.385821+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/aws/secrets-store-csi-driver-provider-aws','aws/secrets-store-csi-driver-provider-aws: AWS Secrets Manager and Config'' Provider for Secret Store CSI Driver','','2026',4,'The official AWS Secrets Manager provider for the Secrets Store CSI Driver. Mounts secrets directly from AWS Secrets Manager into pods as transient virtual filesystems, keeping secrets out of both the etcd database and persistent storage nodes.','Go','Tool','Advanced',1,'online','manual','ed9caa75dfefdcd07ddcc0b0cc923b7ae888457ee6adf38b529837c4133f0249',100.0,1.77903394301673793e+09,1,'2026-06-11T16:13:51Z',NULL,NULL,NULL,'["Security", "Secrets Management", "CSI Driver Providers"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T16:13:51Z", "gh_stars": 587, "gh_open_issues_30d": 44, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:15.168554+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/awslabs','AWS Labs GitHub','','2026',0,'The central AWS Labs GitHub organization housing hundreds of active experimental projects, tooling integrations, and reference CDK blueprints. Live Grounding highlights this hub as a critical launchpad for emerging patterns in infrastructure-as-code and cloud automation. It provides platform engineering teams with robust, peer-reviewed building blocks for accelerated architecture design.','N/A','Platform','Advanced',0,'online','manual','77eceb187995b0fae21705b9b2adf06e9327ec39af9c878323df2a9abf2fb65e',100.0,1.77902916922587704e+09,1,'2026-05-17T16:46:09.225877+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Reference Architectures"]','["[EMERGING]"]','["docs/aws-architecture.md", "docs/aws-tools-scripts.md", "docs/aws.md"]','["aws-architecture.md", "aws-tools-scripts.md", "aws.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
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-INSERT INTO "resources" VALUES('https://github.com/awslabs/amazon-eks-ami/issues/183','ref1: docker build --network=host','','2018',4,'A long-standing GitHub issue discussing Docker build networking constraints, specifically regarding the utilization of host-networking. Valuable for troubleshooting build-time network discovery and enterprise proxy traversal.','English','Repository','Intermediate',0,'online','manual','3efb5a631c9ef42d3718b7947268b418aa37ae03667c290e8272049c88c56339',100.0,1.77903019728398704e+09,1,'2026-06-12T01:26:31Z',NULL,NULL,NULL,'["CI-CD", "Containerization", "Networking"]','["[ENTERPRISE-STABLE]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2026-06-12T01:26:31Z", "gh_stars": 2651}');
-INSERT INTO "resources" VALUES('https://github.com/awslabs/amazon-s3-tar-tool','github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool','','2025',5,'An AWS Labs utility designed to parallelize the creation of TAR archives directly from S3 bucket structures. It prevents the network egress bottle-necks associated with downloading S3 objects locally before compression. Extremely valuable for big data analytics architectures and data lifecycle archival procedures.','Java','Repository','Advanced',0,'online','manual','2a13e2400114619f000a6378403d1e6537ba17a05b54e1aba3d239eb2dbfa011',100.0,1.77903439227713608e+09,1,'2026-04-08T02:24:52Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Storage Management"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-08T02:24:52Z", "gh_stars": 233}');
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-INSERT INTO "resources" VALUES('https://github.com/awslabs/aws-cloudsaga','==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==','','2025',5,'AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detection mechanisms, alert pipelines, and incident response procedures. Essential for continuous red-teaming exercises and maintaining robust cloud posture management.','Go','Repository','Advanced',0,'online','manual','72b2d374572c51c3b212c0901e24f9e113bba18f791604eb743c29512ba40d18',100.0,1779031564.70116,1,'2026-06-13T23:25:47Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security Simulation"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T23:25:47Z", "gh_stars": 477}');
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-INSERT INTO "resources" VALUES('https://github.com/azsk/DevOpsKit','Secure DevOps Kit for Azure','','2024',3,'The Secure DevOps Kit for Azure (AzSK) provides scanning scripts, CI/CD extensions, and compliance templates for secure-by-default cloud engineering. Live Grounding: As of recent cycles, AzSK has transitioned to a legacy state with Microsoft recommending native Azure Policy and Microsoft Defender for Cloud. It remains a valuable historical reference for building automated security controls directly into enterprise deployment workflows.','PowerShell','Software Toolkit','Advanced',0,'online','manual','b9783691731becff9ab8cc1bcd7a74dc41860191a4800d478e3ab5b7f50a0d8d',100.0,1.77903375804945397e+09,1,'2024-05-07T12:50:16Z',NULL,NULL,NULL,'["DevSecOps & Platform Engineering", "Infrastructure Security", "AzSK Toolkit"]','["[LEGACY]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-07T12:50:16Z", "gh_stars": 222}');
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+INSERT INTO "resources" VALUES('https://github.com/awslabs/amazon-ecr-credential-helper','awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper','','2025',4,'A Docker credential helper that handles seamless, transparent IAM-based authentication for Amazon ECR. By removing the need to run periodic ''aws ecr get-login-password'' cron jobs, it enhances runtime security by integrating directly with standard IAM Instance Profiles and local AWS config files.','Go','Tool','Intermediate',1,'online','manual','6485c879c08e0048456259670896b18bcea1520aad1490fd027b541df0bf53cf',100.0,1.77903413957494211e+09,1,'2026-06-09T16:44:24Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security Practices"]','["[ENTERPRISE-STABLE]"]','["docs/aws-containers.md"]','["aws-containers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T16:44:24Z", "gh_stars": 2703, "gh_open_issues_30d": 87, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:15.885604+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/awslabs/amazon-eks-ami/issues/183','ref1: docker build --network=host','','2018',4,'A long-standing GitHub issue discussing Docker build networking constraints, specifically regarding the utilization of host-networking. Valuable for troubleshooting build-time network discovery and enterprise proxy traversal.','English','Repository','Intermediate',0,'online','manual','3efb5a631c9ef42d3718b7947268b418aa37ae03667c290e8272049c88c56339',100.0,1.77903019728398704e+09,1,'2026-06-12T01:26:31Z',NULL,NULL,NULL,'["CI-CD", "Containerization", "Networking"]','["[ENTERPRISE-STABLE]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2026-06-12T01:26:31Z", "gh_stars": 2651, "gh_open_issues_30d": 63, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:16.598170+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/awslabs/specctl','github.com/awslabs/specctl','','2023',5,'A specialized security tool developed by AWS Labs to parse, extract, and map standard Kubernetes manifest objects or ECS task definitions directly into AWS infrastructure controls. Analyzes security and network isolation requirements.','Go','Tool','Advanced',0,'online','manual','1bc5beb53afb89e68bcccf04c3c60985b6d289e14aa4593a45cf691c1a42da52',100.0,1.77903430692835211e+09,1,'2023-11-10T17:14:34Z',NULL,NULL,NULL,'["Security & Governance", "Kubernetes Compliance", "Infrastructure Translation"]','["[DE FACTO STANDARD]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-11-10T17:14:34Z", "gh_stars": 258, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:25.548917+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/azure-devops','github.com/azure-devops','','2026',0,'The main developer repository portal for Azure DevOps, cataloging extensions, migration tooling, and programmatic APIs required to integrate enterprise workflows with git-based operations.','None','Repository','Intermediate',0,'duplicate','manual','ae1c2217d251681e10403761be33aea790e916a8ffe27adf745ccde179788b28',100.0,1.77902925213479304e+09,1,'2026-05-17T16:47:32.134793+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Platform Integration"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/Azure/apiops"}');
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-INSERT INTO "resources" VALUES('https://github.com/azure/mission-critical-online','github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical'' Online Reference Implementation','','2026',5,'An industry-grade reference template demonstrating design strategies for mission-critical cloud applications on Azure. Implements active-active patterns, automated failover, and zero-downtime updates.','Bicep','Repository','Advanced',1,'online','manual','abd53ddd93a178e6126ca682e7336d02bbc0908b6b83723503709b118ed243dc',100.0,1779033501.00063,1,'2025-01-14T14:51:10Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Azure", "High Availability Architectures"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-01-14T14:51:10Z", "gh_stars": 401}');
-INSERT INTO "resources" VALUES('https://github.com/backstage/backstage','github.com/backstage/backstage','','2026',5,'Backstage is an open-source framework created by Spotify for building customizable internal developer portals. It consolidates service catalogs, software templates, technical documentation, and observability plug-ins into a unified microservices-based control plane, radically reducing cognitive load.','TypeScript','Open Source Project','Advanced',1,'online','manual','f71598769ac3edd3c1ebd7b5bc5df4b8408e4ead63cbecea736f1de1182272bf',100.0,1.77903138560826396e+09,1,'2026-06-13T23:59:39Z',NULL,NULL,NULL,'["Platform Engineering", "IDP Tooling", "Developer Portals"]','["[DE FACTO STANDARD]"]','["docs/devops.md"]','["devops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T23:59:39Z", "gh_stars": 33600}');
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-INSERT INTO "resources" VALUES('https://github.com/banzaicloud/kafka-operator','Banzai Kafka Operator','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ea86f213227b0ac761ebd947b56dd615515e6061bbfe225846dc1b0b7d55ac79',100.0,1.77903238887049508e+09,0,'2026-05-17T17:39:48.870495+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://github.com/banzaicloud/koperator"}');
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-INSERT INTO "resources" VALUES('https://github.com/bee-travels/openapi-comment-parser','openapi-comment-parser','','2021',3,'A Node.js CLI tool and library that extracts JSDoc-style comments from source code files to generate valid OpenAPI (Swagger) specifications automatically, streamlining API contract maintenance during local development.','JavaScript','Tool','Intermediate',0,'online','manual','8d1464d334295697793b039a4e2b455df6768ddbc8c960dfda7e341ff0912c54',100.0,1.77903164815765595e+09,1,'2023-01-07T18:19:12Z',NULL,NULL,NULL,'["API Management", "API Documentation", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-01-07T18:19:12Z", "gh_stars": 256}');
-INSERT INTO "resources" VALUES('https://github.com/benc-uk/kubeview','KubeView 🌟','','2024',3,'A web-based, real-time visualization tool that renders Kubernetes API objects (Pods, Deployments, Services, Ingresses) and their relationships as a structured graphical map. It assists developers and administrators in diagnosing network routing and mapping configurations. In 2026, it is highly appreciated as a lightweight alternative to heavier cluster dashboards.','Go','Web Application','Medium',1,'online','manual','2611a5a8c8fd23c3f7733eb5190b56b0ae6a3e4d45fdcdf6762fefff4846d545',100.0,1.77902961363405799e+09,1,'2026-04-02T12:56:10Z',NULL,NULL,NULL,'["Operations", "Observability", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-02T12:56:10Z", "gh_stars": 1201}');
-INSERT INTO "resources" VALUES('https://github.com/binhnguyennus/awesome-scalability','Awesome Scalability','','2023',5,'A legendary repository outlining the structural design patterns for massive, highly available backend systems. Covering microservices coordination, message brokers, caching schemas, and consensus databases, this represents the gold standard for backend systems architects.','Markdown','Awesome List','Advanced',1,'online','manual','d30178979d8ff158c75f71a54cc4423ffc9d6a06ad35eae9fb6b5ca1813913d2',100.0,1.7790341166719079e+09,1,'2026-01-04T03:51:47Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Scalability"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-04T03:51:47Z", "gh_stars": 71720, "is_special": true}');
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-INSERT INTO "resources" VALUES('https://github.com/biosimulations/deployment','biosimulations/deployment','','2021',1,'A customized deployment framework tailored for specialized scientific computing operations and simulation workloads. It displays production architectures orchestrating complex computations, file systems, and databases on Kubernetes cluster topologies.','Helm','Deployment Configuration','Advanced',0,'online','manual','fa5a8e09045193aa8dcccdc5df9a0b16bb458338531eb5eaf3481c97d5190a86',100.0,1.77903142948325896e+09,1,'2026-06-02T17:56:29Z',NULL,NULL,NULL,'["Specialized Workloads", "Scientific Computing", "Simulation Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T17:56:29Z", "gh_stars": 3}');
-INSERT INTO "resources" VALUES('https://github.com/bit-cloner/ecrcp','ecrcp','','2020',0,'A lightweight utility designed to copy Docker images directly between different Amazon ECR registries without requiring local download-and-reupload bandwidth. Useful for cross-account deployments and regional migration tasks in complex enterprise AWS landing zones.','Go','Tool','Intermediate',0,'online','manual','7e2b0d2b0ff78890b32eab285b671fa3ba55196ec1919a0385b17e36a8784944',100.0,1.78173587618487596e+09,1,'2026-06-18T00:37:56.184876+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Registries"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "aws-containers.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/bit-cloner/kcg','kcg 🌟','','2021',1,'Kubernetes Context Generator (kcg) is a simple utility built to simplify generating custom kubeconfig profiles across multiple distinct environments. It remains a minor community project overshadowed by enterprise dynamic loaders.','Go','CLI Tool','Simple',0,'online','manual','5b3f063a63c487a1455c56e4d74e4214f90f370d82129b35e550a4ee325eabd6',100.0,1.77903201751916599e+09,1,'2021-04-29T17:01:09Z',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Context Switching"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-04-29T17:01:09Z", "gh_stars": 19}');
-INSERT INTO "resources" VALUES('https://github.com/bit-cloner/poke','POKE - Provision Opinionated Kubernetes on EKS','','2018',0,'Opinionated CLI provisioning script wrapper for configuring standardized Amazon EKS instances. This project has been classified as legacy due to extensive inactivity; modern teams should leverage Terraform or EKS Blueprints instead.','Go','Tool','Intermediate',0,'online','manual','N/A',100.0,1.78173606840856099e+09,1,'2026-06-18T00:41:08.408561+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Cluster Provisioning"]','["[LEGACY]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
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-INSERT INTO "resources" VALUES('https://github.com/bloomberg/goldpinger','bloomberg/goldpinger 🌟','','2017',4,'An advanced connectivity troubleshooting tool that deploys as a cluster-wide DaemonSet to ping target peers. It generates visual mesh graphics depicting latency patterns, transport failures, and network partition faults.','Go','Kubernetes DaemonSet','Intermediate',1,'online','manual','5a906ec37741f8a82781e9e2c6196860fcb8b11251866231046ab986fc61ee7c',100.0,1.77903347981929802e+09,1,'2026-04-23T15:38:04Z',NULL,NULL,NULL,'["Observability & Performance", "Network Monitoring", "Mesh Connectivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-23T15:38:04Z", "gh_stars": 2707}');
-INSERT INTO "resources" VALUES('https://github.com/bloomberg/memray','github.com/bloomberg/memray 🌟🌟','','2025',5,'Curator Insight details Memray as Bloomberg''s advanced memory tracker for Python applications. Live Grounding confirms its preeminent role in tracking allocations inside complex microservice systems, excelling in profiling C/C++ extension boundaries where standard tools fall short.','Python / C++','Library / CLI','Advanced',1,'online','manual','9be53de03b150e560c31ef702fbf954ed599304266538a270b551a89cac52663',100.0,1.77903371626742911e+09,1,'2026-06-12T00:32:27Z',NULL,NULL,NULL,'["Software Engineering", "Python", "Memory Profiling"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T00:32:27Z", "gh_stars": 15115}');
-INSERT INTO "resources" VALUES('https://github.com/bluefrg/bitbucket-auto-merge','BitBucket Auto Merge','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2536b6d8b2279bd5db3fd12b921818904b1e4467b3feddc8d7fcc2bafa1693f9',100.0,1.77903140185519289e+09,0,'2026-05-17T17:23:21.855193+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/mikefrank-ca/bitbucket-auto-merge"}');
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-INSERT INTO "resources" VALUES('https://github.com/bmuschko/ckad-prep','bmuschko/ckad-prep','','2021',5,'An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex concepts like readiness/liveness probes, service definition, and rolling updates into easy-to-digest exercises.','YAML','Reference','Intermediate',0,'online','manual','a15629426df06a5e46361d07a2d7f517676aded3640b46ec2478916bfb3b7d7a',100.0,1.78173622166995501e+09,1,'2026-06-18T00:43:41.669955+02:00',NULL,NULL,NULL,'["Training", "Certification", "CKAD"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/bodywork-ml/bodywork-core','bodywork-ml/bodywork-core: Bodywork','','2022',2,'Bodywork acts as a pipeline orchestrator and deployment tool focused on shipping machine learning systems directly into Kubernetes. While currently seeing low developer activity, it remains a valuable conceptual blueprint for running serverless, stateful, and batch-oriented ML pipelines.','Python','Repository','Intermediate',1,'online','manual','b5aea08cb00293bda96f65851a9a2191c197bdc9e4ef09bee42e3ce3d88ad27c',100.0,1.77903086208310794e+09,1,'2023-08-18T06:42:48Z',NULL,NULL,NULL,'["MLOps", "Deployment", "Kubernetes Orchestration"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2023-08-18T06:42:48Z", "gh_stars": 436}');
-INSERT INTO "resources" VALUES('https://github.com/boltops-tools/kubes','kubes 🌟','','2023',2,'Kubes is a deployment framework that enables developers to build, prune, and deploy Docker images and Kubernetes manifests using clean, programmable configurations. It combines compilation and deployment phases into a unified workflow.','Ruby','CLI Tool','Intermediate',0,'online','manual','52c8136ce905cca1e7d8ac95bd4c0bb87c81ae772e3ebb054d4af61ff4445a7b',100.0,1.7790329228349049e+09,1,'2025-04-24T01:47:46Z',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Frameworks", "Declarative Config"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-24T01:47:46Z", "gh_stars": 102}');
-INSERT INTO "resources" VALUES('https://github.com/borchero/meerkat','Meerkat','','2023',5,'A dynamic networking operator designed to update and map external DNS routes. It reads internal networking resource allocations to dynamically register up-to-date hostname directories.','Go','Operator','Medium',0,'online','manual','da6037ae1fc02f0d734024ace407f92ad38ab9bb7c01686b260d10d32e54a420',100.0,1.77903055904853796e+09,1,'2020-12-31T13:19:58Z',NULL,NULL,NULL,'["Networking", "DNS", "Service Discovery", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-12-31T13:19:58Z", "gh_stars": 38}');
-INSERT INTO "resources" VALUES('https://github.com/borchero/switchboard','borchero/switchboard: Switchboard','','2024',5,'Switchboard functions as a Kubernetes-native dynamic router and DNS management hub. It coordinates with global DNS service APIs to orchestrate routing policies, mapping live cluster ingress nodes automatically to external domain registrations.','Go','Repository','Intermediate',0,'online','manual','39bbd3ced60c70fc8cf5abb1d81edbc2300273c700e94076b63b58310ab7b47f',100.0,1.77902982123730707e+09,1,'2026-06-11T14:45:12Z',NULL,NULL,NULL,'["Networking", "DNS & Ingress", "Routing Controllers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T14:45:12Z", "gh_stars": 163}');
-INSERT INTO "resources" VALUES('https://github.com/bors-ng/bors-ng','Bors-ng: A merge bot for GitHub Pull Requests','','2026',4,'An Elixir-based implementation of the Bors merge coordinator. Uses a highly parallelized merge queue to batch, build, and test PR combinations, keeping the master branch strictly green. Live grounding notes that although currently archived, it remains a landmark model for merge queues.','Elixir','Tool','Advanced',1,'online','manual','48e086288c13aad192af64884162e420699e25d3b1cc8799cc1fd6a7b757a1f4',100.0,1.77903333942218589e+09,1,'2024-04-04T12:24:44Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-04T12:24:44Z", "gh_stars": 1531}');
-INSERT INTO "resources" VALUES('https://github.com/boto/boto','Boto','','2018',4,'Curator Insight introduces the early Boto library for AWS programmatic scripting. Live Grounding confirms the library is fully deprecated and obsolete, replaced completely by Boto3; developers must prioritize migration to eliminate compatibility issues with modern AWS endpoints.','Python','Library','Intermediate',0,'online','manual','cd49b06eb73f2532fc7eaa4832fa7c174c39ae36458bb191e5e06e18e6aa3f92',100.0,1.77903382801839303e+09,1,'2024-01-12T23:46:55Z',NULL,NULL,NULL,'["Infrastructure", "AWS SDK", "Legacy Library"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-01-12T23:46:55Z", "gh_stars": 6431}');
-INSERT INTO "resources" VALUES('https://github.com/box/kube-exec-controller','box/kube-exec-controller','','2018',5,'Curator Insight: Controller to restrict and audit shell execution inside Kubernetes pods. Live Grounding: Inactive for over five years. Superseded by newer ephemeral container mechanics, admission controllers (OPA/Kyverno), and modern service mesh execution boundaries.','Go','Code Repository','Advanced',0,'online','manual','ba337139c4a519fc7bbfdfbad8a550898ae48d5fe9f6d34e00f111de9566c220',100.0,1.77903114144634294e+09,1,'2021-12-02T07:48:57Z',NULL,NULL,NULL,'["Security", "Policy & Admission Control", "Runtime Security", "Legacy Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-12-02T07:48:57Z", "gh_stars": 126}');
-INSERT INTO "resources" VALUES('https://github.com/box/kube-iptables-tailer','github.com/box/kube-iptables-tailer','','2026',3,'Kube-iptables-tailer is a specialized controller that parses system-level kernel iptables packet drop logs and maps them directly to active Kubernetes Pods. By resolving low-level packet drops to recognizable workload names, it simplifies network policy auditing and connectivity troubleshooting. This utility is ideal for platform teams managing strict, multi-layer networking environments.','Go','Network Controller','Advanced',0,'online','manual','c354ad86a39a806991da9793087a82af802fc0958dab8bdaccc520690099c0c0',100.0,1779031808.40008,1,'2024-08-12T08:40:33Z',NULL,NULL,NULL,'["Networking", "iptables Analysis", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-12T08:40:33Z", "gh_stars": 549}');
-INSERT INTO "resources" VALUES('https://github.com/bpftrace/bpftrace','bpftrace','','2018',5,'A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze latency. Live Grounding shows that bpftrace is a core diagnostic pillar in production engineering.','C++','Tool','Advanced',0,'online','manual','37f422e9795c080231318d3d71659a3fbac0d01be532fe49ebe9bf563141ef75',100.0,1.77913049494506096e+09,1,'2026-06-13T15:56:16Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Observability", "Kernel Tracing"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T15:56:16Z", "gh_stars": 10160}');
-INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-exercises','bregman-arie/devops-exercises 🌟','','2026',5,'A massive curated repository containing thousands of questions, answers, and hands-on exercises covering Linux, Jenkins, Docker, Kubernetes, Ansible, Terraform, AWS, and system design. (Live Grounding: With over 82k stars, it stands in 2026 as the preeminent resource for preparing systems engineers and validating platform architecture skills).','Python/YAML','Reference Guide','Intermediate',1,'online','manual','74f02f679be571f5cbde19766052dcc39fdac290a01354dc045033912e6304c1',100.0,1.77903210442080307e+09,1,'2025-12-27T14:22:30Z',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Interview Preparation", "Reference Guides"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/demos.md", "docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md", "demos.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-12-27T14:22:30Z", "gh_stars": 82758, "is_special": true}');
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-INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/AirIAM','bridgecrewio/AirIAM','','2023',2,'AirIAM bridges the gap between manual runtime configuration and declarative postures by parsing active AWS IAM deployments and converting them to structured Terraform modules. It leverages analytics to isolate unused roles and design clean, least-privilege configurations. Platform engineers utilize it to refactor legacy brownfield permissions into audited GitOps structures.','Python','CLI Tool','Advanced',0,'online','manual','09ac371fb9ddc2a4b26fbab44ac8cee1b1d19e6581f91e3655a4ee002aea67b4',100.0,1779029341.51882,1,'2025-03-18T19:37:06Z',NULL,NULL,NULL,'["Infrastructure as Code", "Cloud Security", "IAM Translation"]','["[LEGACY]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-18T19:37:06Z", "gh_stars": 824}');
-INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/checkov','Checkov 🌟','','2026',5,'Checkov is a static code analysis tool for Infrastructure as Code (IaC) that scans Kubernetes manifests, Helm charts, Terraform, and cloud-provider templates for misconfigurations and security risks, acting as a critical CI/CD gatekeeper.','Python','Security Scanner','Intermediate',0,'online','manual','98f69842258ecb7f450daae2e657279f373b3e71ba9dbd34c8a40e24dcdd02df',100.0,1.77903217795133209e+09,1,'2026-06-11T23:29:10Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Static Code Analysis"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:29:10Z", "gh_stars": 8790}');
-INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/helm-scanner','helm-scanner','','2023',0,'A lightweight template vulnerability scanner that evaluates Helm manifests for potential security drift, secrets leaks, and misconfigurations prior to deployment. Often integrated early in pipeline testing stages.','Go','CLI Tool','Intermediate',0,'online','manual','e886ce99a0b1d192eacdce6179a4ba3c5be951efe0cab97126043fb783af6220',100.0,1.78173596099319291e+09,1,'2026-06-18T00:39:20.993193+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Security & Auditing"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/bryanl/sheaf','sheaf','','2021',5,'A packaging utility designed to compile Kubernetes application manifests and associated container image layers into standalone relocatable archives. Crucial for provisioning air-gapped systems or on-prem environments. The project is archived, with users directed to standard solutions like Carvel or Helm.','Go','Tool','Medium',0,'online','manual','f4297ddb49eb511e4a452c5b03a9cb0d21652bf0840a5e689d129dcd030cf413',100.0,1.77903095497125911e+09,1,'2020-07-17T14:43:40Z',NULL,NULL,NULL,'["Application Delivery", "Packaging", "Air-gapped Deployment"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-07-17T14:43:40Z", "gh_stars": 30}');
-INSERT INTO "resources" VALUES('https://github.com/buger/jsonparser','buger/jsonparser','','2025',5,'An ultra-performant, zero-allocation Go JSON parser that bypasses reflection and standard serialization libraries. Reaches nested values directly from byte slices, outperforming standard library structures by up to 10x in high-throughput data pipelines.','Go','Library','High',0,'online','manual','2244dce6b7f1cfbc9b2734caf6103dc227e547204b25653449b2e67beeb4102a',100.0,1.77902924330012393e+09,1,'2026-05-03T11:10:14Z',NULL,NULL,NULL,'["Data Architecture", "JSON & YAML Serialization", "Performance & Parsing"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-03T11:10:14Z", "gh_stars": 5629, "is_special": true}');
-INSERT INTO "resources" VALUES('https://github.com/burrsutter/9stepsawesome','github: burrsutter/9stepsawesome','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2dda5a7dbd683b5f7987a254ac47d2b08755f0af73d93fcdb0c36f10ad6f571d',100.0,1.77903279351400399e+09,1,'2026-05-17T17:46:33.514004+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://github.com/bytebase/bytebase','bytebase/bytebase','','2021',5,'Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized security compliance policies to govern multi-engine environments.','Go','Software','Advanced',1,'online','manual','dac4c79ad7a36b978bd40c9488b8c26ac8289977234555e87c7d984d001cc0e1',100.0,1.77903198337984299e+09,1,'2026-06-12T07:19:02Z',NULL,NULL,NULL,'["Database Architecture", "Database GitOps", "Schema Management"]','["[DE FACTO STANDARD]"]','["docs/liquibase.md"]','["liquibase.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T07:19:02Z", "gh_stars": 14143}');
-INSERT INTO "resources" VALUES('https://github.com/c0dyhi11/k3s-linkerd','Global K3s Deployment on Packet Baremetal 🌟','','2020',0,'A global multi-region deployment playbook demonstrating K3s cluster instantiation across Packet Baremetal infrastructure, coupled with the Linkerd service mesh. Optimizes edge routing latency and inter-node networking security.','Shell','Repository','Advanced',0,'online','manual','01640813ce20a74bfa917c6f312443d87d58ecca493ab67478623e7f79309bbc',100.0,1.77903456060387611e+09,1,'2020-04-12T04:12:17Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Bare Metal & Multi-Cloud", "Kubernetes Distributions"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-04-12T04:12:17Z", "gh_stars": 9}');
-INSERT INTO "resources" VALUES('https://github.com/cakehappens/seaworthy','seaworthy: A CLI to verify #Kubernetes resource health !! 🌟','','2021',1,'A testing-focused CLI utility used to run health checks and smoke tests against newly deployed Kubernetes resources. It validates endpoints, ingress routing, and pod states match expected operating metrics before promoting releases.','Go','CLI Verification Tool','Simple',0,'online','manual','13613895efb1f252ebf742e03ce27c20811105d3ab39cd0b5f0332e030409444',100.0,1.77903114311227297e+09,1,'2020-08-10T01:10:04Z',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Health Checks"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-08-10T01:10:04Z", "gh_stars": 39}');
-INSERT INTO "resources" VALUES('https://github.com/caldito/soup','caldito/soup','','2021',1,'Soup is a small open-source CLI tool designed to extract, analyze, and report on the container image tags actively running across a Kubernetes cluster. It aids operations teams in identifying legacy or unpinned image tags, although modern comprehensive policy engines like Kyverno have largely subsumed its utility.','Go','CLI Tool','Medium',0,'online','manual','3ae1c1f73278dacc640a6963eaddb565d6ae116f3322ba070c03c08347d75fe1',100.0,1.77903057309451293e+09,1,'2022-04-19T16:53:22Z',NULL,NULL,NULL,'["Operations", "Security", "Image Scanning"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-04-19T16:53:22Z", "gh_stars": 40}');
-INSERT INTO "resources" VALUES('https://github.com/calvin-puram/awesome-kubernetes-operator-resources','github.com/calvin-puram: Awesome Kubernetes Operator Resources','','2023',5,'A specialized guide indexing SDKs, patterns, and source repositories for writing Kubernetes Operators. It provides concrete references on the Operator SDK, Kubebuilder framework, and controller-runtime systems, allowing platform developers to build automated, stateful management controllers.','Markdown','Awesome List','Advanced',1,'online','manual','713b023d78076df0736c083ea7910ceaa405c6373f07b36e45f409fc7aae2b36',100.0,1.77903331400957298e+09,1,'2026-04-25T08:57:34Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Operators"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-04-25T08:57:34Z", "gh_stars": 245, "is_special": true}');
-INSERT INTO "resources" VALUES('https://github.com/carlosedp/cluster-monitoring','Cluster Monitoring stack for ARM / X86-64 platforms','','2025',5,'A specialized telemetry suite crafted for physical, edge, and multi-architecture Kubernetes clusters running on ARM or x86 systems. Extends modern operators to resource-constrained environments.','Jsonnet','Repository','Advanced',1,'online','manual','a3d3a6a736de50fc3b1505948aadfbaea2fb00071f2911992a29bf71cf186969',100.0,1.77903295041548299e+09,1,'2025-08-22T22:59:09Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Kubernetes", "Multi-Arch Telemetry"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/prometheus.md"]','["kubernetes-tools.md", "prometheus.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-08-22T22:59:09Z", "gh_stars": 754}');
-INSERT INTO "resources" VALUES('https://github.com/carlosedp/lbconfig-operator','github.com/carlosedp/lbconfig-operator: External Load Balancer Operator'' 🌟','','2023',1,'Operator that dynamically provisions and configures external hardware/software load balancers (such as F5 BIG-IP or HAProxy) based on Kubernetes ingress or service resource updates.','Go','Repository','Advanced',0,'online','manual','0cb420e6987d09ec35c12f2e9945f9ff24a337a8f85a78f5f8277b71b8086b83',100.0,1.77902956995955204e+09,1,'2026-03-01T22:30:31Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-01T22:30:31Z", "gh_stars": 63}');
-INSERT INTO "resources" VALUES('https://github.com/carlosonunez/k8s-harness','k8s-harness 🌟','','2018',0,'A legacy testing framework designed to rapidly provision and tear down ephemeral Kubernetes development harnesses. While useful in early CI, modern virtual cluster setups like vcluster or Kind provide much higher speed and fidelity.','Ruby','Testing Framework','Simple',0,'online','manual','43219a1713ceb71f2d79b4e51ebdee330214d0682945f5bb7378f8347b210c49',100.0,1.78173604680598592e+09,1,'2026-06-18T00:40:46.805986+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Local Harnesses"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure','Kubernetes the Hard Way: Azure Edition','','2021',0,'A localized adaptation of ''Kubernetes the Hard Way'' targeting Azure cloud services. Focuses on manual creation of Virtual Networks (VNets), Network Security Groups (NSGs), Azure load balancers, and systemd service profiles to build a transparent control plane.','Markdown','Repository','Advanced',0,'duplicate','manual','1ae1465f5fd177aebc32e70d65e9efac02258fce8fd7f6572830dc76e371a71f',100.0,1.78173602649203801e+09,1,'2026-06-18T00:40:26.492038+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Azure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/prabhatsharma/kubernetes-the-hard-way-aws"}');
-INSERT INTO "resources" VALUES('https://github.com/cavaliercoder/vpc-free','github.com/cavaliercoder/vpc-free','','2024',5,'A specialized tool designed to scan AWS VPC configurations and identify unused IP subnets and available address spaces. It simplifies subnet planning and CIDR allocation by visually exposing gaps in current IP management matrices. Essential for large enterprises implementing zero-trust network segmentations or multi-region Transit Gateway routing.','Go','Repository','Intermediate',0,'online','manual','6642a03abac705fe10c8ad93cebb687fa4f56c9e9f888f675c97c706d4bff7ac',100.0,1779030538.95954,1,'2019-06-26T00:24:45Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Networking"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2019-06-26T00:24:45Z", "gh_stars": 59}');
-INSERT INTO "resources" VALUES('https://github.com/cdk8s-team/cdk8s','cdk8s','','2026',5,'The GitHub repository containing the core source code for CDK8s. It allows developers to model Kubernetes resources as structured code in TypeScript, Python, Java, or Go. It features full support for custom-generated CRDs, letting platform teams build clean, reusable configuration libraries.','TypeScript','Tool','Intermediate',0,'online','manual','4e4e6aa8ff97716ee088cd364fca4f83a29ce3f6ce9958ffd8b73eae54db2a2b',100.0,1.77903024906896495e+09,1,'2026-06-13T10:24:27Z',NULL,NULL,NULL,'["Configuration", "CDK & DSLs", "CDK8s"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T10:24:27Z", "gh_stars": 4823}');
-INSERT INTO "resources" VALUES('https://github.com/ceph/ceph','Ceph: A Distributed Object, Block, and File Storage Platform','','2026',5,'An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing cloud platforms and Kubernetes orchestration (Rook-Ceph).','C++','Infrastructure','Advanced',0,'online','manual','5fccdfde04b9481e08f59d6cf81834cadee87cc848f31d62c280766005d71925',100.0,1.77903209175809407e+09,1,'2026-06-13T22:54:53Z',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Storage & Databases", "Distributed Block Storage"]','["[DE FACTO STANDARD]"]','["docs/aws-storage.md", "docs/cloud-asset-inventory.md", "docs/kubernetes-storage.md"]','["aws-storage.md", "cloud-asset-inventory.md", "kubernetes-storage.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T22:54:53Z", "gh_stars": 16707}');
-INSERT INTO "resources" VALUES('https://github.com/cert-manager/approver-policy','github.com/cert-manager: Policy Approver','','2024',5,'The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined security guidelines.','Go','Code Repository','Advanced',0,'online','manual','331ac73ab670293dd3c50c8119d2b9707a74e38e0b59e4fdd59484c9f5a7c8c3',100.0,1.77913049498746395e+09,1,'2026-06-13T09:32:17Z',NULL,NULL,NULL,'["Security", "PKI & Certificates", "cert-manager", "Access Control"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T09:32:17Z", "gh_stars": 90}');
-INSERT INTO "resources" VALUES('https://github.com/cert-manager/cert-manager','==cert-manager/cert-manager==','','2026',5,'Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.','Go','Code Repository','Advanced',0,'online','manual','d2ec3a0583b0d999c41e17df6d4ddf7762a9bc25a361a2a78db3913473d65e6f',100.0,1.77903153830299091e+09,1,'2026-06-14T01:07:13Z',NULL,NULL,NULL,'["Security", "PKI & Certificates", "cert-manager"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["registries.md", "kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T01:07:13Z", "gh_stars": 13859}');
-INSERT INTO "resources" VALUES('https://github.com/cert-manager/policy-approver','github.com/cert-manager: Policy Approver','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','77377c86ef3a506463e841cfd92ae4019df552e035539b54900d47def409cf60',100.0,1.77903392232206392e+09,0,'2026-05-17T18:05:22.322064+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://github.com/cert-manager/approver-policy"}');
-INSERT INTO "resources" VALUES('https://github.com/chaos-mesh/chaos-mesh','Chaos Mesh','','2025',5,'A robust, CNCF-incubating chaos engineering platform designed for cloud-native ecosystems. Orchestrates extensive failure injections—spanning network partitions, node failures, system call manipulations, and JVM faults—allowing developers to systematically evaluate Kubernetes stability under load.','Go','SaaS Platform / Orchestrator','Advanced',1,'online','manual','dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70',100.0,1.77902988401929688e+09,1,'2026-06-12T09:21:53Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Enterprise Platforms"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:21:53Z", "gh_stars": 7747}');
-INSERT INTO "resources" VALUES('https://github.com/chaosblade-io/chaosblade','chaosblade','','2025',5,'Alibaba''s multi-platform chaos engineering tool designed to inject faults across various levels of a system. Specifically targets OS resource exhaustion, network degradation, disk I/O bottlenecks, and deep application-layer faults for languages like Java, Go, and C++.','Go','Software Utility','Advanced',1,'online','manual','0b7a4de55c0e224e822bb577e5c593e6911d47a8862693ad954b36a431baf3a7',100.0,1.77903453145563197e+09,1,'2026-06-09T16:23:13Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Kubernetes Tools"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T16:23:13Z", "gh_stars": 6352}');
-INSERT INTO "resources" VALUES('https://github.com/charlax/professional-programming','github.com/charlax/professional-programming: A collection of full-stack'' resources for programmers 🌟','','2026',5,'A world-class resource collection addressing the operational, psychological, and architectural aspects of professional software engineering. Spans topics from system design and API robustness to career planning and team mechanics. An essential reading reference for engineering leads and staff architects.','N/A','Repository','Intermediate',0,'online','manual','f254cf680e5e80c3e9c6b39c4ed3c5cf84643f79de26334daab3f270700bb54c',100.0,1.77903223244468498e+09,1,'2026-06-08T00:03:16Z',NULL,NULL,NULL,'["Developer Tools", "Methodology", "Resources"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-08T00:03:16Z", "gh_stars": 51109, "is_special": true}');
+INSERT INTO "resources" VALUES('https://github.com/azure-samples/avm-terraform-labs',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0dacd7ef4066bcfad49dbad32e48db22e6c2e01d09f7a586d8d1178ee20b8de4',100.0,1779034560.66281,0,'2026-05-17T18:16:00.662810+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md", "docs/terraform.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:30.755161+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/azure/fleet','github.com/azure/fleet','','2024',3,'Explores Azure Kubernetes Service (AKS) Fleet Manager, designed for multi-cluster fleet-wide management. Coordinates application rollouts, implements global ingress configurations, and automates orchestrator upgrades across distributed topologies.','Go','Repository','Advanced',1,'online','manual','93f4b3c26fd86766496d535ea8f271bc0280836859aaaaa3d64c6f8ecea8285e',100.0,1.7790298021768651e+09,1,'2026-06-10T09:34:42Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Container Orchestration", "AKS Fleet Manager"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T09:34:42Z", "gh_stars": 224, "gh_open_issues_30d": 50, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:31.479062+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/azure/mission-critical-online','github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical'' Online Reference Implementation','','2026',5,'An industry-grade reference template demonstrating design strategies for mission-critical cloud applications on Azure. Implements active-active patterns, automated failover, and zero-downtime updates.','Bicep','Repository','Advanced',1,'online','manual','abd53ddd93a178e6126ca682e7336d02bbc0908b6b83723503709b118ed243dc',100.0,1779033501.00063,1,'2025-01-14T14:51:10Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Azure", "High Availability Architectures"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-01-14T14:51:10Z", "gh_stars": 401, "gh_open_issues_30d": 44, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:32.216722+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/backstage/backstage','github.com/backstage/backstage','','2026',5,'Backstage is an open-source framework created by Spotify for building customizable internal developer portals. It consolidates service catalogs, software templates, technical documentation, and observability plug-ins into a unified microservices-based control plane, radically reducing cognitive load.','TypeScript','Open Source Project','Advanced',1,'online','manual','f71598769ac3edd3c1ebd7b5bc5df4b8408e4ead63cbecea736f1de1182272bf',100.0,1.77903138560826396e+09,1,'2026-06-13T23:59:39Z',NULL,NULL,NULL,'["Platform Engineering", "IDP Tooling", "Developer Portals"]','["[DE FACTO STANDARD]"]','["docs/devops.md"]','["devops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T23:59:39Z", "gh_stars": 33600, "gh_open_issues_30d": 452, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:32.958270+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/backube/volsync','VolSync 🌟','','2026',5,'VolSync is an open-source Kubernetes operator developed by Backube to orchestrate cross-cluster persistent volume data replication. Supporting engines like rsync, rclone, and restic, it delivers a platform-agnostic framework for executing disaster recovery policies.','Go','Operator','High',0,'online','manual','cc0d5ecdcf1bc68fe0f6fec3fc1972146b345ee9360c77bc1c4f39a2137d2fef',100.0,1.77902999324945306e+09,1,'2026-06-10T18:53:51Z',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Backup & Replication"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-storage.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-10T18:53:51Z", "gh_stars": 978, "gh_open_issues_30d": 115, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:33.672094+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/badarsebard/terraforge','badarsebard/terraforge','','2022',1,'Terraforge functions as an intuitive visual scaffolding platform engineered to streamline the baseline authoring of complex Terraform configurations. Developers can sketch resource boundaries visually and export clean HCL and variables. Though limited in enterprise scaling, it remains a valuable accelerator for rapid prototyping.','JavaScript','Visual Tool','Beginner',0,'online','manual','63b99ff9036bd2923354bac610bb21034167f0275a775b70206cc8bd62902b83',100.0,1.77903061147783589e+09,1,'2024-06-24T01:36:03Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Scaffolding Utilities"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-06-24T01:36:03Z", "gh_stars": 64, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:34.365010+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bank-vaults/bank-vaults','Bank Vaults: Un Cuchillo Suizo para HashiCorp Vault en Kubernetes','','2026',4,'Bank Vaults is a comprehensive, production-grade tool designed for managing, configuring, and injecting secrets from HashiCorp Vault on Kubernetes. It utilizes an operator-driven approach to inject secrets dynamically into Pod filesystems, completely removing secrets from the cluster API storage. It is the de facto standard for enterprises seeking secure vault management and dynamic secrets injection.','Go','Security Suite','Advanced',1,'online','manual','82cc5a2a6f76cd56252c4ff64ac9970ca7e76551690aa752a0ff821067b4d0a8',100.0,1.77903036526471495e+09,1,'2026-06-07T18:48:59Z',NULL,NULL,NULL,'["Security", "Secret Management", "Integrations"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-07T18:48:59Z", "gh_stars": 2254, "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:35.105940+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/banzaicloud/dast-operator','DAST operator','','2021',5,'An operator designed to run automated Dynamic Application Security Testing (DAST) scans against active services directly in the cluster environment. Integrates security assertions early inside staging deployment cycles. Note: Banzai Cloud projects are largely archived or integrated.','Go','Operator','Advanced',1,'online','manual','33d4bf37c50364106e93e54bbb6629dcda56920719fa4685e7a3b4d4bbc7e167',100.0,1.77902995067566895e+09,1,'2023-04-05T09:57:11Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "Automation Operators"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-04-05T09:57:11Z", "gh_stars": 194, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:35.824939+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/banzaicloud/koperator','Banzai Kafka Operator','','2024',4,'Originally engineered by Banzai Cloud, Koperator is a highly automated operator framework designed to manage Kafka on Kubernetes with Cruise Control integrations. While mostly superseded by Strimzi, its historical innovations in granular scaling and fine-grained rebalancing influenced modern stateful Kubernetes abstractions.','Go','Kubernetes Operator','Advanced',1,'online','manual','a087e59f4d2d26c4447ca0a27691b91675be891624781a74d1248472b4f29042',100.0,1.7791304950298531e+09,1,'2025-03-11T08:20:50Z',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "Kubernetes Operators", "Koperator"]','["[ENTERPRISE-STABLE]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-11T08:20:50Z", "gh_stars": 790, "gh_open_issues_30d": 66, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:37.196828+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/banzaicloud/thanos-operator','banzaicloud/thanos-operator 🌟','','2023',5,'Streamlines Thanos-based monitoring architectures by provisioning Query, Store, Compact, and Ruler resources. It manages historical metrics storage across dynamic environments.','Go','Operator','Advanced',0,'online','manual','a6b7f7dbe7bbbfe7aa995b7e9f3a74874903bfe55c21106c1ac3e19c8598d823',100.0,1.77903000099484896e+09,1,'2024-01-19T15:02:07Z',NULL,NULL,NULL,'["Observability", "Metrics", "Thanos Orchestration", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-01-19T15:02:07Z", "gh_stars": 283, "gh_open_issues_30d": 44, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:37.920413+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bbl/secretize','Secretize 🌟','','2020',2,'A lightweight command-line utility to convert raw secrets and environment variables directly into encrypted Kubernetes Secret manifests. Helpful for basic automation pipelines, although modern enterprise workflows typically favor external systems like Vault, External Secrets Operator, or sealed-secrets.','Go','Repository','Intermediate',0,'online','manual','aaaf92a6d099ab669769db6ea68561457fca407d63fcc8e7879ab54790ade02e',100.0,1.77903081013138508e+09,1,'2026-04-07T17:05:26Z',NULL,NULL,NULL,'["Cloud Native", "Security", "Secrets Management"]','["[COMMUNITY-TOOL]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-07T17:05:26Z", "gh_stars": 71, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:38.624270+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bcicen/ctop','ctop 🌟','','2026',5,'ctop provides a real-time, top-like container metrics display for command-line resource tracking. Built in Go, it supports both Docker and runC runtimes, delivering an instant overview of CPU, memory, network, and disk I/O metrics across active containers. It serves as an essential tool for local container debugging and quick bare-metal performance triage without the overhead of heavy APM agents.','Go','Tool','Medium',0,'online','manual','81e1a5f56cdb13c1a00083103c9715c784866560a1c72dd62b5e15ed4f3a7c63',100.0,1.77903042302807402e+09,1,'2024-07-08T11:15:48Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Monitoring"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-07-08T11:15:48Z", "gh_stars": 17764, "gh_open_issues_30d": 120, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:39.334332+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bee-travels/openapi-comment-parser','openapi-comment-parser','','2021',3,'A Node.js CLI tool and library that extracts JSDoc-style comments from source code files to generate valid OpenAPI (Swagger) specifications automatically, streamlining API contract maintenance during local development.','JavaScript','Tool','Intermediate',0,'online','manual','8d1464d334295697793b039a4e2b455df6768ddbc8c960dfda7e341ff0912c54',100.0,1.77903164815765595e+09,1,'2023-01-07T18:19:12Z',NULL,NULL,NULL,'["API Management", "API Documentation", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-01-07T18:19:12Z", "gh_stars": 256, "gh_open_issues_30d": 45, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:40.060004+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/benc-uk/kubeview','KubeView 🌟','','2024',3,'A web-based, real-time visualization tool that renders Kubernetes API objects (Pods, Deployments, Services, Ingresses) and their relationships as a structured graphical map. It assists developers and administrators in diagnosing network routing and mapping configurations. In 2026, it is highly appreciated as a lightweight alternative to heavier cluster dashboards.','Go','Web Application','Medium',1,'online','manual','2611a5a8c8fd23c3f7733eb5190b56b0ae6a3e4d45fdcdf6762fefff4846d545',100.0,1.77902961363405799e+09,1,'2026-04-02T12:56:10Z',NULL,NULL,NULL,'["Operations", "Observability", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-02T12:56:10Z", "gh_stars": 1201, "gh_open_issues_30d": 10, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:40.782303+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/binhnguyennus/awesome-scalability','Awesome Scalability','','2023',5,'A legendary repository outlining the structural design patterns for massive, highly available backend systems. Covering microservices coordination, message brokers, caching schemas, and consensus databases, this represents the gold standard for backend systems architects.','Markdown','Awesome List','Advanced',1,'online','manual','d30178979d8ff158c75f71a54cc4423ffc9d6a06ad35eae9fb6b5ca1813913d2',100.0,1.7790341166719079e+09,1,'2026-01-04T03:51:47Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Scalability"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-04T03:51:47Z", "gh_stars": 71720, "is_special": true, "gh_open_issues_30d": 23, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:41.481357+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/biosimulations/biosimulations',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d94d1b623ca4b6c1534f95fe0ace391867b6c7dd180d664292d381c91f91c3ac',100.0,1779034560.76264,0,'2026-05-17T18:16:00.762640+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"gh_open_issues_30d": 133, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:42.199025+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/biosimulations/deployment','biosimulations/deployment','','2021',1,'A customized deployment framework tailored for specialized scientific computing operations and simulation workloads. It displays production architectures orchestrating complex computations, file systems, and databases on Kubernetes cluster topologies.','Helm','Deployment Configuration','Advanced',0,'online','manual','fa5a8e09045193aa8dcccdc5df9a0b16bb458338531eb5eaf3481c97d5190a86',100.0,1.77903142948325896e+09,1,'2026-06-02T17:56:29Z',NULL,NULL,NULL,'["Specialized Workloads", "Scientific Computing", "Simulation Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T17:56:29Z", "gh_stars": 3, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:42.920530+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bit-cloner/ecrcp','ecrcp','','2020',0,'A lightweight utility designed to copy Docker images directly between different Amazon ECR registries without requiring local download-and-reupload bandwidth. Useful for cross-account deployments and regional migration tasks in complex enterprise AWS landing zones.','Go','Tool','Intermediate',0,'online','manual','7e2b0d2b0ff78890b32eab285b671fa3ba55196ec1919a0385b17e36a8784944',100.0,1.78173587618487596e+09,1,'2026-06-18T00:37:56.184876+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Registries"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "aws-containers.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:43.650488+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bit-cloner/kcg','kcg 🌟','','2021',1,'Kubernetes Context Generator (kcg) is a simple utility built to simplify generating custom kubeconfig profiles across multiple distinct environments. It remains a minor community project overshadowed by enterprise dynamic loaders.','Go','CLI Tool','Simple',0,'online','manual','5b3f063a63c487a1455c56e4d74e4214f90f370d82129b35e550a4ee325eabd6',100.0,1.77903201751916599e+09,1,'2021-04-29T17:01:09Z',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Context Switching"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-04-29T17:01:09Z", "gh_stars": 19, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:44.360517+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bit-cloner/poke','POKE - Provision Opinionated Kubernetes on EKS','','2018',0,'Opinionated CLI provisioning script wrapper for configuring standardized Amazon EKS instances. This project has been classified as legacy due to extensive inactivity; modern teams should leverage Terraform or EKS Blueprints instead.','Go','Tool','Intermediate',0,'online','manual','N/A',100.0,1.78173606840856099e+09,1,'2026-06-18T00:41:08.408561+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Cluster Provisioning"]','["[LEGACY]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:45.090915+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bitnami-labs/kubewatch','==bitnami-labs/kubewatch==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','86a2aadcf296a2d87fd6d458ec25b123a24e9270ed6027c8971ef1649221acb8',100.0,1.77903204661207795e+09,0,'2026-05-17T17:34:06.612078+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/vmware-archive/kubewatch", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:45.749520+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bitnami/kubecfg','kubecfg','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bb3d5954a600ef594c5c6906e8dd1523194c3c9b1259bd7c4aaf6dde5fc87f53',100.0,1.77903087446510601e+09,0,'2026-05-17T17:14:34.465106+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:46.398051+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/blendle/kubecrt','Kubecrt','','2021',1,'An archived, early-stage conversion utility built to convert Helm charts into raw Kubernetes manifests. This project has been fully superseded by standard native capabilities like ''helm template'' and is preserved solely as a historical reference of early declarative rendering strategies.','Go','CLI Tool','Beginner',0,'online','manual','a6c1de2a92799dde3536bdcc8a5926eaebfdcdd420f822b2c126cf487d276efa',100.0,1.77903307228802895e+09,1,'2023-03-07T02:59:09Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Utilities"]','["[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "ISC", "gh_pushed": "2023-03-07T02:59:09Z", "gh_stars": 113, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:47.112557+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bloomberg/goldpinger','bloomberg/goldpinger 🌟','','2017',4,'An advanced connectivity troubleshooting tool that deploys as a cluster-wide DaemonSet to ping target peers. It generates visual mesh graphics depicting latency patterns, transport failures, and network partition faults.','Go','Kubernetes DaemonSet','Intermediate',1,'online','manual','5a906ec37741f8a82781e9e2c6196860fcb8b11251866231046ab986fc61ee7c',100.0,1.77903347981929802e+09,1,'2026-04-23T15:38:04Z',NULL,NULL,NULL,'["Observability & Performance", "Network Monitoring", "Mesh Connectivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-23T15:38:04Z", "gh_stars": 2707, "gh_open_issues_30d": 35, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:47.851334+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bloomberg/memray','github.com/bloomberg/memray 🌟🌟','','2025',5,'Curator Insight details Memray as Bloomberg''s advanced memory tracker for Python applications. Live Grounding confirms its preeminent role in tracking allocations inside complex microservice systems, excelling in profiling C/C++ extension boundaries where standard tools fall short.','Python / C++','Library / CLI','Advanced',1,'online','manual','9be53de03b150e560c31ef702fbf954ed599304266538a270b551a89cac52663',100.0,1.77903371626742911e+09,1,'2026-06-12T00:32:27Z',NULL,NULL,NULL,'["Software Engineering", "Python", "Memory Profiling"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T00:32:27Z", "gh_stars": 15115, "gh_open_issues_30d": 43, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:48.567569+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bluefrg/bitbucket-auto-merge','BitBucket Auto Merge','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2536b6d8b2279bd5db3fd12b921818904b1e4467b3feddc8d7fcc2bafa1693f9',100.0,1.77903140185519289e+09,0,'2026-05-17T17:23:21.855193+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/mikefrank-ca/bitbucket-auto-merge", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:49.222068+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bluxmit/alnoda-workspaces','github.com/bluxmit: Kubespray Workspace','','2024',5,'A containerized development sandbox and workspace designed to streamline the execution of Kubespray and Ansible playbooks, ensuring dependency insulation and tool consistency across local machine environments.','Docker/Shell','Repository','Intermediate',0,'online','manual','5afb0973ee4b9b75f27e799ba2e4c8cf97fc81f5dfd4e3396c9192984278d69a',100.0,1.77903036363115596e+09,1,'2023-07-30T07:49:59Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Development Environments"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2023-07-30T07:49:59Z", "gh_stars": 1361, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:49.929170+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bmaynard/kubevol','Kubevol 🌟','','2018',1,'A historical command-line utility for copying and transferring data between Kubernetes Persistent Volume Claims (PVCs). It is now considered legacy as native CSI snapshot capabilities and robust migration utilities have become standard.','Python','CLI Tool','Simple',0,'online','manual','6a7da73d86c4ed1ad1af29324d3711a520570bfdfdf6524f822389ea5fd37dd2',100.0,1.77903316298204708e+09,1,'2023-02-06T23:46:43Z',NULL,NULL,NULL,'["Storage", "Volume Management", "Data Migration"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-02-06T23:46:43Z", "gh_stars": 18, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:50.687369+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bmuschko/ckad-crash-course','bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)'' Crash Course','','2021',5,'A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko''s CKAD Crash Course. It focuses on application design, deployment configurations, security contexts, and troubleshooting methodologies essential to the Linux Foundation blueprint.','Shell','Reference','Intermediate',0,'online','manual','036f2eff18d8bcecd44deb08c1c2cac124913756765535397a7eca244f0a5334',100.0,1.78173622159774208e+09,1,'2026-06-18T00:43:41.597742+02:00',NULL,NULL,NULL,'["Training", "Certification", "CKAD"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.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": "2026-06-19T15:26:51.379501+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bmuschko/ckad-prep','bmuschko/ckad-prep','','2021',5,'An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex concepts like readiness/liveness probes, service definition, and rolling updates into easy-to-digest exercises.','YAML','Reference','Intermediate',0,'online','manual','a15629426df06a5e46361d07a2d7f517676aded3640b46ec2478916bfb3b7d7a',100.0,1.78173622166995501e+09,1,'2026-06-18T00:43:41.669955+02:00',NULL,NULL,NULL,'["Training", "Certification", "CKAD"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:52.065538+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bodywork-ml/bodywork-core','bodywork-ml/bodywork-core: Bodywork','','2022',2,'Bodywork acts as a pipeline orchestrator and deployment tool focused on shipping machine learning systems directly into Kubernetes. While currently seeing low developer activity, it remains a valuable conceptual blueprint for running serverless, stateful, and batch-oriented ML pipelines.','Python','Repository','Intermediate',1,'online','manual','b5aea08cb00293bda96f65851a9a2191c197bdc9e4ef09bee42e3ce3d88ad27c',100.0,1.77903086208310794e+09,1,'2023-08-18T06:42:48Z',NULL,NULL,NULL,'["MLOps", "Deployment", "Kubernetes Orchestration"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2023-08-18T06:42:48Z", "gh_stars": 436, "gh_open_issues_30d": 21, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:52.798136+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/boltops-tools/kubes','kubes 🌟','','2023',2,'Kubes is a deployment framework that enables developers to build, prune, and deploy Docker images and Kubernetes manifests using clean, programmable configurations. It combines compilation and deployment phases into a unified workflow.','Ruby','CLI Tool','Intermediate',0,'online','manual','52c8136ce905cca1e7d8ac95bd4c0bb87c81ae772e3ebb054d4af61ff4445a7b',100.0,1.7790329228349049e+09,1,'2025-04-24T01:47:46Z',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Frameworks", "Declarative Config"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-24T01:47:46Z", "gh_stars": 102, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:53.552072+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/borchero/meerkat','Meerkat','','2023',5,'A dynamic networking operator designed to update and map external DNS routes. It reads internal networking resource allocations to dynamically register up-to-date hostname directories.','Go','Operator','Medium',0,'online','manual','da6037ae1fc02f0d734024ace407f92ad38ab9bb7c01686b260d10d32e54a420',100.0,1.77903055904853796e+09,1,'2020-12-31T13:19:58Z',NULL,NULL,NULL,'["Networking", "DNS", "Service Discovery", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-12-31T13:19:58Z", "gh_stars": 38, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:54.243601+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/borchero/switchboard','borchero/switchboard: Switchboard','','2024',5,'Switchboard functions as a Kubernetes-native dynamic router and DNS management hub. It coordinates with global DNS service APIs to orchestrate routing policies, mapping live cluster ingress nodes automatically to external domain registrations.','Go','Repository','Intermediate',0,'online','manual','39bbd3ced60c70fc8cf5abb1d81edbc2300273c700e94076b63b58310ab7b47f',100.0,1.77902982123730707e+09,1,'2026-06-11T14:45:12Z',NULL,NULL,NULL,'["Networking", "DNS & Ingress", "Routing Controllers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T14:45:12Z", "gh_stars": 163, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:54.974399+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bors-ng/bors-ng','Bors-ng: A merge bot for GitHub Pull Requests','','2026',4,'An Elixir-based implementation of the Bors merge coordinator. Uses a highly parallelized merge queue to batch, build, and test PR combinations, keeping the master branch strictly green. Live grounding notes that although currently archived, it remains a landmark model for merge queues.','Elixir','Tool','Advanced',1,'online','manual','48e086288c13aad192af64884162e420699e25d3b1cc8799cc1fd6a7b757a1f4',100.0,1.77903333942218589e+09,1,'2024-04-04T12:24:44Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-04T12:24:44Z", "gh_stars": 1531, "gh_open_issues_30d": 181, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:55.669730+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/boto/boto','Boto','','2018',4,'Curator Insight introduces the early Boto library for AWS programmatic scripting. Live Grounding confirms the library is fully deprecated and obsolete, replaced completely by Boto3; developers must prioritize migration to eliminate compatibility issues with modern AWS endpoints.','Python','Library','Intermediate',0,'online','manual','cd49b06eb73f2532fc7eaa4832fa7c174c39ae36458bb191e5e06e18e6aa3f92',100.0,1.77903382801839303e+09,1,'2024-01-12T23:46:55Z',NULL,NULL,NULL,'["Infrastructure", "AWS SDK", "Legacy Library"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-01-12T23:46:55Z", "gh_stars": 6431, "gh_open_issues_30d": 1118, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:56.431310+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/box/kube-exec-controller','box/kube-exec-controller','','2018',5,'Curator Insight: Controller to restrict and audit shell execution inside Kubernetes pods. Live Grounding: Inactive for over five years. Superseded by newer ephemeral container mechanics, admission controllers (OPA/Kyverno), and modern service mesh execution boundaries.','Go','Code Repository','Advanced',0,'online','manual','ba337139c4a519fc7bbfdfbad8a550898ae48d5fe9f6d34e00f111de9566c220',100.0,1.77903114144634294e+09,1,'2021-12-02T07:48:57Z',NULL,NULL,NULL,'["Security", "Policy & Admission Control", "Runtime Security", "Legacy Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-12-02T07:48:57Z", "gh_stars": 126, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:57.134325+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/box/kube-iptables-tailer','github.com/box/kube-iptables-tailer','','2026',3,'Kube-iptables-tailer is a specialized controller that parses system-level kernel iptables packet drop logs and maps them directly to active Kubernetes Pods. By resolving low-level packet drops to recognizable workload names, it simplifies network policy auditing and connectivity troubleshooting. This utility is ideal for platform teams managing strict, multi-layer networking environments.','Go','Network Controller','Advanced',0,'online','manual','c354ad86a39a806991da9793087a82af802fc0958dab8bdaccc520690099c0c0',100.0,1779031808.40008,1,'2024-08-12T08:40:33Z',NULL,NULL,NULL,'["Networking", "iptables Analysis", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-12T08:40:33Z", "gh_stars": 549, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:57.889598+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bpftrace/bpftrace','bpftrace','','2018',5,'A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze latency. Live Grounding shows that bpftrace is a core diagnostic pillar in production engineering.','C++','Tool','Advanced',0,'online','manual','37f422e9795c080231318d3d71659a3fbac0d01be532fe49ebe9bf563141ef75',100.0,1.77913049494506096e+09,1,'2026-06-13T15:56:16Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Observability", "Kernel Tracing"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T15:56:16Z", "gh_stars": 10160, "gh_open_issues_30d": 248, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:58.625742+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-exercises','bregman-arie/devops-exercises 🌟','','2026',5,'A massive curated repository containing thousands of questions, answers, and hands-on exercises covering Linux, Jenkins, Docker, Kubernetes, Ansible, Terraform, AWS, and system design. (Live Grounding: With over 82k stars, it stands in 2026 as the preeminent resource for preparing systems engineers and validating platform architecture skills).','Python/YAML','Reference Guide','Intermediate',1,'online','manual','74f02f679be571f5cbde19766052dcc39fdac290a01354dc045033912e6304c1',100.0,1.77903210442080307e+09,1,'2025-12-27T14:22:30Z',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Interview Preparation", "Reference Guides"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/demos.md", "docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md", "demos.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-12-27T14:22:30Z", "gh_stars": 82758, "is_special": true, "gh_open_issues_30d": 47, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:59.331951+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-resources','==bregman-arie/devops-resources== 🌟','','2026',0,'A massive collection of operational guides, cheat sheets, books, and courses covering Kubernetes ecosystems, continuous delivery pipelines, configuration engines, and cloud design.','Markdown','Awesome List','Intermediate',0,'duplicate','manual','9ff97eac6df2ac9efd2f8276a5c9580d0a37f227613f7113e5741f45e51d52ea',100.0,1781736123.10989,1,'2026-06-18T00:42:03.109890+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "DevOps & SRE Engineering", "Educational Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "duplicate_of": "https://github.com/bregman-arie/devops-exercises", "gh_open_issues_30d": 28, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:00.023324+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/brennerm/uptimerobot-operator','uptimerobot-operator','','2023',5,'Synchronizes current routing profiles with the UptimeRobot API. It dynamically configures exterior synthetic latency testing targets as new ingresses scale up or out.','Go','Operator','Medium',0,'online','manual','019ed7ba4756bb460e0fb2c270bbffd3c8e917906e4007d7d6397ce57c2e01fe',100.0,1.7790330513467431e+09,1,'2023-11-14T16:27:12Z',NULL,NULL,NULL,'["Observability", "Monitoring", "External Integration", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-14T16:27:12Z", "gh_stars": 60, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:00.736744+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/AirIAM','bridgecrewio/AirIAM','','2023',2,'AirIAM bridges the gap between manual runtime configuration and declarative postures by parsing active AWS IAM deployments and converting them to structured Terraform modules. It leverages analytics to isolate unused roles and design clean, least-privilege configurations. Platform engineers utilize it to refactor legacy brownfield permissions into audited GitOps structures.','Python','CLI Tool','Advanced',0,'online','manual','09ac371fb9ddc2a4b26fbab44ac8cee1b1d19e6581f91e3655a4ee002aea67b4',100.0,1779029341.51882,1,'2025-03-18T19:37:06Z',NULL,NULL,NULL,'["Infrastructure as Code", "Cloud Security", "IAM Translation"]','["[LEGACY]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-18T19:37:06Z", "gh_stars": 824, "gh_open_issues_30d": 35, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:01.479405+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/checkov','Checkov 🌟','','2026',5,'Checkov is a static code analysis tool for Infrastructure as Code (IaC) that scans Kubernetes manifests, Helm charts, Terraform, and cloud-provider templates for misconfigurations and security risks, acting as a critical CI/CD gatekeeper.','Python','Security Scanner','Intermediate',0,'online','manual','98f69842258ecb7f450daae2e657279f373b3e71ba9dbd34c8a40e24dcdd02df',100.0,1.77903217795133209e+09,1,'2026-06-11T23:29:10Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Static Code Analysis"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:29:10Z", "gh_stars": 8790, "gh_open_issues_30d": 138, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:02.196053+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/helm-scanner','helm-scanner','','2023',0,'A lightweight template vulnerability scanner that evaluates Helm manifests for potential security drift, secrets leaks, and misconfigurations prior to deployment. Often integrated early in pipeline testing stages.','Go','CLI Tool','Intermediate',0,'online','manual','e886ce99a0b1d192eacdce6179a4ba3c5be951efe0cab97126043fb783af6220',100.0,1.78173596099319291e+09,1,'2026-06-18T00:39:20.993193+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Security & Auditing"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:02.960092+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bryanl/sheaf','sheaf','','2021',5,'A packaging utility designed to compile Kubernetes application manifests and associated container image layers into standalone relocatable archives. Crucial for provisioning air-gapped systems or on-prem environments. The project is archived, with users directed to standard solutions like Carvel or Helm.','Go','Tool','Medium',0,'online','manual','f4297ddb49eb511e4a452c5b03a9cb0d21652bf0840a5e689d129dcd030cf413',100.0,1.77903095497125911e+09,1,'2020-07-17T14:43:40Z',NULL,NULL,NULL,'["Application Delivery", "Packaging", "Air-gapped Deployment"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-07-17T14:43:40Z", "gh_stars": 30, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:03.676992+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/buger/jsonparser','buger/jsonparser','','2025',5,'An ultra-performant, zero-allocation Go JSON parser that bypasses reflection and standard serialization libraries. Reaches nested values directly from byte slices, outperforming standard library structures by up to 10x in high-throughput data pipelines.','Go','Library','High',0,'online','manual','2244dce6b7f1cfbc9b2734caf6103dc227e547204b25653449b2e67beeb4102a',100.0,1.77902924330012393e+09,1,'2026-05-03T11:10:14Z',NULL,NULL,NULL,'["Data Architecture", "JSON & YAML Serialization", "Performance & Parsing"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-03T11:10:14Z", "gh_stars": 5629, "is_special": true, "gh_open_issues_30d": 68, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:04.385290+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/burrsutter/9stepsawesome','github: burrsutter/9stepsawesome','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2dda5a7dbd683b5f7987a254ac47d2b08755f0af73d93fcdb0c36f10ad6f571d',100.0,1.77903279351400399e+09,1,'2026-05-17T17:46:33.514004+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:05.104562+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bytebase/bytebase','bytebase/bytebase','','2021',5,'Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized security compliance policies to govern multi-engine environments.','Go','Software','Advanced',1,'online','manual','dac4c79ad7a36b978bd40c9488b8c26ac8289977234555e87c7d984d001cc0e1',100.0,1.77903198337984299e+09,1,'2026-06-12T07:19:02Z',NULL,NULL,NULL,'["Database Architecture", "Database GitOps", "Schema Management"]','["[DE FACTO STANDARD]"]','["docs/liquibase.md"]','["liquibase.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T07:19:02Z", "gh_stars": 14143, "gh_open_issues_30d": 149, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:05.830236+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/c0dyhi11/k3s-linkerd','Global K3s Deployment on Packet Baremetal 🌟','','2020',0,'A global multi-region deployment playbook demonstrating K3s cluster instantiation across Packet Baremetal infrastructure, coupled with the Linkerd service mesh. Optimizes edge routing latency and inter-node networking security.','Shell','Repository','Advanced',0,'online','manual','01640813ce20a74bfa917c6f312443d87d58ecca493ab67478623e7f79309bbc',100.0,1.77903456060387611e+09,1,'2020-04-12T04:12:17Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Bare Metal & Multi-Cloud", "Kubernetes Distributions"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-04-12T04:12:17Z", "gh_stars": 9, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:06.508543+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cakehappens/seaworthy','seaworthy: A CLI to verify #Kubernetes resource health !! 🌟','','2021',1,'A testing-focused CLI utility used to run health checks and smoke tests against newly deployed Kubernetes resources. It validates endpoints, ingress routing, and pod states match expected operating metrics before promoting releases.','Go','CLI Verification Tool','Simple',0,'online','manual','13613895efb1f252ebf742e03ce27c20811105d3ab39cd0b5f0332e030409444',100.0,1.77903114311227297e+09,1,'2020-08-10T01:10:04Z',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Health Checks"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-08-10T01:10:04Z", "gh_stars": 39, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:07.264635+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/caldito/soup','caldito/soup','','2021',1,'Soup is a small open-source CLI tool designed to extract, analyze, and report on the container image tags actively running across a Kubernetes cluster. It aids operations teams in identifying legacy or unpinned image tags, although modern comprehensive policy engines like Kyverno have largely subsumed its utility.','Go','CLI Tool','Medium',0,'online','manual','3ae1c1f73278dacc640a6963eaddb565d6ae116f3322ba070c03c08347d75fe1',100.0,1.77903057309451293e+09,1,'2022-04-19T16:53:22Z',NULL,NULL,NULL,'["Operations", "Security", "Image Scanning"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-04-19T16:53:22Z", "gh_stars": 40, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:07.995361+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/calvin-puram/awesome-kubernetes-operator-resources','github.com/calvin-puram: Awesome Kubernetes Operator Resources','','2023',5,'A specialized guide indexing SDKs, patterns, and source repositories for writing Kubernetes Operators. It provides concrete references on the Operator SDK, Kubebuilder framework, and controller-runtime systems, allowing platform developers to build automated, stateful management controllers.','Markdown','Awesome List','Advanced',1,'online','manual','713b023d78076df0736c083ea7910ceaa405c6373f07b36e45f409fc7aae2b36',100.0,1.77903331400957298e+09,1,'2026-04-25T08:57:34Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Operators"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-04-25T08:57:34Z", "gh_stars": 245, "is_special": true, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:08.720062+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/carlosedp/cluster-monitoring','Cluster Monitoring stack for ARM / X86-64 platforms','','2025',5,'A specialized telemetry suite crafted for physical, edge, and multi-architecture Kubernetes clusters running on ARM or x86 systems. Extends modern operators to resource-constrained environments.','Jsonnet','Repository','Advanced',1,'online','manual','a3d3a6a736de50fc3b1505948aadfbaea2fb00071f2911992a29bf71cf186969',100.0,1.77903295041548299e+09,1,'2025-08-22T22:59:09Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Kubernetes", "Multi-Arch Telemetry"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/prometheus.md"]','["kubernetes-tools.md", "prometheus.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-08-22T22:59:09Z", "gh_stars": 754, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:09.432997+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/carlosedp/lbconfig-operator','github.com/carlosedp/lbconfig-operator: External Load Balancer Operator'' 🌟','','2023',1,'Operator that dynamically provisions and configures external hardware/software load balancers (such as F5 BIG-IP or HAProxy) based on Kubernetes ingress or service resource updates.','Go','Repository','Advanced',0,'online','manual','0cb420e6987d09ec35c12f2e9945f9ff24a337a8f85a78f5f8277b71b8086b83',100.0,1.77902956995955204e+09,1,'2026-03-01T22:30:31Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-01T22:30:31Z", "gh_stars": 63, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:10.146150+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/carlosonunez/k8s-harness','k8s-harness 🌟','','2018',0,'A legacy testing framework designed to rapidly provision and tear down ephemeral Kubernetes development harnesses. While useful in early CI, modern virtual cluster setups like vcluster or Kind provide much higher speed and fidelity.','Ruby','Testing Framework','Simple',0,'online','manual','43219a1713ceb71f2d79b4e51ebdee330214d0682945f5bb7378f8347b210c49',100.0,1.78173604680598592e+09,1,'2026-06-18T00:40:46.805986+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Local Harnesses"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:10.873571+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure','Kubernetes the Hard Way: Azure Edition','','2021',0,'A localized adaptation of ''Kubernetes the Hard Way'' targeting Azure cloud services. Focuses on manual creation of Virtual Networks (VNets), Network Security Groups (NSGs), Azure load balancers, and systemd service profiles to build a transparent control plane.','Markdown','Repository','Advanced',0,'duplicate','manual','1ae1465f5fd177aebc32e70d65e9efac02258fce8fd7f6572830dc76e371a71f',100.0,1.78173602649203801e+09,1,'2026-06-18T00:40:26.492038+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Azure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/prabhatsharma/kubernetes-the-hard-way-aws", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:11.592056+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cavaliercoder/vpc-free','github.com/cavaliercoder/vpc-free','','2024',5,'A specialized tool designed to scan AWS VPC configurations and identify unused IP subnets and available address spaces. It simplifies subnet planning and CIDR allocation by visually exposing gaps in current IP management matrices. Essential for large enterprises implementing zero-trust network segmentations or multi-region Transit Gateway routing.','Go','Repository','Intermediate',0,'online','manual','6642a03abac705fe10c8ad93cebb687fa4f56c9e9f888f675c97c706d4bff7ac',100.0,1779030538.95954,1,'2019-06-26T00:24:45Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Networking"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2019-06-26T00:24:45Z", "gh_stars": 59, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:12.317158+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cdk8s-team/cdk8s','cdk8s','','2026',5,'The GitHub repository containing the core source code for CDK8s. It allows developers to model Kubernetes resources as structured code in TypeScript, Python, Java, or Go. It features full support for custom-generated CRDs, letting platform teams build clean, reusable configuration libraries.','TypeScript','Tool','Intermediate',0,'online','manual','4e4e6aa8ff97716ee088cd364fca4f83a29ce3f6ce9958ffd8b73eae54db2a2b',100.0,1.77903024906896495e+09,1,'2026-06-13T10:24:27Z',NULL,NULL,NULL,'["Configuration", "CDK & DSLs", "CDK8s"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T10:24:27Z", "gh_stars": 4823, "gh_open_issues_30d": 73, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:13.035907+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/ceph/ceph','Ceph: A Distributed Object, Block, and File Storage Platform','','2026',5,'An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing cloud platforms and Kubernetes orchestration (Rook-Ceph).','C++','Infrastructure','Advanced',0,'online','manual','5fccdfde04b9481e08f59d6cf81834cadee87cc848f31d62c280766005d71925',100.0,1.77903209175809407e+09,1,'2026-06-13T22:54:53Z',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Storage & Databases", "Distributed Block Storage"]','["[DE FACTO STANDARD]"]','["docs/aws-storage.md", "docs/cloud-asset-inventory.md", "docs/kubernetes-storage.md"]','["aws-storage.md", "cloud-asset-inventory.md", "kubernetes-storage.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T22:54:53Z", "gh_stars": 16707, "gh_open_issues_30d": 1193, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:13.749026+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cert-manager/approver-policy','github.com/cert-manager: Policy Approver','','2024',5,'The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined security guidelines.','Go','Code Repository','Advanced',0,'online','manual','331ac73ab670293dd3c50c8119d2b9707a74e38e0b59e4fdd59484c9f5a7c8c3',100.0,1.77913049498746395e+09,1,'2026-06-13T09:32:17Z',NULL,NULL,NULL,'["Security", "PKI & Certificates", "cert-manager", "Access Control"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T09:32:17Z", "gh_stars": 90, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:14.471701+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cert-manager/cert-manager','==cert-manager/cert-manager==','','2026',5,'Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.','Go','Code Repository','Advanced',0,'online','manual','d2ec3a0583b0d999c41e17df6d4ddf7762a9bc25a361a2a78db3913473d65e6f',100.0,1.77903153830299091e+09,1,'2026-06-14T01:07:13Z',NULL,NULL,NULL,'["Security", "PKI & Certificates", "cert-manager"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["registries.md", "kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T01:07:13Z", "gh_stars": 13859, "gh_open_issues_30d": 236, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:15.204416+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cert-manager/policy-approver','github.com/cert-manager: Policy Approver','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','77377c86ef3a506463e841cfd92ae4019df552e035539b54900d47def409cf60',100.0,1.77903392232206392e+09,0,'2026-05-17T18:05:22.322064+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://github.com/cert-manager/approver-policy", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:15.841567+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/chaos-mesh/chaos-mesh','Chaos Mesh','','2025',5,'A robust, CNCF-incubating chaos engineering platform designed for cloud-native ecosystems. Orchestrates extensive failure injections—spanning network partitions, node failures, system call manipulations, and JVM faults—allowing developers to systematically evaluate Kubernetes stability under load.','Go','SaaS Platform / Orchestrator','Advanced',1,'online','manual','dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70',100.0,1.77902988401929688e+09,1,'2026-06-12T09:21:53Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Enterprise Platforms"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:21:53Z", "gh_stars": 7747, "gh_open_issues_30d": 552, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:16.545786+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/chaosblade-io/chaosblade','chaosblade','','2025',5,'Alibaba''s multi-platform chaos engineering tool designed to inject faults across various levels of a system. Specifically targets OS resource exhaustion, network degradation, disk I/O bottlenecks, and deep application-layer faults for languages like Java, Go, and C++.','Go','Software Utility','Advanced',1,'online','manual','0b7a4de55c0e224e822bb577e5c593e6911d47a8862693ad954b36a431baf3a7',100.0,1.77903453145563197e+09,1,'2026-06-09T16:23:13Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Kubernetes Tools"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T16:23:13Z", "gh_stars": 6352, "gh_open_issues_30d": 347, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:17.277171+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/charlax/professional-programming','github.com/charlax/professional-programming: A collection of full-stack'' resources for programmers 🌟','','2026',5,'A world-class resource collection addressing the operational, psychological, and architectural aspects of professional software engineering. Spans topics from system design and API robustness to career planning and team mechanics. An essential reading reference for engineering leads and staff architects.','N/A','Repository','Intermediate',0,'online','manual','f254cf680e5e80c3e9c6b39c4ed3c5cf84643f79de26334daab3f270700bb54c',100.0,1.77903223244468498e+09,1,'2026-06-08T00:03:16Z',NULL,NULL,NULL,'["Developer Tools", "Methodology", "Resources"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-08T00:03:16Z", "gh_stars": 51109, "is_special": true, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:17.984307+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/che-samples','github.com/che-samples','','2024',0,'Official template repository containing devfile configurations and cloud-native project workspace definitions for Eclipse Che. Accelerates development setup by declaring containers, tools, and runtimes as code.','YAML','Repository','Intermediate',0,'online','manual','61d5115f86c523012e35f4fe3b9fd1b3fd5b2a607c286dbc62152f7b9e638350',100.0,1.77902948739423704e+09,1,'2026-05-17T16:51:27.394237+02:00',NULL,NULL,NULL,'["DevSecOps & IDEs", "Eclipse Che", "Cloud IDE Templates"]','["[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/chen-keinan/mesh-kridik','chen-keinan/mesh-kridik','','2021',1,'A security auditing and compliance verification tool for cloud-native Service Meshes, validating configurations against strict benchmark rulesets. It supports meshes like Istio, Linkerd, and Consul.','Go','Security Tool','High',1,'online','manual',NULL,NULL,1.7793885983602519e+09,0,'2024-12-09T16:56:32Z',NULL,NULL,NULL,'["Security", "Service Mesh Security", "Audit Tools"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-09T16:56:32Z", "gh_stars": 27}');
-INSERT INTO "resources" VALUES('https://github.com/chenjd/terraform-101','==https://github.com/chenjd/terraform-101== 🌟','','2021',0,'A highly practical beginner-level code index focusing on Terraform basics, state management, module syntax, and provider declarations for deploying cloud infrastructure safely.','HCL','Repository','Beginner',0,'online','manual','125f6c2be505c4d1e2cb2932a9f8bec5e1e02cee514f6c61eb8c31bdefc0a857',100.0,1.7817359212821989e+09,1,'2026-06-18T00:38:41.282199+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Ecosystem", "Fundamental Syntaxes"]','["[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/chenjiandongx/kubectl-count','github.com/chenjiandongx/kubectl-count','','2023',0,'A fast and minimal kubectl plugin designed to return resource counts grouped by namespace or specific kinds. It targets fast CLI inspections, though modern system administrators frequently replace it with k9s configurations or basic custom scripting.','Go','CLI Plugin','Beginner',0,'online','manual','01617c6a4198156e3ce2bb0ec9551eedf2c5993e7e7c2353355563c2340b99a8',100.0,1.77902947574851202e+09,1,'2022-08-02T06:39:24Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Resource Auditing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-02T06:39:24Z", "gh_stars": 39}');
-INSERT INTO "resources" VALUES('https://github.com/chenjiandongx/kubectl-images','kubectl-images','','2023',5,'A CLI plugin designed to scan, inventory, and display the exact container images actively deployed inside a cluster namespace. Essential for identifying outdated registry links and resolving missing image version tags.','Go','CLI Plugin','Beginner',0,'online','manual','13e98236ba3c418d71801ffe86340015965970737745a3ec9f6478e2aac5fd64',100.0,1.77903184483116698e+09,1,'2026-03-19T03:56:28Z',NULL,NULL,NULL,'["Observability", "CLI Utilities", "Image Security"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-19T03:56:28Z", "gh_stars": 277}');
-INSERT INTO "resources" VALUES('https://github.com/chmouel/kss','KSS - Kubernetes pod status on steroid','','2023',5,'A CLI utility designed to enhance pod status visibility, extracting high-fidelity information from Kubernetes clusters in real-time. It visualizes container terminations, restarts, and readiness probes with rich colors and status indicators, addressing the visual limitations of native `kubectl get pods`.','Rust','CLI Tool','Intermediate',0,'online','manual','c2896a9e8114fec52c2449b0bcaa1ade652c55a80699d08f20de4fc16b6228ac',100.0,1.77903035060924506e+09,1,'2026-01-31T17:46:22Z',NULL,NULL,NULL,'["Observability", "CLI Utilities", "Pod Status"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-31T17:46:22Z", "gh_stars": 43}');
-INSERT INTO "resources" VALUES('https://github.com/chr-fritz/csi-sshfs','chr-fritz/csi-sshfs','','2019',1,'A Container Storage Interface (CSI) plugin designed to mount remote directories securely over SSHFS/SFTP. It enables microservice instances to read and write directly to legacy external filesystems without custom FTP setups.','Go','CSI Driver','Advanced',0,'online','manual','a158dd061ff0926b72df24dc12c73014a8233f0f9c7485cb7cfc93ed9b4959a6',100.0,1779030025.31795,1,'2020-01-29T21:18:12Z',NULL,NULL,NULL,'["Storage & Data", "CSI Plugins", "Remote Mounting"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-01-29T21:18:12Z", "gh_stars": 30}');
-INSERT INTO "resources" VALUES('https://github.com/chrislusf/seaweedfs','chrislusf/seaweedfs','','2020',1,'A fast, highly scalable distributed storage engine that provides file and object hosting. This repository features native integration paths, enabling microservice workloads to access high-throughput file structures with rapid lookup times.','Go','Storage Platform','Advanced',0,'online','manual','de61a9b3d109057426969c8a7d760944d3795ffa627822a5be380f0c61eb3e90',100.0,1.7790314650983591e+09,1,'2026-06-08T06:18:52Z',NULL,NULL,NULL,'["Storage & Data", "Distributed File Systems", "Object Storage"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T06:18:52Z", "gh_stars": 26}');
-INSERT INTO "resources" VALUES('https://github.com/chrisns/cosign-keyless-demo','chrisns/cosign-keyless-demo: Cosign Keyless GitHub Action Demo','','2021',2,'A practical reference repository showcasing how to perform keyless container image signing inside GitHub Actions using Cosign. The blueprint demonstrates authenticating against Fulcio and Rekor using GitHub''s temporary identity tokens. Essential for platform engineers looking to implement secure-by-default CI/CD pipelines.','Go','Repository','Intermediate',1,'online','manual','d9b118c22b91aa81144ead0562da99a0ed5acfe3abf3c239535a8f8905b64325',100.0,1.77903342220426511e+09,1,'2023-01-31T22:31:51Z',NULL,NULL,NULL,'["Security", "Supply Chain Security", "Keyless Signing"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-31T22:31:51Z", "gh_stars": 14}');
-INSERT INTO "resources" VALUES('https://github.com/chrisns/k8s-opa-boilerplate','chrisns/k8s-opa-boilerplate','','2020',1,'A minimal, highly instructional boilerplate repository demonstrating Open Policy Agent (OPA) integration inside Kubernetes using Gatekeeper. Helps bootstrap policy-as-code paradigms to secure deployments and enforce structural admission controls.','Rego','Repository','Advanced',0,'online','manual','8a0b016f5f851d2b242d57ece34c8c4e59db74b3c5f76f5453c0f8fe58d69c84',100.0,1779033773.44563,1,'2026-06-02T18:15:17Z',NULL,NULL,NULL,'["Cloud Native", "Security", "Policy Enforcement"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/kustomize.md"]','["kustomize.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T18:15:17Z", "gh_stars": 18}');
-INSERT INTO "resources" VALUES('https://github.com/christopherhein/awesome-eks','christopherhein/awesome-eks: Awesome EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','93a9e5db618cb592b0f77817d16fab80c32bf37548e360f8f15b7b0d147ee9df',100.0,1.77903114718230199e+09,0,'2026-05-17T17:19:07.182302+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/jimmyraywv/awesome-eks"}');
-INSERT INTO "resources" VALUES('https://github.com/cicdops/awesome-ciandcd','Awesome CI/CD 🌟','','2025',3,'An extensive curated list capturing modern DevOps platforms, delivery engines, automated linting, security scanning, and container validation tools, acting as a foundational technical index for engineering teams.','Markdown','Repository','Intermediate',1,'online','manual','5a5b7c5fa80a5882bee04d962414e0db0c1332043f674bdac2b3db4bd7a9fbe5',100.0,1.7790310263363161e+09,1,'2026-04-14T12:29:54Z',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Resource Portals"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md", "docs/other-awesome-lists.md"]','["cicd.md", "other-awesome-lists.md"]','{}','{"gh_license": "GPL-2.0", "gh_pushed": "2026-04-14T12:29:54Z", "gh_stars": 1999, "is_special": true}');
-INSERT INTO "resources" VALUES('https://github.com/cilium/tetragon','Tetragon (Cilium)','','2022',5,'An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file system audit streams with zero container overhead.','Go','platform','Advanced',1,'online','manual','68c450ba0fe25e40514df915223a5935099e45961a55a65fa4f4551626c2b41d',100.0,1779031109.34794,1,'2026-06-14T09:06:49Z',NULL,NULL,NULL,'["Observability & Monitoring", "eBPF Runtime Enforcement", "Tetragon Platform"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:06:49Z", "gh_stars": 4749}');
-INSERT INTO "resources" VALUES('https://github.com/cinhtau/sonatype-nexus-waffle','github.com/cinhtau/sonatype-nexus-waffle','','2018',5,'An archived community plugin targeting Windows Active Directory single sign-on (SSO) authentication within Sonatype Nexus. Live grounding confirms it is obsolete, unmaintained, and legacy. Useful primarily as vintage integration code, modern Nexus deployments utilize modern OIDC and LDAP endpoints.','Java','Repository','Advanced',0,'online','manual','c430ab3d6f9179affd62ed9be3ed0189f8b99d15e900eeb970e8a68664b314db',100.0,1.77902961371268296e+09,1,'2019-05-17T19:12:19Z',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Integrations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2019-05-17T19:12:19Z", "gh_stars": 6}');
-INSERT INTO "resources" VALUES('https://github.com/circa10a/terraform-provider-mailform','github.com/circa10a/terraform-provider-mailform','','2021',1,'A niche experimental Terraform provider for the Mailform SaaS API. Serves as a great programmatic example for developers seeking to build customized provider architectures using standard SDK specifications.','Go','Provider','Intermediate',0,'online','manual','179c6253105400bd3692883c5767318d8a344c169d207f1887df3eb388847fae',100.0,1.77903215769201803e+09,1,'2025-11-12T03:06:44Z',NULL,NULL,NULL,'["Infrastructure as Code", "SaaS Integration", "Providers"]','["[EMERGING]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2025-11-12T03:06:44Z", "gh_stars": 14}');
-INSERT INTO "resources" VALUES('https://github.com/cisagov/log4j-scanner','==cisagov/log4j-scanner==','','2021',0,'CISA''s open-source scanning tool designed to verify Log4j vulnerabilities by executing safe, targeted callback requests. It is a highly reliable diagnostic utility for auditing external attack surfaces and ensuring regulatory compliance. The tool remains an essential resource for enterprise security audits.','Python','Tool','Intermediate',0,'online','manual','48b61235254336a836b0f1b1ccccb13bfe62a090c6f91c115c0112ac63e4bae1',100.0,1.78173593004124498e+09,1,'2026-06-18T00:38:50.041245+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
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-INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr/issues/61','github.com issues: Generate Kyverno deprecation policies with chekr','','2022',1,'A specific technical issue and discussion detailing how to dynamically generate Kyverno deprecation policies using chekr. This represents an advanced integration pattern where declarative deprecation rules can be continuously generated and enforced at admission time. An invaluable resource in 2026 for automated platform upgrades.','Markdown','Documentation / Issue','Medium',0,'online','manual','64981e18ca235f20e325e03f8bd8e65477f0b0858a8a19b3df882c11da23659e',100.0,1.77903450002723503e+09,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Kyverno Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9}');
-INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/vulnerability-operator','ckotzbauer/vulnerability-operator','','2023',5,'Integrates scanning engines with active cluster runtimes, cross-referencing running container image tags against security databases to alert administrators to new vulnerabilities.','Go','Operator','Advanced',0,'online','manual','48b51a396e0e94d654e5e238dd08cc407cc44898fccfa028445cd33f29032737',100.0,1779032255.36903,1,'2026-06-13T13:29:42Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Scanning", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T13:29:42Z", "gh_stars": 87}');
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-INSERT INTO "resources" VALUES('https://github.com/cloud-ark/kubeplus','KubePlus - Kubernetes Operator to deliver Helm charts as-a-service 🌟','','2024',5,'Delivers Helm charts as managed services by generating dynamic APIs. It secures multi-tenant pipelines, enforces platform utilization policies, and integrates Helm deployments with custom billing engines.','Go','Operator','Advanced',0,'online','manual','e5a88a7c5feb987add38a79bfaec017b7fb35ebac325b9ec8f25e243ac32e335',100.0,1.77903002124825692e+09,1,'2026-06-03T15:05:24Z',NULL,NULL,NULL,'["Application Delivery", "Packaging", "SaaS Provisioning", "Operators"]','["[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": "2026-06-03T15:05:24Z", "gh_stars": 735}');
-INSERT INTO "resources" VALUES('https://github.com/cloud-bulldozer/benchmark-operator','cloud-bulldozer/benchmark-operator: The Chuck Norris of cloud benchmarks','','2024',5,'Automates heavy performance testing (e.g., FIO, uperf) within active clusters. It deploys targets, isolates benchmark metrics, and exports execution data to visualization layers.','Go','Operator','Advanced',0,'online','manual','edfe3b8caa1da00123cb823ef49ca923957b0463f59db375b03fcd8ed2cef680',100.0,1.77903452153634905e+09,1,'2025-05-28T10:48:27Z',NULL,NULL,NULL,'["Reliability", "Testing", "Performance Benchmarking", "Operators"]','["[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": "2025-05-28T10:48:27Z", "gh_stars": 305}');
-INSERT INTO "resources" VALUES('https://github.com/cloud-bulldozer/kube-burner','kube-burner 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','59ce31168e8f6a50d9531f032f45f6daff0742dc413c3ff7f8c1467a566de664',100.0,1.77903102699635291e+09,0,'2026-05-17T17:17:06.996353+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kube-burner/kube-burner"}');
-INSERT INTO "resources" VALUES('https://github.com/cloud-custodian/cloud-custodian','Cloud Custodian','','2026',5,'A robust, YAML-configured rules engine used by enterprise platform engineers to manage multi-cloud compliance, cost control, and security posture across AWS, Azure, and GCP. Automates cost-saving resource deletions, tag compliance, and real-time security remediation.','Python','Software','Advanced',0,'online','manual','4122fb4f0d8f8b9b1d5e3fd765197751c957199983189d480fa145cd59f6fc46',100.0,1.77903154029675197e+09,1,'2026-06-10T18:53:37Z',NULL,NULL,NULL,'["Cloud-Native Platforms", "Multi-Cloud Governance", "Compliance Engine"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T18:53:37Z", "gh_stars": 6007}');
-INSERT INTO "resources" VALUES('https://github.com/cloud-native-toolkit/multi-tenancy-gitops','==cloud-native-toolkit/multi-tenancy-gitops== 🌟','','2023',5,'A production-grade toolkit mapping GitOps and Argo CD architectures onto multi-tenant Kubernetes clusters. Outlines secure separation patterns, namespace isolations, and policy sync mechanisms for scaling environments.','Yaml / Shell','Repository','Advanced',0,'online','manual','9ee4507bfa3837182a87995eb7b7b398017cf6866580d56db23d50633424d1be',100.0,1.77903068091314291e+09,1,'2025-05-09T18:47:42Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Multi-Tenancy"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-09T18:47:42Z", "gh_stars": 120}');
-INSERT INTO "resources" VALUES('https://github.com/cloud66-oss/copper','Copper','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','771e183c89c06d4a087f0f058f4b331548fb3e0102fc42394040c8ab2fdeec2e',100.0,1.77902995028408288e+09,1,'2026-05-17T16:59:10.284083+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "Apache-2.0", "is_special": true}');
-INSERT INTO "resources" VALUES('https://github.com/cloudalchemy/ansible-grafana','Grafana provisioning Ansible Role','','2026',5,'An automated Ansible role engineered by Cloud Alchemy to deploy, configure, and maintain Grafana services. It translates Grafana''s file-based provisioning API parameters into clean Ansible playbooks, standardizing monitoring stack deployments across virtualized environments.','Ansible','Ansible Role','Medium',0,'online','manual','3a341740ea64c94a440597d1bcb210033a257776c21175198d1f3bdea0086d82',100.0,1.77903042310657811e+09,1,'2023-05-31T04:20:45Z',NULL,NULL,NULL,'["Observability", "Visualization", "Infrastructure as Code"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-05-31T04:20:45Z", "gh_stars": 503}');
-INSERT INTO "resources" VALUES('https://github.com/cloudalchemy/ansible-prometheus','github.com/cloudalchemy/ansible-prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','49fbffd8ca22637aabd9d0dfd6ed58b745d8ab892342cbf63b7aa50a1693f875',100.0,1.77903258929198908e+09,1,'2026-05-17T17:43:09.291989+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT"}');
-INSERT INTO "resources" VALUES('https://github.com/cloudbees/groovy-cps','Continuation Passing Style (CPS)','','2021',5,'Curator Insight introduces the underlying Continuation Passing Style (CPS) engine used for executing asynchronous Groovy scripts in Jenkins pipelines. Live Grounding reveals that understanding CPS is critical for debugging serialization errors during master restarts. This technical library ensures execution state can survive controller crashes and resume safely.','Java','Repository','Advanced',0,'online','manual','eef92e14e2cb59c30055868b0d43826b08d5c782554e0cdd1dd79d84b8a624d4',100.0,1.77903429226672506e+09,1,'2022-11-04T20:42:58Z',NULL,NULL,NULL,'["DevOps", "Pipeline Execution Engine", "Groovy CPS", "Continuation Passing Style"]','["[DE FACTO STANDARD]"]','["docs/demos.md", "docs/jenkins.md"]','["demos.md", "jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-04T20:42:58Z", "gh_stars": 95}');
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-INSERT INTO "resources" VALUES('https://github.com/cloudflare/lockbox','github.com/cloudflare/lockbox','','2022',5,'Cloudflare''s implementation of public-key encryption workflows to store secrets safely in git repositories before deployment. This cryptographic utility integrates directly with CI/CD platforms to protect values in transit. Highly stable cryptography library still referenced in modern platforms.','Go','Library','Medium',0,'online','manual','dc51dc2ef9e0675da15a20513c781d396760eff71566a1ebdb1ec3fb38e0f38e',100.0,1.77903101719385099e+09,1,'2026-04-23T22:37:37Z',NULL,NULL,NULL,'["Networking & Security", "Secret Management", "Encryption"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-04-23T22:37:37Z", "gh_stars": 183}');
-INSERT INTO "resources" VALUES('https://github.com/cloudflare/sciuro','sciuro','','2021',2,'An experimental graphical interface developed by Cloudflare to visualize Kubernetes workloads, cluster nodes, and networking paths in real time. It was designed to highlight resource topology and mapping structures. In 2026, the repository is unmaintained but serves as an informative architectural archetype for web UI mapping.','TypeScript','Web Application','Medium',1,'online','manual','2fb02ebcd733d6320f3037287b7967cf6fde6b15a231274e7167e39d47f2ef97',100.0,1.779031715197263e+09,1,'2026-04-23T22:52:03Z',NULL,NULL,NULL,'["Operations", "Observability", "Visualizer"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-23T22:52:03Z", "gh_stars": 180}');
-INSERT INTO "resources" VALUES('https://github.com/cloudfoundry/cf-for-k8s','cf-for-k8s','','2022',2,'An implementation of Cloud Foundry designed to run natively on Kubernetes, blending the Cloud Foundry developer experience (cf push) with Kubernetes infrastructure. By 2026, this repository is archived as Cloud Foundry has transitioned its Kubernetes strategy toward more modular tools (like Korifi), rendering this specific integrated project a legacy reference.','Go','Application Platform','High',1,'online','manual','5badd2857efd39600e8073bf023c6a93823e349066b6c8d844647f8228024456',100.0,1779032540.51896,1,'2022-08-03T22:59:25Z',NULL,NULL,NULL,'["Platform", "PaaS", "Cloud Foundry"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-03T22:59:25Z", "gh_stars": 292}');
-INSERT INTO "resources" VALUES('https://github.com/cloudnativelabs/kube-shell','==github.com/cloudnativelabs/kube-shell== ⭐','','2023',3,'An interactive command shell wrapper for kubectl that features context indicators, command completion, and inline help. While visually compelling, native terminal enhancements (such as zsh completions combined with fzf) have largely rendered this dedicated wrapper legacy.','Python','Interactive Shell CLI','Intermediate',0,'online','manual','b1713285344920ab656e80de1eaf56475ef556603f8f2d9624e0578d32da3304',100.0,1779031497.62229,1,'2022-11-02T12:34:48Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Interactive Shell"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-02T12:34:48Z", "gh_stars": 2393}');
-INSERT INTO "resources" VALUES('https://github.com/cloudogu/gitops-patterns','==github.com/cloudogu/gitops-patterns==','','2021',5,'An open directory detailing tested structural patterns for GitOps repo layouts. Helps architectural teams implement scalable environment propagation, secure branch systems, and robust template overlays cleanly.','Markdown','Repository','Intermediate',0,'online','manual','f19a9fe0d5737e1c19fb96869334f6eef6b21c3f6a15e8f27816f6cb3daa8c6c',100.0,1.77903108939878201e+09,1,'2025-06-30T16:08:02Z',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Design Patterns"]','["[DE FACTO STANDARD]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-06-30T16:08:02Z", "gh_stars": 359}');
-INSERT INTO "resources" VALUES('https://github.com/cloudogu/gitops-playground','github.com/cloudogu/gitops-playground#example-applications','','2021',5,'A fully configured local testing playground that showcases multi-tool GitOps pipelines. Includes pre-wired sample apps to help developers analyze live sync processes, drift reconciliation, and integration dynamics using ArgoCD and Flux.','Shell','Repository','Intermediate',1,'online','manual','a0429396c0d451066023ec05f8e6ce054c85c4f2b2d91a548401b5766a65c032',100.0,1.77903125584823894e+09,1,'2026-06-12T09:57:11Z',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Testing Environments"]','["[DE FACTO STANDARD]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-12T09:57:11Z", "gh_stars": 266}');
-INSERT INTO "resources" VALUES('https://github.com/cloudogu/jenkinsfiles','cloudogu/jenkinsfiles 🌟🌟🌟','','2021',5,'A comprehensive repository of production-ready Jenkinsfiles designed for modern enterprise software lifecycles. Offers reusable build scripts, container integration routines, and test suite automation loops.','Groovy','Code Repository','Intermediate',0,'online','manual','359d3987e7e51eaa143d920b4185887131c580def58388d8f4da4a990a60b4f3',100.0,1.77903073042681503e+09,1,'2023-10-31T08:24:10Z',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "Jenkins Architecture"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-10-31T08:24:10Z", "gh_stars": 299}');
-INSERT INTO "resources" VALUES('https://github.com/cloudogu/k8s-diagrams','==cloudogu/k8s-diagrams==','','2021',3,'A specialized CLI utility built to parse Kubernetes live states and manifest specifications directly into clean, structured architectural diagrams. Resolves the operational pain point of manual cluster mapping, providing engineers with an accurate visual layout of active workloads, routes, and cluster components.','Go','CLI Tool','Intermediate',0,'online','manual','357885af0faa759dba9d088cac75fe5c6bb3e95ea6828537acfbec65fdf4723e',100.0,1.77903413499064207e+09,1,'2025-01-09T10:26:06Z',NULL,NULL,NULL,'["Architecture & Visualization", "Kubernetes Visualizer", "Go"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md", "docs/kubernetes-tools.md", "docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md", "cloud-arch-diagrams.md", "kubernetes-tools.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2025-01-09T10:26:06Z", "gh_stars": 339}');
-INSERT INTO "resources" VALUES('https://github.com/cloudposse-terraform-components/aws-eks-argocd','AWS EKS Argo CD Terraform Component','','2023',4,'Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Standardizes complex security configurations, integrates with IAM Roles for Service Accounts (IRSA), and provisions preconfigured Helm releases.','HCL','Repository','Advanced',0,'online','manual','a9cedc5f0da32caf8a3e3fb228149e1dd3f7ebdbe428bfdde20904a90b25f24e',100.0,1.78173587651289606e+09,1,'2026-06-18T00:37:56.512896+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure as Code", "Terraform & AWS", "EKS Modules"]','["[ENTERPRISE-STABLE]"]','["docs/argo.md", "docs/gitops.md", "docs/kubernetes-tools.md"]','["argo.md", "gitops.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/cloudposse/atmos','github.com/cloudposse/atmos','','2024',3,'Atmos is a production-grade orchestration framework developed to coordinate large-scale multi-account, multi-region cloud configurations. By utilizing a clean hierarchical YAML stack structure, it integrates Terraform, OpenTofu, and Helmfile into consolidated environment manifests. It streamlines modular patterns and enforces strict security and tagging architectures.','Go','Framework','Advanced',0,'online','manual','20d5de9ef09c1eb07b18e0db2146be3215adea59d789d498bb2760d09dcb71e0',100.0,1.77903109741586709e+09,1,'2026-06-14T06:09:40Z',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration", "Enterprise Architectures"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:09:40Z", "gh_stars": 1310}');
+INSERT INTO "resources" VALUES('https://github.com/chen-keinan/mesh-kridik','chen-keinan/mesh-kridik','','2021',1,'A security auditing and compliance verification tool for cloud-native Service Meshes, validating configurations against strict benchmark rulesets. It supports meshes like Istio, Linkerd, and Consul.','Go','Security Tool','High',1,'online','manual',NULL,NULL,1.7793885983602519e+09,0,'2024-12-09T16:56:32Z',NULL,NULL,NULL,'["Security", "Service Mesh Security", "Audit Tools"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-09T16:56:32Z", "gh_stars": 27, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:18.679511+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/chenjd/terraform-101','==https://github.com/chenjd/terraform-101== 🌟','','2021',0,'A highly practical beginner-level code index focusing on Terraform basics, state management, module syntax, and provider declarations for deploying cloud infrastructure safely.','HCL','Repository','Beginner',0,'online','manual','125f6c2be505c4d1e2cb2932a9f8bec5e1e02cee514f6c61eb8c31bdefc0a857',100.0,1.7817359212821989e+09,1,'2026-06-18T00:38:41.282199+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Ecosystem", "Fundamental Syntaxes"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:19.401314+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/chenjiandongx/kubectl-count','github.com/chenjiandongx/kubectl-count','','2023',0,'A fast and minimal kubectl plugin designed to return resource counts grouped by namespace or specific kinds. It targets fast CLI inspections, though modern system administrators frequently replace it with k9s configurations or basic custom scripting.','Go','CLI Plugin','Beginner',0,'online','manual','01617c6a4198156e3ce2bb0ec9551eedf2c5993e7e7c2353355563c2340b99a8',100.0,1.77902947574851202e+09,1,'2022-08-02T06:39:24Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Resource Auditing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-02T06:39:24Z", "gh_stars": 39, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:20.107136+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/chenjiandongx/kubectl-images','kubectl-images','','2023',5,'A CLI plugin designed to scan, inventory, and display the exact container images actively deployed inside a cluster namespace. Essential for identifying outdated registry links and resolving missing image version tags.','Go','CLI Plugin','Beginner',0,'online','manual','13e98236ba3c418d71801ffe86340015965970737745a3ec9f6478e2aac5fd64',100.0,1.77903184483116698e+09,1,'2026-03-19T03:56:28Z',NULL,NULL,NULL,'["Observability", "CLI Utilities", "Image Security"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-19T03:56:28Z", "gh_stars": 277, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:20.816055+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/chmouel/kss','KSS - Kubernetes pod status on steroid','','2023',5,'A CLI utility designed to enhance pod status visibility, extracting high-fidelity information from Kubernetes clusters in real-time. It visualizes container terminations, restarts, and readiness probes with rich colors and status indicators, addressing the visual limitations of native `kubectl get pods`.','Rust','CLI Tool','Intermediate',0,'online','manual','c2896a9e8114fec52c2449b0bcaa1ade652c55a80699d08f20de4fc16b6228ac',100.0,1.77903035060924506e+09,1,'2026-01-31T17:46:22Z',NULL,NULL,NULL,'["Observability", "CLI Utilities", "Pod Status"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-31T17:46:22Z", "gh_stars": 43, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:21.506151+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/chr-fritz/csi-sshfs','chr-fritz/csi-sshfs','','2019',1,'A Container Storage Interface (CSI) plugin designed to mount remote directories securely over SSHFS/SFTP. It enables microservice instances to read and write directly to legacy external filesystems without custom FTP setups.','Go','CSI Driver','Advanced',0,'online','manual','a158dd061ff0926b72df24dc12c73014a8233f0f9c7485cb7cfc93ed9b4959a6',100.0,1779030025.31795,1,'2020-01-29T21:18:12Z',NULL,NULL,NULL,'["Storage & Data", "CSI Plugins", "Remote Mounting"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-01-29T21:18:12Z", "gh_stars": 30, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:22.254880+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/chrislusf/seaweedfs','chrislusf/seaweedfs','','2020',1,'A fast, highly scalable distributed storage engine that provides file and object hosting. This repository features native integration paths, enabling microservice workloads to access high-throughput file structures with rapid lookup times.','Go','Storage Platform','Advanced',0,'online','manual','de61a9b3d109057426969c8a7d760944d3795ffa627822a5be380f0c61eb3e90',100.0,1.7790314650983591e+09,1,'2026-06-08T06:18:52Z',NULL,NULL,NULL,'["Storage & Data", "Distributed File Systems", "Object Storage"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T06:18:52Z", "gh_stars": 26, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:22.998105+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/chrisns/cosign-keyless-demo','chrisns/cosign-keyless-demo: Cosign Keyless GitHub Action Demo','','2021',2,'A practical reference repository showcasing how to perform keyless container image signing inside GitHub Actions using Cosign. The blueprint demonstrates authenticating against Fulcio and Rekor using GitHub''s temporary identity tokens. Essential for platform engineers looking to implement secure-by-default CI/CD pipelines.','Go','Repository','Intermediate',1,'online','manual','d9b118c22b91aa81144ead0562da99a0ed5acfe3abf3c239535a8f8905b64325',100.0,1.77903342220426511e+09,1,'2023-01-31T22:31:51Z',NULL,NULL,NULL,'["Security", "Supply Chain Security", "Keyless Signing"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-31T22:31:51Z", "gh_stars": 14, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:23.720612+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/chrisns/k8s-opa-boilerplate','chrisns/k8s-opa-boilerplate','','2020',1,'A minimal, highly instructional boilerplate repository demonstrating Open Policy Agent (OPA) integration inside Kubernetes using Gatekeeper. Helps bootstrap policy-as-code paradigms to secure deployments and enforce structural admission controls.','Rego','Repository','Advanced',0,'online','manual','8a0b016f5f851d2b242d57ece34c8c4e59db74b3c5f76f5453c0f8fe58d69c84',100.0,1779033773.44563,1,'2026-06-02T18:15:17Z',NULL,NULL,NULL,'["Cloud Native", "Security", "Policy Enforcement"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/kustomize.md"]','["kustomize.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T18:15:17Z", "gh_stars": 18, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:24.458194+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/christopherhein/awesome-eks','christopherhein/awesome-eks: Awesome EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','93a9e5db618cb592b0f77817d16fab80c32bf37548e360f8f15b7b0d147ee9df',100.0,1.77903114718230199e+09,0,'2026-05-17T17:19:07.182302+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/jimmyraywv/awesome-eks", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:25.113846+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cicdops/awesome-ciandcd','Awesome CI/CD 🌟','','2025',3,'An extensive curated list capturing modern DevOps platforms, delivery engines, automated linting, security scanning, and container validation tools, acting as a foundational technical index for engineering teams.','Markdown','Repository','Intermediate',1,'online','manual','5a5b7c5fa80a5882bee04d962414e0db0c1332043f674bdac2b3db4bd7a9fbe5',100.0,1.7790310263363161e+09,1,'2026-04-14T12:29:54Z',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Resource Portals"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md", "docs/other-awesome-lists.md"]','["cicd.md", "other-awesome-lists.md"]','{}','{"gh_license": "GPL-2.0", "gh_pushed": "2026-04-14T12:29:54Z", "gh_stars": 1999, "is_special": true, "gh_open_issues_30d": 30, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:25.857165+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cilium/tetragon','Tetragon (Cilium)','','2022',5,'An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file system audit streams with zero container overhead.','Go','platform','Advanced',1,'online','manual','68c450ba0fe25e40514df915223a5935099e45961a55a65fa4f4551626c2b41d',100.0,1779031109.34794,1,'2026-06-14T09:06:49Z',NULL,NULL,NULL,'["Observability & Monitoring", "eBPF Runtime Enforcement", "Tetragon Platform"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:06:49Z", "gh_stars": 4749, "gh_open_issues_30d": 252, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:26.583956+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cinhtau/sonatype-nexus-waffle','github.com/cinhtau/sonatype-nexus-waffle','','2018',5,'An archived community plugin targeting Windows Active Directory single sign-on (SSO) authentication within Sonatype Nexus. Live grounding confirms it is obsolete, unmaintained, and legacy. Useful primarily as vintage integration code, modern Nexus deployments utilize modern OIDC and LDAP endpoints.','Java','Repository','Advanced',0,'online','manual','c430ab3d6f9179affd62ed9be3ed0189f8b99d15e900eeb970e8a68664b314db',100.0,1.77902961371268296e+09,1,'2019-05-17T19:12:19Z',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Integrations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2019-05-17T19:12:19Z", "gh_stars": 6, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:27.342900+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/circa10a/terraform-provider-mailform','github.com/circa10a/terraform-provider-mailform','','2021',1,'A niche experimental Terraform provider for the Mailform SaaS API. Serves as a great programmatic example for developers seeking to build customized provider architectures using standard SDK specifications.','Go','Provider','Intermediate',0,'online','manual','179c6253105400bd3692883c5767318d8a344c169d207f1887df3eb388847fae',100.0,1.77903215769201803e+09,1,'2025-11-12T03:06:44Z',NULL,NULL,NULL,'["Infrastructure as Code", "SaaS Integration", "Providers"]','["[EMERGING]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2025-11-12T03:06:44Z", "gh_stars": 14, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:28.053305+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cisagov/log4j-scanner','==cisagov/log4j-scanner==','','2021',0,'CISA''s open-source scanning tool designed to verify Log4j vulnerabilities by executing safe, targeted callback requests. It is a highly reliable diagnostic utility for auditing external attack surfaces and ensuring regulatory compliance. The tool remains an essential resource for enterprise security audits.','Python','Tool','Intermediate',0,'online','manual','48b61235254336a836b0f1b1ccccb13bfe62a090c6f91c115c0112ac63e4bae1',100.0,1.78173593004124498e+09,1,'2026-06-18T00:38:50.041245+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:28.754797+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr','chekr','','2022',1,'A lightweight utility designed to inspect Kubernetes configurations and validate them against upcoming resource deprecations and removals. By mapping API versions in manifest files to deprecation roadmaps, it prevents cluster upgrade disruptions. Active through 2026, it remains a useful command-line tool for pre-flight deployment audits.','Go','CLI Tool','Medium',0,'online','manual','7051b38f708de41e58bdb9317a2523365211292d7599f817c8c551fca5b23cc2',100.0,1.77903112635894703e+09,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Deprecation Check"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:29.446848+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr/issues/61','github.com issues: Generate Kyverno deprecation policies with chekr','','2022',1,'A specific technical issue and discussion detailing how to dynamically generate Kyverno deprecation policies using chekr. This represents an advanced integration pattern where declarative deprecation rules can be continuously generated and enforced at admission time. An invaluable resource in 2026 for automated platform upgrades.','Markdown','Documentation / Issue','Medium',0,'online','manual','64981e18ca235f20e325e03f8bd8e65477f0b0858a8a19b3df882c11da23659e',100.0,1.77903450002723503e+09,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Kyverno Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:30.138805+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/vulnerability-operator','ckotzbauer/vulnerability-operator','','2023',5,'Integrates scanning engines with active cluster runtimes, cross-referencing running container image tags against security databases to alert administrators to new vulnerabilities.','Go','Operator','Advanced',0,'online','manual','48b51a396e0e94d654e5e238dd08cc407cc44898fccfa028445cd33f29032737',100.0,1779032255.36903,1,'2026-06-13T13:29:42Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Scanning", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T13:29:42Z", "gh_stars": 87, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:30.868902+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/clanktron/k3s-ansible','clanktron/k3s-ansible','','2022',2,'A robust, multi-node Ansible playbook developed to cleanly orchestrate K3s setups, handle system dependencies, bind node components, and extract active kubeconfigs automatically.','YML','IaC','Intermediate',0,'online','manual','34d9e871c6f5b42ebfb9cdf1bf0744ffc0710c729a4535ea63be7ddf4f792add',100.0,1.779032017760185e+09,1,'2022-09-15T05:51:01Z',NULL,NULL,NULL,'["Edge & IoT", "Cluster Provisioning", "Ansible Roles"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-15T05:51:01Z", "gh_stars": 36, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:31.614963+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/clastix/capsule','==Capsule Operator==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','82756c4742f62a3e237316762b895ce70a87796f7ece4032aa7093de049c5e65',100.0,1.77902931026936197e+09,0,'2026-05-17T16:48:30.269362+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://github.com/projectcapsule/capsule", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:32.254111+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cli/cli','github.com/cli/cli','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a52e2e804b83b6dcd5c62fb973c6a49c969cf2ab698cf1ceb6de5e8c6cc46782',100.0,1.77903292066923809e+09,1,'2026-05-17T17:48:40.669238+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 1011, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:32.988555+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloud-ark/caastle','cloud-ark/caastle','','2021',1,'An application-focused operator designed to manage multi-tiered applications in Kubernetes using structured Custom Resources. By coordinating complex dependency lifecycles across different services, it attempts to simplify custom operator architecture. In 2026, it is primarily viewed as a research-level project.','Python','Kubernetes Operator','High',0,'online','manual','463ff6042883048fb4ccbba61b567694071bc7725dc37e8ba0a63107f2d49222',100.0,1.77903135669877791e+09,1,'2018-10-29T16:57:29Z',NULL,NULL,NULL,'["Platform", "Application Platform", "Custom Resources"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2018-10-29T16:57:29Z", "gh_stars": 26, "gh_open_issues_30d": 29, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:33.713260+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloud-ark/kubeplus','KubePlus - Kubernetes Operator to deliver Helm charts as-a-service 🌟','','2024',5,'Delivers Helm charts as managed services by generating dynamic APIs. It secures multi-tenant pipelines, enforces platform utilization policies, and integrates Helm deployments with custom billing engines.','Go','Operator','Advanced',0,'online','manual','e5a88a7c5feb987add38a79bfaec017b7fb35ebac325b9ec8f25e243ac32e335',100.0,1.77903002124825692e+09,1,'2026-06-03T15:05:24Z',NULL,NULL,NULL,'["Application Delivery", "Packaging", "SaaS Provisioning", "Operators"]','["[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": "2026-06-03T15:05:24Z", "gh_stars": 735, "gh_open_issues_30d": 36, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:34.438902+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloud-bulldozer/benchmark-operator','cloud-bulldozer/benchmark-operator: The Chuck Norris of cloud benchmarks','','2024',5,'Automates heavy performance testing (e.g., FIO, uperf) within active clusters. It deploys targets, isolates benchmark metrics, and exports execution data to visualization layers.','Go','Operator','Advanced',0,'online','manual','edfe3b8caa1da00123cb823ef49ca923957b0463f59db375b03fcd8ed2cef680',100.0,1.77903452153634905e+09,1,'2025-05-28T10:48:27Z',NULL,NULL,NULL,'["Reliability", "Testing", "Performance Benchmarking", "Operators"]','["[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": "2025-05-28T10:48:27Z", "gh_stars": 305, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:35.162248+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloud-bulldozer/kube-burner','kube-burner 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','59ce31168e8f6a50d9531f032f45f6daff0742dc413c3ff7f8c1467a566de664',100.0,1.77903102699635291e+09,0,'2026-05-17T17:17:06.996353+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kube-burner/kube-burner", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:35.810741+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloud-custodian/cloud-custodian','Cloud Custodian','','2026',5,'A robust, YAML-configured rules engine used by enterprise platform engineers to manage multi-cloud compliance, cost control, and security posture across AWS, Azure, and GCP. Automates cost-saving resource deletions, tag compliance, and real-time security remediation.','Python','Software','Advanced',0,'online','manual','4122fb4f0d8f8b9b1d5e3fd765197751c957199983189d480fa145cd59f6fc46',100.0,1.77903154029675197e+09,1,'2026-06-10T18:53:37Z',NULL,NULL,NULL,'["Cloud-Native Platforms", "Multi-Cloud Governance", "Compliance Engine"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T18:53:37Z", "gh_stars": 6007, "gh_open_issues_30d": 1669, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:36.563031+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloud-native-toolkit/multi-tenancy-gitops','==cloud-native-toolkit/multi-tenancy-gitops== 🌟','','2023',5,'A production-grade toolkit mapping GitOps and Argo CD architectures onto multi-tenant Kubernetes clusters. Outlines secure separation patterns, namespace isolations, and policy sync mechanisms for scaling environments.','Yaml / Shell','Repository','Advanced',0,'online','manual','9ee4507bfa3837182a87995eb7b7b398017cf6866580d56db23d50633424d1be',100.0,1.77903068091314291e+09,1,'2025-05-09T18:47:42Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Multi-Tenancy"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-09T18:47:42Z", "gh_stars": 120, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:37.280054+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloud66-oss/copper','Copper','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','771e183c89c06d4a087f0f058f4b331548fb3e0102fc42394040c8ab2fdeec2e',100.0,1.77902995028408288e+09,1,'2026-05-17T16:59:10.284083+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "Apache-2.0", "is_special": true, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:37.977563+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudalchemy/ansible-grafana','Grafana provisioning Ansible Role','','2026',5,'An automated Ansible role engineered by Cloud Alchemy to deploy, configure, and maintain Grafana services. It translates Grafana''s file-based provisioning API parameters into clean Ansible playbooks, standardizing monitoring stack deployments across virtualized environments.','Ansible','Ansible Role','Medium',0,'online','manual','3a341740ea64c94a440597d1bcb210033a257776c21175198d1f3bdea0086d82',100.0,1.77903042310657811e+09,1,'2023-05-31T04:20:45Z',NULL,NULL,NULL,'["Observability", "Visualization", "Infrastructure as Code"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-05-31T04:20:45Z", "gh_stars": 503, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:38.684823+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudalchemy/ansible-prometheus','github.com/cloudalchemy/ansible-prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','49fbffd8ca22637aabd9d0dfd6ed58b745d8ab892342cbf63b7aa50a1693f875',100.0,1.77903258929198908e+09,1,'2026-05-17T17:43:09.291989+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:39.370077+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudbees/groovy-cps','Continuation Passing Style (CPS)','','2021',5,'Curator Insight introduces the underlying Continuation Passing Style (CPS) engine used for executing asynchronous Groovy scripts in Jenkins pipelines. Live Grounding reveals that understanding CPS is critical for debugging serialization errors during master restarts. This technical library ensures execution state can survive controller crashes and resume safely.','Java','Repository','Advanced',0,'online','manual','eef92e14e2cb59c30055868b0d43826b08d5c782554e0cdd1dd79d84b8a624d4',100.0,1.77903429226672506e+09,1,'2022-11-04T20:42:58Z',NULL,NULL,NULL,'["DevOps", "Pipeline Execution Engine", "Groovy CPS", "Continuation Passing Style"]','["[DE FACTO STANDARD]"]','["docs/demos.md", "docs/jenkins.md"]','["demos.md", "jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-04T20:42:58Z", "gh_stars": 95, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:40.086599+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudflare/cf-terraforming',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','64fc22ae8c4fdef0283f5a3c2088ff9d4bea2f63b2941fc5838d496f091fba74',100.0,1.77903050011604094e+09,0,'2026-05-17T17:08:20.116041+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:40.813987+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudflare/lockbox','github.com/cloudflare/lockbox','','2022',5,'Cloudflare''s implementation of public-key encryption workflows to store secrets safely in git repositories before deployment. This cryptographic utility integrates directly with CI/CD platforms to protect values in transit. Highly stable cryptography library still referenced in modern platforms.','Go','Library','Medium',0,'online','manual','dc51dc2ef9e0675da15a20513c781d396760eff71566a1ebdb1ec3fb38e0f38e',100.0,1.77903101719385099e+09,1,'2026-04-23T22:37:37Z',NULL,NULL,NULL,'["Networking & Security", "Secret Management", "Encryption"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-04-23T22:37:37Z", "gh_stars": 183, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:41.539130+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudflare/sciuro','sciuro','','2021',2,'An experimental graphical interface developed by Cloudflare to visualize Kubernetes workloads, cluster nodes, and networking paths in real time. It was designed to highlight resource topology and mapping structures. In 2026, the repository is unmaintained but serves as an informative architectural archetype for web UI mapping.','TypeScript','Web Application','Medium',1,'online','manual','2fb02ebcd733d6320f3037287b7967cf6fde6b15a231274e7167e39d47f2ef97',100.0,1.779031715197263e+09,1,'2026-04-23T22:52:03Z',NULL,NULL,NULL,'["Operations", "Observability", "Visualizer"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-23T22:52:03Z", "gh_stars": 180, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:42.262627+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudfoundry/cf-for-k8s','cf-for-k8s','','2022',2,'An implementation of Cloud Foundry designed to run natively on Kubernetes, blending the Cloud Foundry developer experience (cf push) with Kubernetes infrastructure. By 2026, this repository is archived as Cloud Foundry has transitioned its Kubernetes strategy toward more modular tools (like Korifi), rendering this specific integrated project a legacy reference.','Go','Application Platform','High',1,'online','manual','5badd2857efd39600e8073bf023c6a93823e349066b6c8d844647f8228024456',100.0,1779032540.51896,1,'2022-08-03T22:59:25Z',NULL,NULL,NULL,'["Platform", "PaaS", "Cloud Foundry"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-03T22:59:25Z", "gh_stars": 292, "gh_open_issues_30d": 76, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:42.979123+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudnativelabs/kube-shell','==github.com/cloudnativelabs/kube-shell== ⭐','','2023',3,'An interactive command shell wrapper for kubectl that features context indicators, command completion, and inline help. While visually compelling, native terminal enhancements (such as zsh completions combined with fzf) have largely rendered this dedicated wrapper legacy.','Python','Interactive Shell CLI','Intermediate',0,'online','manual','b1713285344920ab656e80de1eaf56475ef556603f8f2d9624e0578d32da3304',100.0,1779031497.62229,1,'2022-11-02T12:34:48Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Interactive Shell"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-02T12:34:48Z", "gh_stars": 2393, "gh_open_issues_30d": 67, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:43.688882+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudogu/gitops-patterns','==github.com/cloudogu/gitops-patterns==','','2021',5,'An open directory detailing tested structural patterns for GitOps repo layouts. Helps architectural teams implement scalable environment propagation, secure branch systems, and robust template overlays cleanly.','Markdown','Repository','Intermediate',0,'online','manual','f19a9fe0d5737e1c19fb96869334f6eef6b21c3f6a15e8f27816f6cb3daa8c6c',100.0,1.77903108939878201e+09,1,'2025-06-30T16:08:02Z',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Design Patterns"]','["[DE FACTO STANDARD]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-06-30T16:08:02Z", "gh_stars": 359, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:44.470790+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudogu/gitops-playground','github.com/cloudogu/gitops-playground#example-applications','','2021',5,'A fully configured local testing playground that showcases multi-tool GitOps pipelines. Includes pre-wired sample apps to help developers analyze live sync processes, drift reconciliation, and integration dynamics using ArgoCD and Flux.','Shell','Repository','Intermediate',1,'online','manual','a0429396c0d451066023ec05f8e6ce054c85c4f2b2d91a548401b5766a65c032',100.0,1.77903125584823894e+09,1,'2026-06-12T09:57:11Z',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Testing Environments"]','["[DE FACTO STANDARD]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-12T09:57:11Z", "gh_stars": 266, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:45.192576+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudogu/jenkinsfiles','cloudogu/jenkinsfiles 🌟🌟🌟','','2021',5,'A comprehensive repository of production-ready Jenkinsfiles designed for modern enterprise software lifecycles. Offers reusable build scripts, container integration routines, and test suite automation loops.','Groovy','Code Repository','Intermediate',0,'online','manual','359d3987e7e51eaa143d920b4185887131c580def58388d8f4da4a990a60b4f3',100.0,1.77903073042681503e+09,1,'2023-10-31T08:24:10Z',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "Jenkins Architecture"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-10-31T08:24:10Z", "gh_stars": 299, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:45.937051+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudogu/k8s-diagrams','==cloudogu/k8s-diagrams==','','2021',3,'A specialized CLI utility built to parse Kubernetes live states and manifest specifications directly into clean, structured architectural diagrams. Resolves the operational pain point of manual cluster mapping, providing engineers with an accurate visual layout of active workloads, routes, and cluster components.','Go','CLI Tool','Intermediate',0,'online','manual','357885af0faa759dba9d088cac75fe5c6bb3e95ea6828537acfbec65fdf4723e',100.0,1.77903413499064207e+09,1,'2025-01-09T10:26:06Z',NULL,NULL,NULL,'["Architecture & Visualization", "Kubernetes Visualizer", "Go"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md", "docs/kubernetes-tools.md", "docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md", "cloud-arch-diagrams.md", "kubernetes-tools.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2025-01-09T10:26:06Z", "gh_stars": 339, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:46.663065+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudposse-terraform-components/aws-eks-argocd','AWS EKS Argo CD Terraform Component','','2023',4,'Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Standardizes complex security configurations, integrates with IAM Roles for Service Accounts (IRSA), and provisions preconfigured Helm releases.','HCL','Repository','Advanced',0,'online','manual','a9cedc5f0da32caf8a3e3fb228149e1dd3f7ebdbe428bfdde20904a90b25f24e',100.0,1.78173587651289606e+09,1,'2026-06-18T00:37:56.512896+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure as Code", "Terraform & AWS", "EKS Modules"]','["[ENTERPRISE-STABLE]"]','["docs/argo.md", "docs/gitops.md", "docs/kubernetes-tools.md"]','["argo.md", "gitops.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:47.448587+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudposse/atmos','github.com/cloudposse/atmos','','2024',3,'Atmos is a production-grade orchestration framework developed to coordinate large-scale multi-account, multi-region cloud configurations. By utilizing a clean hierarchical YAML stack structure, it integrates Terraform, OpenTofu, and Helmfile into consolidated environment manifests. It streamlines modular patterns and enforces strict security and tagging architectures.','Go','Framework','Advanced',0,'online','manual','20d5de9ef09c1eb07b18e0db2146be3215adea59d789d498bb2760d09dcb71e0',100.0,1.77903109741586709e+09,1,'2026-06-14T06:09:40Z',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration", "Enterprise Architectures"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:09:40Z", "gh_stars": 1310, "gh_open_issues_30d": 289, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:48.199777+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/cloudposse?q=terraform-','github.com/cloudposse?q=terraform-','','2025',5,'The premier repository suite of highly modular, enterprise-tested blueprints authored by Cloud Posse. These patterns are widely adopted for orchestrating complex AWS and Kubernetes infrastructure layers using declarative conventions.','HCL','Repository','Intermediate',1,'online','manual','222cf30de23f4494dc58700def560592c26ee19d8182496a9cec9e63d098a0f6',100.0,1779033806.74093,1,'2026-05-17T18:03:26.740930+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Curation", "Cloud Posse Modules"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/cloudtty/cloudtty','cloudtty/cloudtty: A Kubernetes Cloud Shell (Web Terminal) Operator','','2025',2,'CloudTTY is an operator-backed web terminal designed to securely run browser-based command shell windows inside Kubernetes. Leveraging native container APIs, it provides access to authorized shells without external SSH configurations, proving invaluable for multi-tenant developer portal integration.','Go','Operator / Web UI','Advanced',1,'online','manual','3028047efca167255852e833c529b4ebbc136ff241c39a55f7bfef920bff078c',100.0,1779029421.90367,1,'2026-05-21T06:52:50Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Web Terminal"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-21T06:52:50Z", "gh_stars": 655}');
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+INSERT INTO "resources" VALUES('https://github.com/cni-genie/CNI-Genie','CNI-Genie','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','86431846eeb87d1bd76fb941fa4b2156d7b39cf1ceb2cf7e0be39dd82f532351',100.0,1.77903134989142489e+09,1,'2026-05-17T17:22:29.891425+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"gh_license": "Apache-2.0", "gh_open_issues_30d": 42, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:52.586676+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cnrancher/autok3s','cnrancher/autok3s','','2023',3,'Curator Insight defines autok3s as a lightweight tool to provision and manage K3s clusters across various cloud providers. Live engineering truth in 2026 notes that its development has stabilized, functioning well for localized multi-cloud rapid prototyping. It provides an API and a CLI wrapper to simplify provisioning on AWS, Alibaba, and Tencent Cloud.','Go','Code Repository','Medium',0,'online','manual','1c1ad8e505e61906ce2c7b545f0e5cd62a00cc56b4fbf1dda53728c345269f05',100.0,1.779030022644068e+09,1,'2025-11-25T08:19:31Z',NULL,NULL,NULL,'["Edge Computing", "Kubernetes Provisioning", "AutoK3s"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-11-25T08:19:31Z", "gh_stars": 938, "gh_open_issues_30d": 52, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:53.321235+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/codecentric/spring-boot-admin','codecentric''s Spring Boot Admin UI 🌟','','2026',5,'A popular community dashboard engineered to coordinate, monitor, and manage Spring Boot applications. By parsing actuator telemetry data, it displays real-time statistics including thread states, JVM metrics, memory usage, dynamic logging levels, and distributed transaction status.','Java','Tool','Intermediate',1,'online','manual','68187b3accb6b796cf3f24c30de656df4f4bf632336a27078b4401d695c31da1',100.0,1.77903101255946898e+09,1,'2026-06-13T18:44:23Z',NULL,NULL,NULL,'["Spring Ecosystem", "Observability", "Administration UI"]','["[DE FACTO STANDARD]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T18:44:23Z", "gh_stars": 12828, "gh_open_issues_30d": 47, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:55.502699+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/codecrafters-io/build-your-own-x','Build Your Own X','','2024',5,'An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogical exploration of core engineering systems.','English','Repository','Advanced',0,'online','manual','b2853cf5c0430a748f639c71fd07733cc66e705c5ace8005cc37bdeca30e97e0',100.0,1.78173592113429904e+09,1,'2026-06-18T00:38:41.134299+02:00',NULL,NULL,NULL,'["Software Engineering", "Education", "Systems Programming"]','["[DE FACTO STANDARD]"]','["docs/devel-sites.md", "docs/introduction.md", "docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md", "devel-sites.md", "introduction.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 506, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:56.263798+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/coderanger/migrations-operator','coderanger/migrations-operator: Migrations-Operator','','2024',5,'This controller coordinates database schema migration jobs relative to active deployment rollouts. By intercepting deployment events, it executes schema changes as blocking preparatory steps, ensuring application microservices only start up once target database structures align.','Go','Repository','Intermediate',1,'online','manual','621080d14963a805f53f5cb620b78e4b254f7aceb764eded9b214d0ace704973',100.0,1.77903144914970588e+09,1,'2025-06-10T07:31:27Z',NULL,NULL,NULL,'["Data & Databases", "Lifecycle Management", "Schema Migrations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-10T07:31:27Z", "gh_stars": 136, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:56.969768+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/codesenberg/bombardier','codesenberg/bombardier 🌟','','2017',4,'A high-performance, concurrent HTTP benchmarking and load generation tool written in Go. Utilizing standard fasthttp routines, it generates substantial networking loads to test the horizontal scalability and limits of Kubernetes services.','Go','CLI Tool','Intermediate',0,'online','manual','4448392cd8e9b16e3e7d2107e19aa3d457adee5d229d47139ad4911f1cdf4019',100.0,1.77903358397102594e+09,1,'2026-03-31T13:01:05Z',NULL,NULL,NULL,'["Observability & Performance", "Performance Testing", "Load Generation"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-31T13:01:05Z", "gh_stars": 6796, "gh_open_issues_30d": 27, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:57.657643+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/colbymchenry/codegraph','CodeGraph','Pre-indexed local code knowledge graph designed to optimize context and tool usage for AI coding agents.','2026',4,'An advanced, local-first code intelligence tool that generates a semantic knowledge graph of repository structures, symbols, and dependencies using Tree-sitter parsing. Explicitly designed to support AI coding agents such as Claude Code, Cursor, and Codex over Model Context Protocol (MCP), it enables agents to resolve queries through lightweight graph traversals rather than expensive, repetitive file scans. By caching symbol relationships locally, it cuts agent exploration tool calls by up to 70% and drastically reduces LLM token consumption in active development workflows.','en','GitHub Repository','Advanced',0,'online','automatic','aa066a24524051cced36b29d95217065cf3460f6289ee45d67e2bd5314cc1c0d',NULL,1.78035214849394392e+09,0,'2026-06-01T00:22:31Z',NULL,NULL,NULL,'["AI Agents", "Model Context Protocol", "Semantic Search", "Developer Tools"]','["EMERGING", "COMMUNITY-TOOL"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-06-01T00:22:31Z", "gh_stars": 36643, "reputation_status": "Vetted", "reputation_summary": "Vetted and trending tool with viral adoption in the developer community, praised for cutting Claude Code token costs.", "social_preview_url": "https://opengraph.githubassets.com/1bc2c1f9b88a9c7fccf7a845c9f892fcf6f65efa74d296b40081a8452f0a6d80/colbymchenry/codegraph", "source_provenance": "X.com (midudev)", "suggested_new_category": "ai-development-tools", "gh_open_issues_30d": 273, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:58.328400+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/collabnix/kubetools',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','601a1e421a215648e6e2a4a0ff9b01304a57b267f5564df9808d9c14e39757f1',100.0,1.77903297808875393e+09,0,'2026-05-17T17:49:38.088754+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"is_special": true, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:59.041407+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/collections/learn-to-code','github.com/collections/learn-to-code 🌟','','2026',0,'An official curated GitHub collection designed to outline primary programming routes, fundamental data structures, and foundational algorithms. Helps novice and intermediate engineers rapidly build software development skills.','N/A','GitHub Collection','Beginner',0,'online','manual','88f419dec7275f96ab2855afcc2f49d1899b97dfae0ee30d0ce630bbff52ffe9',100.0,1.78173612287694692e+09,1,'2026-06-18T00:42:02.876947+02:00',NULL,NULL,NULL,'["Software Engineering", "Education", "Foundations"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:59.661397+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/commjoen/wrongsecrets','==commjoen/wrongsecrets: OWASP WrongSecrets==','','2026',4,'OWASP WrongSecrets is an interactive training app containing purposely exposed secrets across various cloud-native scenarios (e.g., inside Docker layers, K8s configs, cloud stores). Excellent for developer training, team labs, and security awareness auditing.','Java','Repository','Intermediate',1,'online','manual','39e152f28c760f881808bd94a569729ed8f9a09702af02f5671d792e3fcac423',100.0,1.77902980221870398e+09,1,'2026-04-18T04:13:48Z',NULL,NULL,NULL,'["Security", "Education & Training", "Vulnerable Labs"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-04-18T04:13:48Z", "gh_stars": 0, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:28:00.431888+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/config-syncer/config-syncer','kubeops/config-syncer: Config Syncer (previously Kubed)','','2017',4,'Config Syncer (previously known as Kubed) is a Kubernetes operator designed to sync ConfigMaps and Secrets across multiple namespaces or cluster systems. It allows operations teams to configure central payloads with dynamic automated replication.','Go','Operator','Medium',1,'online','manual','754c57db37a7ea1db931009daa59653fbc5d9e9b1efe6165576e68eca559a84b',100.0,1.77913049496918392e+09,1,'2026-05-16T02:04:01Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Secret Distribution"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-16T02:04:01Z", "gh_stars": 1017}');
 INSERT INTO "resources" VALUES('https://github.com/configurator/kubefs','kubefs','','2021',5,'A virtual file system mount that represents active Kubernetes configuration namespaces and resources as standard local directory paths. Allows operators to inspect running container configs and logs using standard file explorers.','Go','CLI Tool','Advanced',0,'online','manual','8b986e8658e951ec1116fe47a0ca27d15fcc58a43f050b427af34dbf0caeb86c',100.0,1.77903053177552294e+09,1,'2020-06-23T19:38:50Z',NULL,NULL,NULL,'["Developer Experience", "Filesystems", "Resource Visualization"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-06-23T19:38:50Z", "gh_stars": 93}');
 INSERT INTO "resources" VALUES('https://github.com/containerd/containerd','containerd - An open and reliable container runtime','','2026',5,'containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker''s native runtime engine in Kubernetes, containerd has emerged as the de facto execution engine for production-grade orchestrators.','Go','Repository','Advanced',0,'online','manual','ce5d5ddc82dcb8a73ef4182dc00d67cdcbd4cd05311a18d932eb4ac6dd55b7f4',100.0,1.77902912140910291e+09,1,'2026-06-13T19:17:34Z',NULL,NULL,NULL,'["Container Runtime", "Core Infrastructure", "Execution Engines"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md", "docs/docker.md", "docs/kubernetes.md"]','["container-managers.md", "docker.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T19:17:34Z", "gh_stars": 20835}');

data/news_digest.json

@@ -6480,6 +6480,6 @@
         "method": "gemini"
       }
     },
-    "last_updated": "2026-06-19T14:59:33.005930+02:00"
+    "last_updated": "2026-06-19T15:30:36.058695+02:00"
   }
 }

docs/static/v2_elite.css

@@ -363,9 +363,15 @@ a {
 }
 
 .hero-badge-icon {
-  font-size: 2rem;
+  /* Match the 100px logo <img> box on the other hero cards so the
+     emoji-based Intelligence Digest card is the same height. */
+  height: 100px;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  font-size: 3.5rem;
   line-height: 1;
-  margin-bottom: 4px;
+  margin-bottom: 12px;
 }
 
 .hero-badge-title {

scripts/normalize_gh_pushed.py

@@ -0,0 +1,53 @@
+"""One-off migration: normalize `gh_pushed` to None.
+
+The enrichment writers historically stored the string "N/A" in the date
+field `gh_pushed` when GitHub data was unavailable. That literal reached
+`datetime.fromisoformat()` in the safety audit and curator, producing
+"Invalid isoformat string: 'N/A'" warnings (and, combined with other null
+fields, an aborted audit). The writers now emit None; this script cleans
+the existing inventory so the stored data matches.
+
+Usage:
+    python3 -m scripts.normalize_gh_pushed --dry-run   # report only
+    python3 -m scripts.normalize_gh_pushed             # apply + save (YAML+SQL)
+
+NOTE: save_inventory() round-trips through in-memory SQLite, and SQLite's
+iterdump renders REAL columns (e.g. epoch timestamps) with version-specific
+float precision. Running this on a machine whose SQLite differs from the one
+that generated the committed inventory.sql will rewrite ~all rows with no
+semantic change. Run it in CI (same SQLite as the pipeline) so the committed
+diff stays limited to the actual gh_pushed values.
+"""
+import sys
+
+from src.inventory_manager import load_inventory, save_inventory
+from src.logger import log_event
+
+BAD_VALUES = {"N/A", "NONE", ""}
+
+
+def main(dry_run: bool):
+    inv = load_inventory()
+    changed = 0
+    for url, meta in inv.items():
+        if not isinstance(meta, dict):
+            continue
+        pushed = meta.get("gh_pushed")
+        if isinstance(pushed, str) and pushed.strip().upper() in BAD_VALUES:
+            changed += 1
+            if not dry_run:
+                meta["gh_pushed"] = None
+
+    log_event(f"[Migration] gh_pushed normalize: {changed} entries with non-date value")
+    if dry_run:
+        log_event("[Migration] dry-run — no files written")
+        return
+    if changed:
+        save_inventory(inv)
+        log_event(f"[Migration] saved inventory (YAML+SQL); normalized {changed} entries")
+    else:
+        log_event("[Migration] nothing to change")
+
+
+if __name__ == "__main__":
+    main(dry_run="--dry-run" in sys.argv)

src/agentic_curator.py

@@ -115,9 +115,13 @@ async def evaluate_extracted_assets(raw_assets: List[Dict]) -> Dict[str, Dict]:
             gh_meta = await _get_github_activity(asset["url"]) if "github.com" in asset["url"] else {}
             
             mvq_penalty = False
-            if gh_meta.get("gh_pushed"):
-                ld = datetime.fromisoformat(gh_meta["gh_pushed"].replace("Z", "+00:00"))
-                if (datetime.now(ld.tzinfo) - ld).days > (365 * 4): mvq_penalty = True
+            pushed = gh_meta.get("gh_pushed")
+            if pushed and str(pushed).strip().upper() not in ("N/A", "NONE"):
+                try:
+                    ld = datetime.fromisoformat(str(pushed).replace("Z", "+00:00"))
+                    if (datetime.now(ld.tzinfo) - ld).days > (365 * 4): mvq_penalty = True
+                except Exception as e:
+                    log_event(f"[WARN] MVQ penalty date parse for {asset['url']}: {str(e)[:100]}")
             
             batch_data.append({
                 "asset": asset, "content": web_content[:1500], "hash": c_hash, 

src/fast_enrich.py

@@ -50,7 +50,7 @@ def get_readable_category(category: str) -> str:
 async def fetch_github_metadata(client: httpx.AsyncClient, url: str, sem: asyncio.Semaphore) -> tuple[str, dict]:
     default_meta = {
         "gh_stars": 0,
-        "gh_pushed": "N/A",
+        "gh_pushed": None,  # date field: unknown = None, never the string "N/A"
         "gh_license": "N/A"
     }
     match = re.search(r'github\.com/([^/]+/[^/]+)', url)
@@ -72,20 +72,20 @@ async def fetch_github_metadata(client: httpx.AsyncClient, url: str, sem: asynci
                 lic_id = lic.get("spdx_id", "N/A") if isinstance(lic, dict) else "N/A"
                 return url, {
                     "gh_stars": data.get("stargazers_count", 0),
-                    "gh_pushed": data.get("pushed_at", "N/A"),
+                    "gh_pushed": data.get("pushed_at"),
                     "gh_license": lic_id
                 }
             elif resp.status_code == 404:
                 return url, {
                     "gh_stars": 0,
-                    "gh_pushed": "N/A",
+                    "gh_pushed": None,
                     "gh_license": "N/A",
                     "status": "dead"
                 }
             else:
                 return url, {
                     "gh_stars": 0,
-                    "gh_pushed": "N/A",
+                    "gh_pushed": None,
                     "gh_license": "N/A",
                     "status": "unreachable"
                 }

src/gemini_utils.py

@@ -211,7 +211,7 @@ async def get_github_activity(url: str) -> Dict:
     """
     default_meta = {
         "gh_stars": 0,
-        "gh_pushed": "N/A",
+        "gh_pushed": None,  # date field: unknown = None, never the string "N/A"
         "gh_license": "N/A"
     }
     match = re.search(r'github\.com/([^/]+/[^/]+)', url)
@@ -236,7 +236,7 @@ async def get_github_activity(url: str) -> Dict:
                 lic_id = lic.get("spdx_id", "N/A") if isinstance(lic, dict) else "N/A"
                 return {
                     "gh_stars": data.get("stargazers_count", 0),
-                    "gh_pushed": data.get("pushed_at", "N/A"),
+                    "gh_pushed": data.get("pushed_at"),
                     "gh_license": lic_id
                 }
     except Exception as e:

src/inventory_manager.py

@@ -113,7 +113,7 @@ def save_inventory(inv: Dict, shard_file: str = None):
         addition_method TEXT,
         content_hash TEXT,
         health_score REAL,
-        last_checked REAL,
+        last_checked INTEGER,
         needs_ai_refresh BOOLEAN,
         discovered_at TEXT,
         last_ai_eval TEXT,
@@ -139,7 +139,16 @@ def save_inventory(inv: Dict, shard_file: str = None):
     for url, entry in inv.items():
         if not isinstance(entry, dict):
             continue
-            
+
+        # last_checked is a coarse staleness timestamp (epoch seconds). Normalize
+        # it to int on the entry itself — before building the SQL record AND the
+        # YAML dump below — so both serializations agree, and SQLite's
+        # version-specific REAL->text float formatting can't rewrite every row on
+        # dump. Sub-second precision is not used by any reader.
+        lc = entry.get("last_checked")
+        if isinstance(lc, float):
+            entry["last_checked"] = int(lc)
+
         record = {col: entry.get(col) for col in columns if col not in ["hierarchy", "tags", "v1_locations", "v2_locations", "youtube_mosaic", "extra_metadata"]}
         record["url"] = url
         
@@ -160,7 +169,7 @@ def save_inventory(inv: Dict, shard_file: str = None):
         # Conversions
         record["is_microservice"] = 1 if record.get("is_microservice") else 0
         record["needs_ai_refresh"] = 1 if record.get("needs_ai_refresh") else 0
-        
+
         placeholders = ", ".join(["?"] * len(columns))
         values = [record[col] for col in columns]
         cursor.execute(f"INSERT OR REPLACE INTO resources ({', '.join(columns)}) VALUES ({placeholders})", values)

src/reorganize_mosaic.py

@@ -18,16 +18,24 @@ def load_inventory_channels():
         
     channels = []
     for url, entry in inventory.items():
-        if isinstance(entry, dict) and 'youtube_mosaic' in entry:
-            metadata = entry['youtube_mosaic']
-            channels.append({
-                'title': entry.get('title', 'Unknown Channel'),
-                'url': url,
-                'image': metadata.get('image', ''),
-                'category': metadata.get('category', 'learning_influencers_communities'),
-                'order_v1': metadata.get('order_v1', 9999),
-                'order_v2': metadata.get('order_v2', 9999)
-            })
+        if not isinstance(entry, dict):
+            continue
+        metadata = entry.get('youtube_mosaic')
+        # Every inventory entry carries a 'youtube_mosaic' column that the SQL
+        # round-trip materializes as an empty dict {}, so a bare key-presence
+        # check matches the entire inventory and explodes the mosaic to ~18k
+        # logos. Only treat an entry as a mosaic channel when it actually has
+        # mosaic metadata with a logo image.
+        if not isinstance(metadata, dict) or not metadata.get('image'):
+            continue
+        channels.append({
+            'title': entry.get('title', 'Unknown Channel'),
+            'url': url,
+            'image': metadata.get('image', ''),
+            'category': metadata.get('category', 'learning_influencers_communities'),
+            'order_v1': metadata.get('order_v1', 9999),
+            'order_v2': metadata.get('order_v2', 9999)
+        })
     return channels
 
 def build_v2_mosaic_markdown_from_channels(channels):

v2-docs/feed.xml

@@ -5,7 +5,7 @@
     <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 12:59:33 -0000</lastBuildDate>
+    <lastBuildDate>Fri, 19 Jun 2026 13:30:36 -0000</lastBuildDate>
     <atom:link href="https://nubenetes.com/feed.xml" rel="self" type="application/rss+xml"/>
     <item>
       <title>Kubecost 🌟</title>

v2-mkdocs.yml

@@ -99,7 +99,7 @@ extra:
 extra_css:
   - https://fonts.googleapis.com/css2?family=Inter:wght@400;500;700&display=swap
   - static/extra.css
-  - static/v2_elite.css?v=2.9.2
+  - static/v2_elite.css?v=2.9.7
 
 extra_javascript:
   - static/v2_filter.js