release: v2.9.13 — CI race-condition hardening & advisory PR Guardian

2026-09-01 08:07:19 +00:00 · 2026-06-19 19:06:46 +02:00
parent 60abdc60d5 44b4b81317
commit 5eb42de7da
12 changed files with 1073 additions and 241 deletions
@@ -66,8 +66,12 @@ jobs:
            echo "No changes in inventory to commit."
          else
            git commit -m "chore: update inventory stars and licenses [skip ci]"
-            git pull origin develop --rebase
-            git push origin develop
+            # Retry rebase+push to survive concurrent bot pushes to develop.
+            for i in {1..5}; do
+              git pull origin develop --rebase && git push origin develop && exit 0
+              echo "Push attempt $i/5 rejected — retrying..."; sleep $((i * 3))
+            done
+            echo "::error::Inventory metadata push failed after 5 attempts."; exit 1
          fi

      - name: Persist Incremental Inventory to Cache
@@ -80,8 +80,12 @@ jobs:
            echo "No changes in AI analysis to commit."
          else
            git commit -m "chore: update inventory AI analysis"
-            git pull origin develop --rebase
-            git push origin develop
+            # Retry rebase+push to survive concurrent bot pushes to develop.
+            for i in {1..5}; do
+              git pull origin develop --rebase && git push origin develop && exit 0
+              echo "Push attempt $i/5 rejected — retrying..."; sleep $((i * 3))
+            done
+            echo "::error::Inventory AI-analysis push failed after 5 attempts."; exit 1
          fi

      - name: Persist Incremental Inventory to Cache
@@ -90,8 +90,12 @@ jobs:
            echo "No automated changes to commit."
          else
            git commit -m "docs: update Video Hub with high-fidelity metadata"
-            git pull origin develop --rebase
-            git push origin develop
+            # Retry rebase+push to survive concurrent bot pushes to develop.
+            for i in {1..5}; do
+              git pull origin develop --rebase && git push origin develop && exit 0
+              echo "Push attempt $i/5 rejected — retrying..."; sleep $((i * 3))
+            done
+            echo "::error::Video Hub push failed after 5 attempts."; exit 1
          fi

      - name: Persist Incremental Inventory Cache
@@ -59,38 +59,33 @@ jobs:
          git config --global user.name "Nubenetes Bot"
          git config --global user.email "bot@nubenetes.com"
          export PYTHONPATH=$PYTHONPATH:.
-          # Pull latest before committing to shrink the conflict window
-          git pull --no-rebase origin develop
-          # Re-run updater so metrics reflect the latest remote state
-          python src/readme_updater.py
-          python src/safety_readme.py
-          git add README.md
-          if git diff --staged --quiet; then
-            echo "No changes in README.md to commit."
-            exit 0
-          fi
-          git commit -m "docs: automated README metric synchronization [skip ci]"
-          # Push-first loop: try push, then merge-pull on rejection (not rebase)
-          # Using merge avoids --ours/--theirs confusion that plagued the rebase approach
+          # README.md is a *pure function* of the inventory, so we never need to
+          # preserve a local README state: each attempt hard-resets to the freshest
+          # remote tip, regenerates, commits and pushes. This eliminates the two
+          # failure classes that previously broke this job:
+          #   1. Dirty-tree abort — the earlier steps modify README.md, then
+          #      `git pull` aborted with "local changes would be overwritten by merge".
+          #   2. Merge/rebase --ours/--theirs confusion under concurrent bot pushes.
+          # A push can now only be rejected if the remote advanced between reset and
+          # push; we simply retry from the new tip. No conflict resolution required.
          for i in {1..5}; do
-            echo "Push attempt $i/5..."
+            echo "README sync attempt $i/5..."
+            git fetch origin develop
+            git reset --hard origin/develop
+            python src/readme_updater.py
+            python src/safety_readme.py
+            git add README.md
+            if git diff --staged --quiet; then
+              echo "README already in sync with inventory. Nothing to commit."
+              exit 0
+            fi
+            git commit -m "docs: automated README metric synchronization [skip ci]"
            if git push origin develop; then
              echo "Push succeeded on attempt $i."
              exit 0
            fi
-            echo "Attempt $i rejected — integrating remote changes via merge..."
-            git fetch origin develop
-            if ! git merge --no-edit -X ours origin/develop; then
-              # Merge could not auto-resolve; keep bot's README and continue
-              git checkout --ours README.md
-              git add README.md
-              GIT_EDITOR=true git merge --continue
-            fi
-            # Re-compute metrics on the merged state (idempotent)
-            python src/readme_updater.py
-            python src/safety_readme.py
-            git add README.md
-            git diff --staged --quiet || git commit --amend --no-edit
+            echo "Attempt $i rejected — remote advanced, retrying from fresh tip..."
            sleep $((i * 3))
          done
-          git push origin develop
+          echo "::error::README sync failed after 5 attempts (persistent write contention on develop)."
+          exit 1
@@ -10,6 +10,11 @@ on:
        required: false
        type: string

+# Cancel superseded Guardian runs when a PR is updated (saves CI minutes + Gemini calls).
+concurrency:
+  group: pr-guardian-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
 jobs:
  agentic-presubmit:
    runs-on: ubuntu-latest
@@ -35,6 +40,11 @@ jobs:
          pip install --no-cache-dir pydantic PyGithub httpx fake-useragent pytz python-dotenv pyyaml tenacity

      - name: Run PR Guardian Analysis
+        # Advisory gate: the Guardian is an AI heuristic that can misattribute
+        # pre-existing lines or mischaracterize a PR. It always posts its findings
+        # as a PR comment, but a non-zero exit must NOT show the PR as a blocking
+        # red ❌. continue-on-error keeps the check green while preserving the comment.
+        continue-on-error: true
        env:
          GEMINI_API_KEY_1: ${{ secrets.GEMINI_API_KEY_1 }}
          GEMINI_API_KEY_2: ${{ secrets.GEMINI_API_KEY_2 }}
@@ -10,6 +10,11 @@ on:
    paths:
      - '**/*.md'

+# Supersede in-flight lint runs for the same PR/branch on new commits.
+concurrency:
+  group: md-linter-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
 jobs:
  lint:
    runs-on: ubuntu-latest
@@ -5,6 +5,16 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).

+## [[2.9.13]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.13) - 2026-06-19
+
+### Fixed
+- **README Sync Dirty-Tree / Race Failure (root cause)**: `05.1.readme_sync.yml` modified `README.md` in earlier steps and then ran `git pull`, which aborted with *"Your local changes to README.md would be overwritten by merge"* — guaranteed to fail whenever a concurrent bot commit (e.g. the V2 Publisher's `[skip ci]` sync) advanced `develop` first. Rewrote the commit step as a `fetch → reset --hard origin/develop → regenerate → commit → push` retry loop. Since `README.md` is a *pure function* of the inventory, hard-resetting to the freshest remote tip is always safe and removes the merge-conflict and `--ours/--theirs` confusion classes entirely. A push is now only rejected if the remote advances mid-attempt, in which case it retries from the new tip.
+
+### Changed
+- **Inventory Push Retries (03.1 / 03.2 / 03.3)**: The metadata, AI-analysis and Video-Hub workflows did a single `git pull --rebase && git push` with no retry, so any rejection from a concurrent push failed the run. Wrapped each in a 5-attempt rebase+push loop (matching the proven `09.weekly_digest.yml` idiom).
+- **PR Guardian is now advisory (07.1)**: The AI presubmit is a heuristic that can misattribute pre-existing lines or mischaracterize a PR (it flagged an untouched `about.md` line on PR #392). It still posts its findings as a PR comment, but `continue-on-error: true` stops a non-zero exit from showing the PR as a blocking red ❌. Added PR-scoped `concurrency` so superseded runs are cancelled (saving CI minutes and Gemini calls).
+- **Markdown Linter concurrency (07.2)**: Added PR/branch-scoped `concurrency` with `cancel-in-progress` so new commits supersede in-flight lint runs.
+
 ## [[2.9.12]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.12) - 2026-06-19

 ### Fixed
@@ -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** | **6186+** |
+| **Total Commits** | **6189+** |
 | **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 | 2627 | 10,849 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 2630 | 10,861 | **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, 10849]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2627]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 10861]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2630]
 ```
 <!-- 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 | 501 | 2,069 | Active Curation |
+| 2026-06 | 504 | 2,081 | Active Curation |
 <!-- MONTHLY_SURGE_END -->

 ### 2.4. Content Distribution and Semantic Clustering
@@ -6702,212 +6702,212 @@ INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/krew-index/bl
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-INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner','github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner'' 🌟','','2026',5,'The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD IOPS while retaining Kubernetes persistent storage abstractions.','Go','Code','Advanced',0,'online','manual','d55aae704510a8fd094de9bf43a26277d0e6df1a1003238b3ff63346d602b55d',100.0,1779032080,1,'2026-06-14T08:33:31Z',NULL,NULL,NULL,'["Kubernetes Storage Implementation", "Persistent Volumes & Provisioners", "Local Storage"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:33:31Z", "gh_stars": 1200}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler','github.com/kubernetes: **Kubernetes Cluster Autoscaler**','','2026',5,'The official Kubernetes core component that dynamically alters cloud provider node counts based on scheduling pressures. Despite modern alternatives like Karpenter, it remains the most stable, widely deployed cluster-scaling standard across global cloud architectures.','Go','Repository','Advanced',0,'online','manual','45fa4e240e0e3f9d51e8ce957e7db11ecb736f472619a1678cd6425e7b6d579b',100.0,1779029075,1,'2026-06-13T07:49:29Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Infrastructure Scaling", "Cluster Autoscaler"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:49:29Z", "gh_stars": 8878}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler','VPA: Vertical Pod Autoscaler','','2026',5,'Official repository and implementation guide for the Kubernetes Vertical Pod Autoscaler. Focuses on dynamically adjusting CPU and memory requests/limits of workloads, optimizing resource distribution, and reducing idle costs.','Go','Repository','Advanced',0,'online','manual','ba14c614b6fe15d0119fd2b4b849d83747824660801db6b4c954a5cc94843dcd',100.0,1779031360,1,'2026-06-13T07:49:29Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Core Concepts", "Vertical Scaling API"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:49:29Z", "gh_stars": 8878}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/client-go','kubernetes/client-go: Go client for Kubernetes 🌟','','2026',5,'The official Go SDK for managing Kubernetes clusters. It features critical API client mechanics like Informers, Lister-Watchers, work queues, and rate-limiting structures to build high-performance production controllers.','Go','Library','Advanced',0,'online','manual','673297f64673b2774e0328a723c5674cecea1495ce025d9052cc13dc14e207bb',100.0,1779033040,1,'2026-06-12T18:56:57Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Go Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md", "docs/openshift-pipelines.md"]','["kubernetes-client-libraries.md", "openshift-pipelines.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:56:57Z", "gh_stars": 9837}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/main/README.md','Kubernetes Special Interest Groups (SIGs)','','2024',5,'The master repository outlining the governance structures and work distribution across Special Interest Groups (SIGs). Serves as the blueprint for code contributions and technical decisions.','N/A','Repository','Advanced',0,'online','manual','00b2d13fb802d80b65339b63118ec76c99d190434f89d7545e196554b79ff6de',100.0,1779130494,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Community & Governance", "SIGs", "Governance"]','["DE FACTO STANDARD"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886}');
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-INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/README.md','Kubernetes Special Interest Groups (SIGs)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d28cde42d4dfdb0d67e46daea15f0e39b9799e43e0b693933462a3c479ce5cd6',100.0,1779034217,0,'2026-05-17T18:10:17.746814+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/blob/main/README.md"}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-limits/thresholds.md','github.com/kubernetes: Kubernetes Scalability thresholds','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bc22af360e812d6bc8184d1dc2c40ca13105c84c48fa8619ad9e3c2c67f08bd8',100.0,1779034534,0,'2026-05-17T18:15:34.136387+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md"}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/tree/main/icons','github.com/kubernetes: Kubernetes Icons Set','','2023',5,'The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating highly precise architectural designs of cloud-native infrastructure.','None','Asset Pack','Beginner',0,'online','manual','a94c5d163013c2889e7907f2966596a70e3f7aac5e80e4264bbff5846ac09ca5',100.0,1779130494,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "Kubernetes"]','["[DE FACTO STANDARD]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/tree/master/icons','==github.com/kubernetes: Kubernetes Icons Set==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','39e4162d41bfbbd8f809f8f62084dab0af4f8de8f2459bdacd5fc4bc58337190',100.0,1779032757,0,'2026-05-17T17:45:57.162500+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/tree/main/icons"}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/enhancements','NodeLocal DNSCache','','2026',5,'The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a local loopback IP, bypassing heavy iptables conntrack entries and DNAT rules to reduce latencies and resolve UDP packet drop vulnerabilities.','Go','Repository','Advanced',0,'online','manual','ca291a0957a964638f787831e058b8bca48c3a81ce364b24d652827f0aa56b3a',100.0,1779034531,1,'2026-06-14T03:00:33Z',NULL,NULL,NULL,'["Networking", "DNS", "Caching"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:00:33Z", "gh_stars": 3887}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md','KEP-2837: Especificaciones de Recursos a Nivel de Pod','','2021',5,'A critical Kubernetes Enhancement Proposal (KEP) addressing resource specification directly at the Pod level rather than duplicating definitions across individual container configurations. This proposed structural shift promises to optimize vertical pod autoscaling, simplify scheduler math, and streamline declarative application configurations.','Markdown','Reference','Advanced',0,'online','manual','514efde5669ab949ed061953638463ffd0d486da2226e83c2875fcba49759e02',100.0,1779033693,1,'2026-06-14T03:00:33Z',NULL,NULL,NULL,'["Architecture", "Kubernetes Enhancements", "Resources"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:00:33Z", "gh_stars": 3887}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/frakti','Frakti','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','71df0cbdb5c175fad4bbbdf18fec8817f1dc9dfb428b636a87dad3e2cb0366bf',100.0,1779034217,0,'2026-05-17T18:10:17.926617+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/git-sync','==github.com/kubernetes/git-sync== ⭐','','2016',5,'Git-sync is a robust, lightweight sidecar container designed to continuously synchronize a targeted Git repository into a locally mounted volume. It is widely leveraged inside Kubernetes Pods to deliver static assets, configuration scripts, and policies to main application processes without requiring image rebuilds.','Go','Sidecar','Intermediate',1,'online','manual','54fb60738ab0304be0bbda503750926a91de8f8ea4015af1b50073a4c81413d5',100.0,1779029268,1,'2026-06-12T22:36:53Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Sidecar Utilities"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:36:53Z", "gh_stars": 2704}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/ingress-nginx/issues/7837','A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c1d77bf149df21c21650a267600a7b8dec80f0bf565ab739db2d18dee177ff4',100.0,1779032294,0,'2026-05-17T17:38:14.128314+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/kubernetes/issues/126811"}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0','NGINX Ingress Controller - v1.0.0','','2021',5,'Landmark v1.0.0 release of the community ingress-nginx controller. Highlights include compatibility with the GA ingress API specification, significant security enhancements, and optimized resource consumption.','Go','Release','Advanced',1,'online','manual','8e36825d3044d16b5640f83f8973499012707f04aa25a7302be36dfde538f858',100.0,1779030507,1,'2026-03-23T16:16:29Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "NGINX"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-23T16:16:29Z", "gh_stars": 19494}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/kompose','==Kompose (Kubernetes + Compose)== 🌟','','2026',5,'Kompose is the official translation tool for converting Docker Compose files into native Kubernetes manifests. By generating deployments, services, persistent volumes, and ingress resources automatically, it acts as the primary transition bridge to production environments.','Go','CLI Translation Tool','Intermediate',0,'online','manual','c6aec9f9d2602c11b5d075ad1df9e258f01a3501a12ebebf1cdb8f6ae0119115',100.0,1779034116,1,'2026-04-16T14:23:39Z',NULL,NULL,NULL,'["Application Lifecycle", "Manifest Generation", "Migration Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-16T14:23:39Z", "gh_stars": 10531}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/kops','GitHub: Kubernetes Cluster with Kops','','2026',5,'Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages cloud instances, security groups, route tables, and internal etcd scaling configurations directly, primarily focusing on AWS.','Go','Repository','Advanced',0,'online','manual','466102259c6e98ae602f93dda8db4ff09242d96489c59285d6bdfc8d40750c32',100.0,1779032874,1,'2026-06-14T05:30:39Z',NULL,NULL,NULL,'["Provisioning", "Deployment Tools", "AWS"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:30:39Z", "gh_stars": 16625}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/kube-state-metrics','kube-state-metrics 🌟','','2024',4,'A vital system service that translates raw Kubernetes API server state data (e.g., deployments, pod counts, resource limits, cronjobs) into high-fidelity Prometheus metrics. Unlike cAdvisor, which captures resource usage, kube-state-metrics models cluster resource orchestration configurations.','Go','Repository','Intermediate',0,'online','manual','cd224da18daea2aa064a36621fdc1e9056d63a46cb527eb1b4c0904018628a8a',100.0,1779033795,1,'2026-06-14T07:16:32Z',NULL,NULL,NULL,'["Dynamic Component Monitoring", "Telemetry Protocols", "Object State Monitoring"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:16:32Z", "gh_stars": 6137}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubeadm','Kubernetes Cluster with **Kubeadm**','','2026',5,'The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding into simplified `kubeadm init` and `kubeadm join` commands. It serves as the foundation for higher-level platform controllers.','Go','Repository','Intermediate',0,'online','manual','6181b21e5d9db134f89d6bf12429426d55889bb77ad9001fa936b37659846a85',100.0,1779029421,1,'2026-06-01T13:52:54Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Core Engine"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T13:52:54Z", "gh_stars": 3981}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md','github.com/kubernetes/kubeadm: High Availability Considerations','','2026',5,'Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedures to build resilient cloud-agnostic platform infrastructure.','Markdown','Documentation','Advanced',0,'online','manual','87353790bbe2b4db49fcbedc03b579fb905a6f150794a352399f6fa5378ba533',100.0,1779034040,1,'2026-06-01T13:52:54Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "High Availability"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T13:52:54Z", "gh_stars": 3981}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/issues/126811','A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742','','2024',5,'A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security rules in blocking ingress privilege escalations.','YAML','Repository','Advanced',0,'online','manual','a1c3d342ed995b5fd57b8a24a6534669f7693e1714e7519e54970986d0cdda90',100.0,1779130494,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Kyverno"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/pull/73787','Flag export deprecated in kubernetes 1.14','','2026',5,'The upstream Kubernetes pull request deprecating the ''--export'' flag in ''kubectl get''. Live grounding confirms that as of Kubernetes 1.18+, this flag was completely removed in favor of alternative serialization pipelines, requiring automation scripts to migrate away from this legacy pattern.','Go','Documentation','Intermediate',0,'online','manual','020eabda6a98fe4d661d9ca9f9cc313d63daeff992fa7e3460f2b4f9edd56753',100.0,1779032101,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/pull/97057','If you have a livenessProbe that takes over one second, it’ll fail when you update to kubernetes 1.20, because a long-standing bug with how the default was handled has been fixed. You must override the ExecProbeTimeout if your probe takes more than 1s','','2020',5,'Highlights a critical behavior change in Kubernetes 1.20 where `timeoutSeconds` is strictly enforced for Exec probes. Warns how previously un-timeout-bound scripts can trigger sudden restarts across critical services.','English','Issue/Notice','Advanced',0,'online','manual','6245b0754b1ea7078c605b310b42644b579d9b75a0fbd87a2a283881a03417ed',100.0,1779031490,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Operations", "Reliability", "Probes"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/minikube','Minikube','','2026',5,'Minikube remains an industry-standard sandbox for launching local single-node Kubernetes clusters. Supports diverse VM drivers, bare-metal deployment modes, and native Docker-in-Docker execution environments tailored for application testing.','Go','Tool','Intermediate',0,'online','manual','fafdeebcdeb66efd4031239267c38b0c404c20f1c8c76d6635d8002be70d5850',100.0,1779033845,1,'2026-06-14T04:14:32Z',NULL,NULL,NULL,'["Local Kubernetes Environments", "Single-Node Clusters", "Minikube"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-based-devel.md", "docs/matrix-table.md"]','["kubernetes-based-devel.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T04:14:32Z", "gh_stars": 31871}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/sample-controller','==kubernetes/sample-controller==','','2026',5,'The canonical sample controller repository managed by the Kubernetes API machinery SIG. It serves as the official, direct architectural blueprint for creating custom controllers using client-go libraries. Live grounding verifies it is the foundational reference tool for understanding thread-safe informer caches and queue sync mechanisms.','Go','Repository','Advanced',0,'online','manual','9242ef27f616a00eb69f0cb4c3bdbe45f1389caba741a8cd69d6ddf48342ac82',100.0,1779031810,1,'2026-06-12T18:58:41Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Extension", "Reference Implementations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:58:41Z", "gh_stars": 3486}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes/test-infra/tree/master/prow','Prow','','2026',5,'A Kubernetes-native CI/CD platform built specifically for large-scale cloud-native project governance. Operating via a decentralized microservices architecture (including Deck, Hook, Sinker, and Crier), it enforces declarative GitOps and extensible ChatOps automation. Highly complex but acts as the core engine powering the Kubernetes ecosystem''s test infrastructure.','Go','Tool','High',1,'online','manual','447aa78c405ff461f5b6babd4a0399c84e1237a811f20e5adac1c77d72818856',100.0,1779030655,1,'2026-06-13T15:58:32Z',NULL,NULL,NULL,'["Infrastructure", "CI-CD", "Kubernetes-Native CI"]','["[DE FACTO STANDARD]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T15:58:32Z", "gh_stars": 4004}');
-INSERT INTO "resources" VALUES('https://github.com/kubescape/kubescape','kubescape','','2025',5,'An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compliance frameworks (like CIS and NSA-CISA). Essential for enterprise teams seeking unified security visibility.','Go','Repository','Advanced',0,'online','manual','b2edcccc6e3dc19610cb8401874e7e9c6efc002eea50bff20debb737537678d8',100.0,1779032884,1,'2026-06-12T14:08:06Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Post-Deployment Scanning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T14:08:06Z", "gh_stars": 11480}');
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-INSERT INTO "resources" VALUES('https://github.com/laurci/kubernate','laurci/kubernate','','2021',1,'Kubernate is a JavaScript/TypeScript configuration SDK designed to generate Kubernetes manifests using familiar programming constructs instead of JSON or YAML. It offers developers structural safety, autocomplete, and simple dry-run compilation. Despite clean design, it operates in a crowded niche dominated by Pulumi and cdk8s.','TypeScript','Library','Medium',0,'online','manual','9d731945ce5929b3d8ec046d2be457be9edad6d8f882f37c51c46c53a2f4f8aa',100.0,1779033697,1,'2025-09-10T12:49:09Z',NULL,NULL,NULL,'["Configuration Management", "SDK", "JS/TS Manifests"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-09-10T12:49:09Z", "gh_stars": 118}');
-INSERT INTO "resources" VALUES('https://github.com/laurent22/joplin','joplin','','2026',5,'A widely adopted open-source note-taking and to-do application. Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems.','TypeScript','Repository','Intermediate',0,'online','manual','28a2f3937a6875deca73c3aad9383a41ee42e029a9315f1291546d828cbf2801',100.0,1779033675,1,'2026-06-14T09:47:40Z',NULL,NULL,NULL,'["Developer Productivity", "Documentation", "Note-Taking"]','["[DE FACTO STANDARD]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T09:47:40Z", "gh_stars": 55187}');
-INSERT INTO "resources" VALUES('https://github.com/lbroudoux/openshift-cases/tree/master/jboss-amq7-custom',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','36e4532d1e380690beaa50e63e932568153d42654569dc5fe21322ecd61d354c',100.0,1779032552,0,'2026-05-17T17:42:32.422215+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://github.com/learning-cloud-native-go/myapp','==github.com/learning-cloud-native-go/myapp: Learning Cloud Native Go -'' myapp== 🌟','','2023',3,'A reference Go application engineered specifically to demonstrate cloud-native design principles, featuring integrated telemetry endpoints, structured JSON logging, health probes (/healthz, /ready), and graceful termination handles. (Live Grounding: Serves as a textbook design blueprint for Golang microservices deployed within Kubernetes environments).','Go','Code Repository','Intermediate',1,'online','manual','fdcb47049f926a28aac5305aa9785cbefbd70dca94e5d5597f3f63627c632e0a',100.0,1779031356,1,'2026-06-03T09:24:42Z',NULL,NULL,NULL,'["Cloud-Native Application Development", "Go Development", "Microservices"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-03T09:24:42Z", "gh_stars": 1093}');
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-INSERT INTO "resources" VALUES('https://github.com/linkedin/kafka-monitor',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d6018be5cf48d18f45161b64791d57c725300f78533ce7b4acf10a7e373fe053',100.0,1779034373,1,'2026-05-17T18:12:53.411513+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"gh_license": "Apache-2.0"}');
-INSERT INTO "resources" VALUES('https://github.com/linode/apl-core',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','94ce48bd685d015811625023b3adbf12b5c9bb32c8dbc228eceb8354abcab60a',100.0,1779130494,1,'2026-05-18T20:54:54.928602+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"gh_license": "Apache-2.0"}');
-INSERT INTO "resources" VALUES('https://github.com/liqotech/liqo','liqo: Enable dynamic and seamless Kubernetes multi-cluster topologies','','2025',5,'A dynamic multi-cluster scaling platform that enables seamless resource sharing and secure overlay peering between disparate clusters. Liqo allows pods to be scheduled onto remote virtual-nodes transparently without complex VPN setups, solving dynamic hybrid-cloud expansion needs.','Go','Service','High',1,'online','manual','eff12ef7d56854bfd29ddcb5b62362fc8c9e3cb9f6e87794fd34ecf730608fb2',100.0,1779029507,1,'2026-06-14T06:47:28Z',NULL,NULL,NULL,'["Infrastructure", "Multi-Cluster Management", "Virtual Peering"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:47:28Z", "gh_stars": 1451}');
-INSERT INTO "resources" VALUES('https://github.com/litmuschaos/litmus','Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments','','2025',5,'A CNCF-incubating Kubernetes-native chaos orchestrator. Litmus utilizes Custom Resource Definitions (CRDs) to define chaos experiments as pipeline constructs, connecting directly with SRE logging and alerting structures to validate microservices resilience and performance baselines.','Go','Software Utility','Advanced',1,'online','manual','1509005a55e84a98d688756a302a6a45007ec076dc94dd8c2f843d97e683b68d',100.0,1779029575,1,'2026-06-09T17:08:20Z',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": "2026-06-09T17:08:20Z", "gh_stars": 5433}');
-INSERT INTO "resources" VALUES('https://github.com/little-angry-clouds/kubectl-ssh-proxy','Kubectl SSH Proxy 🌟','','2022',5,'A practical utility that transparently proxies SSH connections directly to destination pods. It simplifies system administration overhead by avoiding node SSH exposure, utilizing native Kubernetes authorization mechanisms to execute secure diagnostics.','Bash','CLI Tool','Intermediate',0,'online','manual','74125b09ed5f30795e3f20d2235cf584d4549e8c62fce881312dfbdc0af4ea46',100.0,1779032080,1,'2020-02-04T20:48:31Z',NULL,NULL,NULL,'["Networking", "Access & Proxies", "Secure Tunneling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2020-02-04T20:48:31Z", "gh_stars": 48}');
-INSERT INTO "resources" VALUES('https://github.com/lnsp/k8s-crash-informer','k8s-crash-informer','','2022',5,'A minimal event listener that detects Pod CrashLoopBackOff situations and broadcasts instant alerts to designated incident channels. Helps infrastructure teams drastically minimize operational downtime.','Go','Controller','Intermediate',1,'online','manual','922b7b2d5fc2a42ff6bf73fbb96ed877b2ee60daa3767e76f207d84bf65d8876',100.0,1779031528,1,'2024-09-30T19:30:38Z',NULL,NULL,NULL,'["Observability", "Alerting & Notifications", "Crash Tracking"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-09-30T19:30:38Z", "gh_stars": 47}');
-INSERT INTO "resources" VALUES('https://github.com/localstack/localstack','github.com/localstack/localstack','','2026',5,'Curator Insight identifies the open-source repository for LocalStack, the premier AWS cloud emulator. Live Grounding underscores its unparalleled adoption (>65k stars), showing it as a foundational dependency for developer productivity, enabling local execution of Lambdas, S3, DynamoDB, and CloudFormation stacks.','Python','Tool','Intermediate',0,'online','manual','f77a6e9165358b0c579cdd1a8fd99c43dd2ae5ab15f70ab26521ac3710f043c8',100.0,1779033508,1,'2026-03-23T08:52:01Z',NULL,NULL,NULL,'["Testing & Chaos", "Local Emulation", "AWS Emulation"]','["[DE FACTO STANDARD]"]','["docs/aws-miscellaneous.md"]','["aws-miscellaneous.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-03-23T08:52:01Z", "gh_stars": 65044}');
-INSERT INTO "resources" VALUES('https://github.com/loft-sh/jspolicy','jspolicy','','2023',2,'A high-performance admission controller that enables developers to write Kubernetes policies using JavaScript or TypeScript instead of declarative DSLs like Rego. It compiles and executes policies inside an embedded V8 engine, delivering execution speeds comparable to native compiled code. In 2026, it represents a highly flexible alternative to OPA Gatekeeper for teams with strong JavaScript skillsets.','TypeScript','Admission Controller','Medium',1,'online','manual','08c5032b6836f85ac8583a0f9c9e0b8642141df8244a0610a44faa0dc0cd5c98',100.0,1779029374,1,'2025-06-24T23:50:38Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Admission Control"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-24T23:50:38Z", "gh_stars": 416}');
-INSERT INTO "resources" VALUES('https://github.com/loft-sh/kiosk','==loft-sh/kiosk==','','2022',5,'An open-source extension for managing logical multi-tenancy. Configures self-service namespace provisioning and tenant resource allocations, though now largely replaced by vcluster workflows.','Go','Repository','Advanced',0,'online','manual','3d44b8ef74793fa5b29417df1d455e93cae77e5cdb31c72527fecdb4ad0231e8',100.0,1779029732,1,'2024-04-25T18:59:51Z',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Admission Control"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-25T18:59:51Z", "gh_stars": 1071}');
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+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kubespray','**Kubespray**','','2026',5,'The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy deployment (CNIs like Calico/Cilium), storage classes, node lifecycle operations, and multi-distribution OS configurations.','Python/Ansible','Repository','Advanced',0,'online','manual','e6a5ab4538c357775e53e98139727266a66b700215009b4dbd5fdcc4d257fb79',100.0,1779032835,1,'2026-06-14T08:26:33Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Enterprise Playbooks"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:26:33Z", "gh_stars": 18556, "gh_open_issues_30d": 195, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:24.124702+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kueue','kubernetes-sigs/kueue: Kubernetes-native Job Queueing','','2026',5,'Kueue manages resource quotas across tenant namespaces, supporting complex machine learning and AI orchestration flows. It acts as a cloud-native batch scheduling engine, optimizing utilization within strict resource envelopes.','Go','Repository','Advanced',0,'online','manual','57dcd4bd79ba0cb4373a02dac6563bfd09831c58facdbdabf2521e45284ff23b',100.0,1779031535,1,'2026-06-12T20:30:47Z',NULL,NULL,NULL,'["Workloads", "Batch Jobs", "Queueing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:30:47Z", "gh_stars": 2563, "gh_open_issues_30d": 441, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:24.944905+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0','Kueue Release v0.14.0','','2024',4,'Curator Insight details the Kueue v0.14.0 release for advanced batch queuing in Kubernetes. Live engineering in 2026 highlights Kueue as the de facto standard for queuing, resource-sharing, and optimizing ML/AI compute clusters using standard scheduling components.','Go','Code Repository','High',1,'online','manual','43b0b49fc7eb473a64ff7e8315cb7180b2cfa93754ef2bb6e59221fc574560ff',100.0,1779031652,1,'2026-06-12T20:30:47Z',NULL,NULL,NULL,'["Platform Engineering", "Job Scheduling", "Batch Workloads"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-releases.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md", "kubernetes-releases.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:30:47Z", "gh_stars": 2563, "gh_open_issues_30d": 441, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:25.739214+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kui','kubernetes-sigs/kui','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','651b6b6f7dee57a12e65301913f8e02bb09e0449ec4a332b016d3a3a47cd8de3',100.0,1779033770,0,'2026-05-17T18:02:50.970703+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kui", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T18:50:26.411467+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kustomize','kustomize','','2026',5,'Duplicate entry for Kustomize, highlighting its role as a CNCF-backed declarative customization engine. It uses a composition-based system to configure variations of YAML files without standard template parameters, serving as a clean alternative to Helm.','Go','Tool','Intermediate',0,'online','manual','0d521a8e3abbccba8dcc4a3e9cb4c5d43a87f434413999983fb9163a6ce10c6f',100.0,1779034487,1,'2026-06-08T00:42:31Z',NULL,NULL,NULL,'["Configuration", "Templating & Engine", "Kustomize"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T00:42:31Z", "gh_stars": 12070, "gh_open_issues_30d": 175, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:27.208430+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/nfs-ganesha-server-and-external-provisioner','github.com: NFS Ganesha server and external provisioner','','2023',2,'An out-of-tree dynamic provisioner that uses NFS Ganesha to dynamically provision Kubernetes Persistent Volumes (PVs) over NFS. It packages an NFS-Ganesha server directly within the provisioner container, allowing clusters to share block storage volumes dynamically via NFS. It remains a crucial storage-layer utility in 2026 for mixed ReadWriteMany workload environments.','Go','Storage Provisioner','High',1,'online','manual','1a9e8d9a821a92dadfa3cf1a2019e52415f6a8bf956516a1df0605afeda43c30',100.0,1779034208,1,'2026-03-31T17:50:19Z',NULL,NULL,NULL,'["Storage", "NFS", "Provisioner"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-31T17:50:19Z", "gh_stars": 481, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:50:29.624275+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner','kubernetes-sigs/nfs-subdir-external-provisioner: Kubernetes NFS Subdir External'' Provisioner','','2025',4,'An out-of-tree dynamic provisioner that uses an existing NFS server to dynamically provision Kubernetes Persistent Volumes by creating subdirectories within the NFS share. Extremely reliable and simple to configure, it is widely utilized in 2026 for developer setups, bare-metal deployments, and test environments.','Go','Storage Provisioner','Medium',0,'online','manual','01c5c113ec1f426c994398e95c38d7a4d209d1b9609a7c551679c011b2f10ecb',100.0,1779034558,1,'2026-03-31T17:50:19Z',NULL,NULL,NULL,'["Storage", "NFS", "Provisioner"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-31T17:50:19Z", "gh_stars": 3016, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:50:30.392706+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/node-feature-discovery','==kubernetes-sigs/node-feature-discovery: Node feature discovery for Kubernetes==','','2018',3,'A Kubernetes SIG project that scans hardware attributes and custom system configurations across cluster nodes. It labels nodes automatically based on attributes like GPUs, instruct sets, or custom kernel attributes.','Go','Kubernetes Operator','Advanced',1,'online','manual','9eb50a4b87b24f04460ce893b04e36df50bbcd718ac3470621d0ef19a77b7dab',100.0,1779029061,1,'2026-06-14T09:53:01Z',NULL,NULL,NULL,'["Cluster Management", "Hardware Discovery", "Node Labeling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:53:01Z", "gh_stars": 1045, "gh_open_issues_30d": 37, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:50:31.152871+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran','kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟','','2024',3,'A collection of scheduling plugins (TargetLoadPacked and LoadWatcher) under the Trimaran umbrella that enable real-time, load-aware scheduling in Kubernetes. Instead of scheduling purely based on static requests, it utilizes actual node resource utilization metrics. Active in 2026, it is vital for optimizing cluster efficiency and reducing overall infrastructure costs.','Go','Scheduling Plugin','High',0,'online','manual','59522768a9791e6c5f76db6c3a5c6eb9cad2515fcc9bca7b93700af41b33d7e7',100.0,1779029163,1,'2026-06-11T10:17:00Z',NULL,NULL,NULL,'["Infrastructure", "Scheduling", "Load-Aware"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/ocp4.md"]','["kubernetes-tools.md", "ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T10:17:00Z", "gh_stars": 1295, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:50:31.992969+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/secrets-store-csi-driver','Kubernetes-Secrets-Store-CSI-Driver: Secrets Store CSI driver for Kubernetes'' secrets','','2024',4,'Implements the Secrets Store CSI standard, enabling pods to mount sensitive credentials directly from external secure vaults (AWS Secrets Manager, Azure Key Vault, HashiCorp Vault) as files, bypassing native secrets security issues.','Go','Repository','Advanced',1,'online','manual','002ecde6fd2c5324a3e888a1a6effc32a49ece37598b4592e6e209aee17a3214',100.0,1779034336,1,'2026-06-11T04:16:46Z',NULL,NULL,NULL,'["Security", "Secrets Management", "CSI Driver"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md", "docs/kubernetes.md"]','["kubernetes.md", "devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T04:16:46Z", "gh_stars": 1537, "gh_open_issues_30d": 28, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:50:32.755749+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/security-profiles-operator','kubernetes-sigs/security-profiles-operator','','2025',4,'The official Kubernetes SIG operator for managing Seccomp, AppArmor, and SELinux profiles natively. Live Grounding confirms its active role in highly regulated sectors for hardening container execution spaces. It replaces manual node profiling with declarative, cluster-wide configurations.','Go','Repository','Advanced',0,'online','manual','7018e8cdf814f360b434d4d884a32b505899192ad0812072c31a18fd1d10afae',100.0,1779032185,1,'2026-06-12T17:28:56Z',NULL,NULL,NULL,'["Security", "System Hardening", "Security Profiles Operator"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:56Z", "gh_stars": 848, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:50:33.498427+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner','github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner'' 🌟','','2026',5,'The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD IOPS while retaining Kubernetes persistent storage abstractions.','Go','Code','Advanced',0,'online','manual','d55aae704510a8fd094de9bf43a26277d0e6df1a1003238b3ff63346d602b55d',100.0,1779032080,1,'2026-06-14T08:33:31Z',NULL,NULL,NULL,'["Kubernetes Storage Implementation", "Persistent Volumes & Provisioners", "Local Storage"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:33:31Z", "gh_stars": 1200, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:50:34.236653+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler','github.com/kubernetes: **Kubernetes Cluster Autoscaler**','','2026',5,'The official Kubernetes core component that dynamically alters cloud provider node counts based on scheduling pressures. Despite modern alternatives like Karpenter, it remains the most stable, widely deployed cluster-scaling standard across global cloud architectures.','Go','Repository','Advanced',0,'online','manual','45fa4e240e0e3f9d51e8ce957e7db11ecb736f472619a1678cd6425e7b6d579b',100.0,1779029075,1,'2026-06-13T07:49:29Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Infrastructure Scaling", "Cluster Autoscaler"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:49:29Z", "gh_stars": 8878, "gh_open_issues_30d": 270, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:35.027915+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler','VPA: Vertical Pod Autoscaler','','2026',5,'Official repository and implementation guide for the Kubernetes Vertical Pod Autoscaler. Focuses on dynamically adjusting CPU and memory requests/limits of workloads, optimizing resource distribution, and reducing idle costs.','Go','Repository','Advanced',0,'online','manual','ba14c614b6fe15d0119fd2b4b849d83747824660801db6b4c954a5cc94843dcd',100.0,1779031360,1,'2026-06-13T07:49:29Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Core Concepts", "Vertical Scaling API"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:49:29Z", "gh_stars": 8878, "gh_open_issues_30d": 270, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:35.762007+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/client-go','kubernetes/client-go: Go client for Kubernetes 🌟','','2026',5,'The official Go SDK for managing Kubernetes clusters. It features critical API client mechanics like Informers, Lister-Watchers, work queues, and rate-limiting structures to build high-performance production controllers.','Go','Library','Advanced',0,'online','manual','673297f64673b2774e0328a723c5674cecea1495ce025d9052cc13dc14e207bb',100.0,1779033040,1,'2026-06-12T18:56:57Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Go Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md", "docs/openshift-pipelines.md"]','["kubernetes-client-libraries.md", "openshift-pipelines.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:56:57Z", "gh_stars": 9837, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T18:50:36.525984+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/main/README.md','Kubernetes Special Interest Groups (SIGs)','','2024',5,'The master repository outlining the governance structures and work distribution across Special Interest Groups (SIGs). Serves as the blueprint for code contributions and technical decisions.','N/A','Repository','Advanced',0,'online','manual','00b2d13fb802d80b65339b63118ec76c99d190434f89d7545e196554b79ff6de',100.0,1779130494,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Community & Governance", "SIGs", "Governance"]','["DE FACTO STANDARD"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886, "gh_open_issues_30d": 92, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:37.416401+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md','github.com/kubernetes: Kubernetes Scalability thresholds','','2025',5,'The authoritative SIG-Scalability technical specifications outlining physical structural and behavioral boundaries in a standard Kubernetes cluster (such as a maximum of 5,000 nodes, 150,000 total pods, and etcd throughput limits). Documents constraints and performance degradations encountered as these thresholds are reached.','Markdown','GitHub Repository','Advanced',0,'online','manual','b0452b2bd261bd1d7b003da3f685eb3e32a43b8d176289cb6a12e1d20aef7c2e',100.0,1779130495,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Architecture", "Control Plane", "Scalability Limits"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886, "gh_open_issues_30d": 92, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:38.195259+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/README.md','Kubernetes Special Interest Groups (SIGs)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d28cde42d4dfdb0d67e46daea15f0e39b9799e43e0b693933462a3c479ce5cd6',100.0,1779034217,0,'2026-05-17T18:10:17.746814+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/blob/main/README.md", "gh_open_issues_30d": 92, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:38.987711+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-limits/thresholds.md','github.com/kubernetes: Kubernetes Scalability thresholds','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bc22af360e812d6bc8184d1dc2c40ca13105c84c48fa8619ad9e3c2c67f08bd8',100.0,1779034534,0,'2026-05-17T18:15:34.136387+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md", "gh_open_issues_30d": 92, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:39.789192+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/tree/main/icons','github.com/kubernetes: Kubernetes Icons Set','','2023',5,'The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating highly precise architectural designs of cloud-native infrastructure.','None','Asset Pack','Beginner',0,'online','manual','a94c5d163013c2889e7907f2966596a70e3f7aac5e80e4264bbff5846ac09ca5',100.0,1779130494,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "Kubernetes"]','["[DE FACTO STANDARD]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886, "gh_open_issues_30d": 92, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:40.572795+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/tree/master/icons','==github.com/kubernetes: Kubernetes Icons Set==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','39e4162d41bfbbd8f809f8f62084dab0af4f8de8f2459bdacd5fc4bc58337190',100.0,1779032757,0,'2026-05-17T17:45:57.162500+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/tree/main/icons", "gh_open_issues_30d": 92, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:41.350070+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/enhancements','NodeLocal DNSCache','','2026',5,'The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a local loopback IP, bypassing heavy iptables conntrack entries and DNAT rules to reduce latencies and resolve UDP packet drop vulnerabilities.','Go','Repository','Advanced',0,'online','manual','ca291a0957a964638f787831e058b8bca48c3a81ce364b24d652827f0aa56b3a',100.0,1779034531,1,'2026-06-14T03:00:33Z',NULL,NULL,NULL,'["Networking", "DNS", "Caching"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:00:33Z", "gh_stars": 3887, "gh_open_issues_30d": 390, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:42.139241+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md','KEP-2837: Especificaciones de Recursos a Nivel de Pod','','2021',5,'A critical Kubernetes Enhancement Proposal (KEP) addressing resource specification directly at the Pod level rather than duplicating definitions across individual container configurations. This proposed structural shift promises to optimize vertical pod autoscaling, simplify scheduler math, and streamline declarative application configurations.','Markdown','Reference','Advanced',0,'online','manual','514efde5669ab949ed061953638463ffd0d486da2226e83c2875fcba49759e02',100.0,1779033693,1,'2026-06-14T03:00:33Z',NULL,NULL,NULL,'["Architecture", "Kubernetes Enhancements", "Resources"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:00:33Z", "gh_stars": 3887, "gh_open_issues_30d": 390, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:42.892313+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/frakti','Frakti','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','71df0cbdb5c175fad4bbbdf18fec8817f1dc9dfb428b636a87dad3e2cb0366bf',100.0,1779034217,0,'2026-05-17T18:10:17.926617+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T18:50:43.588604+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/git-sync','==github.com/kubernetes/git-sync== ⭐','','2016',5,'Git-sync is a robust, lightweight sidecar container designed to continuously synchronize a targeted Git repository into a locally mounted volume. It is widely leveraged inside Kubernetes Pods to deliver static assets, configuration scripts, and policies to main application processes without requiring image rebuilds.','Go','Sidecar','Intermediate',1,'online','manual','54fb60738ab0304be0bbda503750926a91de8f8ea4015af1b50073a4c81413d5',100.0,1779029268,1,'2026-06-12T22:36:53Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Sidecar Utilities"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:36:53Z", "gh_stars": 2704, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:50:44.334177+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/ingress-nginx/issues/7837','A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c1d77bf149df21c21650a267600a7b8dec80f0bf565ab739db2d18dee177ff4',100.0,1779032294,0,'2026-05-17T17:38:14.128314+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/kubernetes/issues/126811", "gh_open_issues_30d": 348, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:45.080283+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0','NGINX Ingress Controller - v1.0.0','','2021',5,'Landmark v1.0.0 release of the community ingress-nginx controller. Highlights include compatibility with the GA ingress API specification, significant security enhancements, and optimized resource consumption.','Go','Release','Advanced',1,'online','manual','8e36825d3044d16b5640f83f8973499012707f04aa25a7302be36dfde538f858',100.0,1779030507,1,'2026-03-23T16:16:29Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "NGINX"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-23T16:16:29Z", "gh_stars": 19494, "gh_open_issues_30d": 348, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:45.815086+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/kompose','==Kompose (Kubernetes + Compose)== 🌟','','2026',5,'Kompose is the official translation tool for converting Docker Compose files into native Kubernetes manifests. By generating deployments, services, persistent volumes, and ingress resources automatically, it acts as the primary transition bridge to production environments.','Go','CLI Translation Tool','Intermediate',0,'online','manual','c6aec9f9d2602c11b5d075ad1df9e258f01a3501a12ebebf1cdb8f6ae0119115',100.0,1779034116,1,'2026-04-16T14:23:39Z',NULL,NULL,NULL,'["Application Lifecycle", "Manifest Generation", "Migration Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-16T14:23:39Z", "gh_stars": 10531, "gh_open_issues_30d": 18, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:50:46.562057+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/kops','GitHub: Kubernetes Cluster with Kops','','2026',5,'Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages cloud instances, security groups, route tables, and internal etcd scaling configurations directly, primarily focusing on AWS.','Go','Repository','Advanced',0,'online','manual','466102259c6e98ae602f93dda8db4ff09242d96489c59285d6bdfc8d40750c32',100.0,1779032874,1,'2026-06-14T05:30:39Z',NULL,NULL,NULL,'["Provisioning", "Deployment Tools", "AWS"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:30:39Z", "gh_stars": 16625, "gh_open_issues_30d": 146, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:47.313038+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/kube-state-metrics','kube-state-metrics 🌟','','2024',4,'A vital system service that translates raw Kubernetes API server state data (e.g., deployments, pod counts, resource limits, cronjobs) into high-fidelity Prometheus metrics. Unlike cAdvisor, which captures resource usage, kube-state-metrics models cluster resource orchestration configurations.','Go','Repository','Intermediate',0,'online','manual','cd224da18daea2aa064a36621fdc1e9056d63a46cb527eb1b4c0904018628a8a',100.0,1779033795,1,'2026-06-14T07:16:32Z',NULL,NULL,NULL,'["Dynamic Component Monitoring", "Telemetry Protocols", "Object State Monitoring"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:16:32Z", "gh_stars": 6137, "gh_open_issues_30d": 105, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:48.087506+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubeadm','Kubernetes Cluster with **Kubeadm**','','2026',5,'The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding into simplified `kubeadm init` and `kubeadm join` commands. It serves as the foundation for higher-level platform controllers.','Go','Repository','Intermediate',0,'online','manual','6181b21e5d9db134f89d6bf12429426d55889bb77ad9001fa936b37659846a85',100.0,1779029421,1,'2026-06-01T13:52:54Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Core Engine"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T13:52:54Z", "gh_stars": 3981, "gh_open_issues_30d": 36, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:50:48.819321+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md','github.com/kubernetes/kubeadm: High Availability Considerations','','2026',5,'Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedures to build resilient cloud-agnostic platform infrastructure.','Markdown','Documentation','Advanced',0,'online','manual','87353790bbe2b4db49fcbedc03b579fb905a6f150794a352399f6fa5378ba533',100.0,1779034040,1,'2026-06-01T13:52:54Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "High Availability"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T13:52:54Z", "gh_stars": 3981, "gh_open_issues_30d": 36, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:50:49.630374+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/issues/126811','A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742','','2024',5,'A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security rules in blocking ingress privilege escalations.','YAML','Repository','Advanced',0,'online','manual','a1c3d342ed995b5fd57b8a24a6534669f7693e1714e7519e54970986d0cdda90',100.0,1779130494,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Kyverno"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002, "gh_open_issues_30d": 2761, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:50.414820+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/pull/73787','Flag export deprecated in kubernetes 1.14','','2026',5,'The upstream Kubernetes pull request deprecating the ''--export'' flag in ''kubectl get''. Live grounding confirms that as of Kubernetes 1.18+, this flag was completely removed in favor of alternative serialization pipelines, requiring automation scripts to migrate away from this legacy pattern.','Go','Documentation','Intermediate',0,'online','manual','020eabda6a98fe4d661d9ca9f9cc313d63daeff992fa7e3460f2b4f9edd56753',100.0,1779032101,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002, "gh_open_issues_30d": 2761, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:51.203121+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/pull/97057','If you have a livenessProbe that takes over one second, it’ll fail when you update to kubernetes 1.20, because a long-standing bug with how the default was handled has been fixed. You must override the ExecProbeTimeout if your probe takes more than 1s','','2020',5,'Highlights a critical behavior change in Kubernetes 1.20 where `timeoutSeconds` is strictly enforced for Exec probes. Warns how previously un-timeout-bound scripts can trigger sudden restarts across critical services.','English','Issue/Notice','Advanced',0,'online','manual','6245b0754b1ea7078c605b310b42644b579d9b75a0fbd87a2a283881a03417ed',100.0,1779031490,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Operations", "Reliability", "Probes"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002, "gh_open_issues_30d": 2761, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:51.987452+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/minikube','Minikube','','2026',5,'Minikube remains an industry-standard sandbox for launching local single-node Kubernetes clusters. Supports diverse VM drivers, bare-metal deployment modes, and native Docker-in-Docker execution environments tailored for application testing.','Go','Tool','Intermediate',0,'online','manual','fafdeebcdeb66efd4031239267c38b0c404c20f1c8c76d6635d8002be70d5850',100.0,1779033845,1,'2026-06-14T04:14:32Z',NULL,NULL,NULL,'["Local Kubernetes Environments", "Single-Node Clusters", "Minikube"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-based-devel.md", "docs/matrix-table.md"]','["kubernetes-based-devel.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T04:14:32Z", "gh_stars": 31871, "gh_open_issues_30d": 563, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:52.731689+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/sample-controller','==kubernetes/sample-controller==','','2026',5,'The canonical sample controller repository managed by the Kubernetes API machinery SIG. It serves as the official, direct architectural blueprint for creating custom controllers using client-go libraries. Live grounding verifies it is the foundational reference tool for understanding thread-safe informer caches and queue sync mechanisms.','Go','Repository','Advanced',0,'online','manual','9242ef27f616a00eb69f0cb4c3bdbe45f1389caba741a8cd69d6ddf48342ac82',100.0,1779031810,1,'2026-06-12T18:58:41Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Extension", "Reference Implementations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:58:41Z", "gh_stars": 3486, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:50:53.519620+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes/test-infra/tree/master/prow','Prow','','2026',5,'A Kubernetes-native CI/CD platform built specifically for large-scale cloud-native project governance. Operating via a decentralized microservices architecture (including Deck, Hook, Sinker, and Crier), it enforces declarative GitOps and extensible ChatOps automation. Highly complex but acts as the core engine powering the Kubernetes ecosystem''s test infrastructure.','Go','Tool','High',1,'online','manual','447aa78c405ff461f5b6babd4a0399c84e1237a811f20e5adac1c77d72818856',100.0,1779030655,1,'2026-06-13T15:58:32Z',NULL,NULL,NULL,'["Infrastructure", "CI-CD", "Kubernetes-Native CI"]','["[DE FACTO STANDARD]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T15:58:32Z", "gh_stars": 4004, "gh_open_issues_30d": 102, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:54.253348+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubescape/kubescape','kubescape','','2025',5,'An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compliance frameworks (like CIS and NSA-CISA). Essential for enterprise teams seeking unified security visibility.','Go','Repository','Advanced',0,'online','manual','b2edcccc6e3dc19610cb8401874e7e9c6efc002eea50bff20debb737537678d8',100.0,1779032884,1,'2026-06-12T14:08:06Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Post-Deployment Scanning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T14:08:06Z", "gh_stars": 11480, "gh_open_issues_30d": 69, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:54.994375+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubescape/regolibrary','armosec/regolibrary','','2021',2,'A repository of highly structured Rego-based compliance policies curated for the Kubescape open-source platform. It maps cluster postures against frameworks like MITRE ATT&CK, NSA/CISA, and CIS benchmarks.','Rego','Policy Library','High',0,'online','manual','a75dcc4d8e1f244335f31040b321d85865242ba426e72448ac1fae221a4f27aa',100.0,1779130494,1,'2026-06-08T19:01:10Z',NULL,NULL,NULL,'["Security", "Compliance & Policy", "OPA Rego"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T19:01:10Z", "gh_stars": 131, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:50:55.747974+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubeshark/kubeshark','kubeshark/kubeshark','','2026',4,'An open-source, eBPF-driven network monitoring and L7 protocol debugging engine offering Wireshark-like inspection for Kubernetes. Captures, decodes, and records TCP/UDP traffic at the kernel level across dynamic microservices.','Go','Repository','Advanced',0,'online','manual','af2af430c1693288f10e0ac9c2e9d3c4514537ef5bc0e169d16ac18ab5c358b6',100.0,1779030554,1,'2026-06-03T18:01:45Z',NULL,NULL,NULL,'["Observability", "Networking", "Deep Packet Inspection"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T18:01:45Z", "gh_stars": 11951, "gh_open_issues_30d": 143, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:56.486786+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubeshield/identity-server','identity-server','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','92c55f70c85f144b884d31ed002f04a5d780c47ef8c8f74713a18e8bf2c08904',100.0,1779030711,0,'2026-05-17T17:11:51.605191+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubeops/ui-server", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T18:50:57.152967+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubeshop/kusk','kubeshop/kusk: use OpenAPI to configure Kubernetes','','2023',1,'Kusk is an OpenAPI-driven code generator and routing manager designed to build ingress configurations (mainly Envoy/Ambassador) directly from OpenAPI schemas. Live Grounding in 2026 reveals that Kubeshop has archived the Kusk project, directing engineers instead toward native Gateway API implementations.','Go','Tool','Medium',0,'online','manual','1687cf1566bec12c28cb5e735dd17748bac735ab1a3274534188e323717d6615',100.0,1779032780,1,'2022-10-12T11:05:45Z',NULL,NULL,NULL,'["API Gateway", "OpenAPI", "Ingress Generators"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-10-12T11:05:45Z", "gh_stars": 7, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:50:58.037419+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubeshop/monokle','==kubeshop/monokle==','','2021',5,'Monokle is a visual Kubernetes configuration editor and IDE engineered to simplify manifest creation, validation, and delivery. It parses local directories and live cluster states, offering visual representations of resource dependencies.','TypeScript','Desktop GUI App / Web App','Intermediate',0,'online','manual','fe40391aa802454c10f642618dd5708b3271873f37a1d06846bb43b009c7d722',100.0,1779030827,1,'2026-02-26T08:37:07Z',NULL,NULL,NULL,'["Platform Engineering", "Developer Productivity", "Configuration Editors"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-26T08:37:07Z", "gh_stars": 2138, "gh_open_issues_30d": 410, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:58.815463+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubeshop/testkube','kubeshop/testkube','','2026',5,'The open-source core repository of Testkube, housing the CRDs, execution agents, and orchestrator architecture. It enables git-triggerable, declarative test configurations defined as Kubernetes manifests, fully integrating test pipelines into standard GitOps workflows like ArgoCD.','Go','Framework','High',0,'online','manual','333516f5073b4f469fb82a7fdccfbae63494db5490567540aa0ad00a74ba2e0c',100.0,1779031141,1,'2026-06-13T15:44:39Z',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Open-Source Core"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T15:44:39Z", "gh_stars": 1607, "gh_open_issues_30d": 52, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:50:59.562622+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubesimplify/ksctl','Ksctl: Cloud Agnostic Kubernetes Management tool','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e87f298bcd6616cf3dcba6987c41d926d3e85f5ea6cdb3c015f2536d03a7478c',100.0,1779034479,0,'2026-05-17T18:14:39.882101+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/ksctl/ksctl", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T18:51:00.240155+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubesphere/kubeeye','KubeEye 🌟','','2025',5,'The main GitHub project repository for KubeEye, an advanced diagnostic utility that analyzes resources, configurations, and network environments. Pinpoints anomalies, deprecations, and potential security hazards. It runs standalone or integrates as a continuous API audit service.','Go','CLI Tool','Medium',0,'online','manual','fc86a43e1d9c8ee21309c3963f3584fdc2a92d5b9ff8d5a4750fad528a9bf5b1',100.0,1779034139,1,'2025-06-25T08:42:20Z',NULL,NULL,NULL,'["Operations", "Cluster Diagnostics", "Automated Auditing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-25T08:42:20Z", "gh_stars": 850, "gh_open_issues_30d": 38, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:51:00.989664+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubesphere/kubekey','kubekey','','2025',4,'A Go-based command-line utility engineered to rapidly install, configure, and upgrade Kubernetes clusters, KubeSphere components, and runtime layers (containerd, Docker) on bare-metal and cloud environments. It highly excels in air-gapped, offline installations using custom artifact packages. (Live Grounding: KubeKey remains a highly-rated installer alternative to Kubeadm, especially popular in hybrid/on-prem environments requiring deterministic runtime setups).','Go','Open Source Tool','Advanced',0,'online','manual','5f2766d774c39dee9e3aaf98051ab740425b1a29aab313e6c53e2f2a9fea2593',100.0,1779031625,1,'2026-06-11T09:03:03Z',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Cluster Provisioning", "KubeKey"]','["[ENTERPRISE-STABLE]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T09:03:03Z", "gh_stars": 2821, "gh_open_issues_30d": 273, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:51:01.797713+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubetail-org/kubetail','github.com/kubetail-org/kubetail 🌟','','2022',5,'Kubetail (by kubetail-org) is a real-time log-monitoring dashboard designed specifically for Kubernetes environments. It aggregates streaming logs from diverse Pods and containers directly in a web interface, allowing platform engineers to filter, pause, and search outputs instantly.','TypeScript / Go','Web UI','Intermediate',1,'online','manual','8a920a905975edef0c5c269b42676faf7d182b27c89f0e5d87d4e08a212b2d84',100.0,1779032969,1,'2026-06-06T08:36:55Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Log Aggregation", "UI Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-06T08:36:55Z", "gh_stars": 1720, "gh_open_issues_30d": 26, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:51:02.553425+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubevious/kubevious','==kubevious== 🌟🌟','','2024',3,'Kubevious is an open-source visualizer and validation engine for Kubernetes. It constructs an application-centric graph database of resource hierarchies, allowing rapid detection of manifest anomalies, cross-namespace conflicts, and misconfigurations.','TypeScript','Tool','Advanced',0,'online','manual','d0cdff7dc808c59f2e2693f9da55d72a62bc485f7daaaf6c8cf469df2d529d14',100.0,1779032975,1,'2026-06-13T07:19:22Z',NULL,NULL,NULL,'["Kubernetes Observability", "Visualization & Auditing", "Kubevious"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:19:22Z", "gh_stars": 1700, "gh_open_issues_30d": 17, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:51:03.303072+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kubevirt/kubevirt','kubevirt','','2026',4,'KubeVirt is a graduated CNCF project that allows virtual machines to run natively alongside standard container workloads on Kubernetes. By utilizing KVM virtualization inside Pods, it helps enterprises transition legacy virtual machine applications to modern cloud-native platforms. It has become the de facto standard for hyperconverged infrastructure setups, allowing unified management of containers and VMs.','Go','Virtualization Engine','Advanced',0,'online','manual','93de45c2d07a8d3ebda4273b3cc42fc8d20a6664c5a3cf697d174bfde4ca4589',100.0,1779032817,1,'2026-06-14T06:06:27Z',NULL,NULL,NULL,'["Virtualization", "VM Orchestration", "Hyperconverged Infrastructure"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:06:27Z", "gh_stars": 6900, "gh_open_issues_30d": 590, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:51:04.079516+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/kvaps/kubectl-node-shell','kvaps/kubectl-node-shell','','2025',3,'A highly convenient kubectl plugin that spawns an interactive root shell inside a physical cluster node''s host namespace. By bypassing conventional SSH access mechanisms and employing short-lived administrative containers, it simplifies deep OS-level performance tuning.','Shell','CLI Plugin','Advanced',0,'online','manual','821572d5842d9a60a9e78eadc755ec37adc7160df27cc195fa1112399becdfa3',100.0,1779032704,1,'2025-03-04T18:44:27Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-04T18:44:27Z", "gh_stars": 1818, "gh_open_issues_30d": 21, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:51:10.206438+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/kyma-incubator/terraform-provider-kind','kyma-incubator/terraform-provider-kind: Terraform Provider for kind (Kubernetes'' IN Docker)','','2023',2,'A dedicated Terraform provider to spin up local Kubernetes IN Docker (kind) clusters. Smoothly manages lifecycle stages for testing and continuous integration setups using standard IaC files.','Go','Provider','Intermediate',0,'online','manual','4306cf29be8ec78880b596214a90afe36630e5bc5b43f69a5e1d95a4bf7e0dac',100.0,1779032224,1,'2022-04-01T12:41:24Z',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-04-01T12:41:24Z", "gh_stars": 81, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T18:51:11.660206+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kyverno/chainsaw','Chainsaw - The ultimate end to end testing tool for Kubernetes operators','','2024',2,'Kyverno Chainsaw is a specialized declarative end-to-end testing framework tailored for Kubernetes operators and controllers. It simplifies assertions, resource creation, and mutation validation without requiring complex Golang suite writing.','Go','Tool','Advanced',0,'online','manual','8ec36b71959abc5bb1fec653b4f580ec8ee599bd9dad4d625bb3acd65a127449',100.0,1779030534,1,'2026-06-12T09:43:17Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Operator Testing"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:43:17Z", "gh_stars": 585, "gh_open_issues_30d": 51, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:51:12.458385+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kyverno/policies/issues/80',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','56dc9b261465f5af5c2cd715c22e42bd3ba90de38000425350dd702d84d9b410',100.0,1779034273,1,'2026-05-17T18:11:13.673542+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"gh_license": "Apache-2.0", "gh_open_issues_30d": 150, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:51:13.233068+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/kyverno/policy-reporter','Policy Reporter 🌟','','2026',5,'A CNCF-recognized dashboard and reporter engineered to capture, aggregate, and visualize policy violations (like Kyverno or OPA findings) inside Kubernetes clusters. Converts abstract policy status reports into accessible web UI tables and distributes real-time alerts to Slack or Grafana.','Go','Software','Intermediate',0,'online','manual','57598c39357991330ad525c770dc6b40363ef1def87cb6959cf32eee6da14abd',100.0,1779030365,1,'2026-06-13T14:33:44Z',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security Reporting", "Observability"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T14:33:44Z", "gh_stars": 371, "gh_open_issues_30d": 31, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:51:13.996933+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/laurci/kubernate','laurci/kubernate','','2021',1,'Kubernate is a JavaScript/TypeScript configuration SDK designed to generate Kubernetes manifests using familiar programming constructs instead of JSON or YAML. It offers developers structural safety, autocomplete, and simple dry-run compilation. Despite clean design, it operates in a crowded niche dominated by Pulumi and cdk8s.','TypeScript','Library','Medium',0,'online','manual','9d731945ce5929b3d8ec046d2be457be9edad6d8f882f37c51c46c53a2f4f8aa',100.0,1779033697,1,'2025-09-10T12:49:09Z',NULL,NULL,NULL,'["Configuration Management", "SDK", "JS/TS Manifests"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-09-10T12:49:09Z", "gh_stars": 118, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:51:14.738505+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/laurent22/joplin','joplin','','2026',5,'A widely adopted open-source note-taking and to-do application. Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems.','TypeScript','Repository','Intermediate',0,'online','manual','28a2f3937a6875deca73c3aad9383a41ee42e029a9315f1291546d828cbf2801',100.0,1779033675,1,'2026-06-14T09:47:40Z',NULL,NULL,NULL,'["Developer Productivity", "Documentation", "Note-Taking"]','["[DE FACTO STANDARD]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T09:47:40Z", "gh_stars": 55187, "gh_open_issues_30d": 560, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:51:15.478397+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/lbroudoux/openshift-cases/tree/master/jboss-amq7-custom',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','36e4532d1e380690beaa50e63e932568153d42654569dc5fe21322ecd61d354c',100.0,1779032552,0,'2026-05-17T17:42:32.422215+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:51:16.248480+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/learnk8s/free-kubernetes','==Free Kubernetes== 🌟🌟','','2025',3,'A highly-rated index of free Kubernetes sandboxes, development clusters, managed trials, and learning environments. Designed to lower the financial entry barrier for developers. (Live Grounding: Continually updated to include current free tiers, allowing quick architectural sandboxing without infrastructure bills).','Markdown','Awesome List','Beginner',0,'online','manual','ef93829251fb7a3dcb1d4f073ed91009b47e7c4e746d5986506e8bdfaf68fb44',100.0,1779030688,1,'2024-12-02T10:55:17Z',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Kubernetes Playgrounds"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-02T10:55:17Z", "gh_stars": 1158, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:51:17.809304+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/learnk8s/k8bit','**K8bit** — the tiny Kubernetes dashboard 🌟','','2022',0,'An ultra-lightweight, visual Kubernetes dashboard optimized for quick local development cycles. It renders operational resource states dynamically without incurring the high host memory or CPU overhead of standard web-native platforms.','JavaScript','Web Application','Beginner',0,'online','manual','bd2a8407aa1502c0c2e15a9b45c8d81e5dd773ac49aa29440111574d62364d86',100.0,1781736047,1,'2026-06-18T00:40:47.001305+02:00',NULL,NULL,NULL,'["Developer Experience", "UI Dashboards", "Lightweight Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:51:18.558825+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/learnk8s/templating-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','780ad11d3fd3d731cede4902c94ac497f902475236f81708ee83ba05c6c85ee3',100.0,1779032547,1,'2026-05-17T17:42:27.535823+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:51:19.321384+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/learnk8s/xlskubectl','==learnk8s/xlskubectl==','','2023',3,'An open-source spreadsheet integration that translates raw kubectl command outputs into clean cost estimation worksheets. Helps engineers understand how container limits, requests, and node sizing translate into monthly cloud charges.','JavaScript','GitHub Repository','Beginner',0,'online','manual','51de01a3870365cccbecf70cc2e5816095794c9e5ec2ce9eb1944dae8bbb64e1',100.0,1781735940,1,'2026-06-18T00:39:00.218796+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Kubernetes FinOps", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/finops.md", "docs/kubernetes-tools.md"]','["finops.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:51:20.089707+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/leg100/pug','github.com/leg100/pug: PUG','','2024',2,'PUG (Pug User Interface) is a terminal-based UI designed to control terraform commands and monitor output states. It presents interactive visual representations of active plans, deployment structures, and error pipelines. It elevates standard log streams into dynamic terminal dashboards for faster local troubleshooting.','Go','TUI Tool','Intermediate',0,'online','manual','7553ba98f6386ab8d8870ffc4bf0b9b839196acae4bb9e71569b5c0331f0d068',100.0,1779033808,1,'2026-01-02T11:17:40Z',NULL,NULL,NULL,'["Infrastructure as Code", "User Interfaces", "TUI Engines"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-01-02T11:17:40Z", "gh_stars": 682, "gh_open_issues_30d": 21, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:51:20.848874+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/longhorn/longhorn/issues/292','longhorn issue: Move replica to a different server','','2021',4,'A critical technical discussion dealing with manual scheduling, evacuation, and relocation patterns for Longhorn storage replicas. Serves as an operational guide for maintaining state synchronization across multi-node topologies.','Go','Issue/Discussion','Advanced',0,'online','manual','24b74089da1c13144fff8d54d0445036cf0a122149e8a79d259d51de36380887',100.0,1779031126,1,'2026-06-14T01:54:43Z',NULL,NULL,NULL,'["Infrastructure", "Storage Systems", "Replica Scheduling"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T01:54:43Z", "gh_stars": 7785, "gh_open_issues_30d": 1792, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:51:34.541437+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/louislam/uptime-kuma','louislam/uptime-kuma','','2021',5,'A highly popular self-hosted synthetic monitoring tool written in Node.js. It features multi-protocol ping, HTTP/TCP checks, certificate monitoring, integration with multi-channel alert providers, and highly intuitive dashboards, serving as a lightweight alternative to commercial APM and uptime tools.','JavaScript','tool','Basic',0,'online','manual','78a24cacb21d53c188d5a18ea7e98aa1b7767e890023ef21ef8b4a8ffd1c2153',100.0,1779029628,1,'2026-06-14T00:28:22Z',NULL,NULL,NULL,'["Observability & Monitoring", "Synthetic Monitoring", "Uptime-Kuma"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T00:28:22Z", "gh_stars": 87989, "gh_open_issues_30d": 758, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:51:36.800278+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/lsdopen/ahoy','github.com/lsdopen/ahoy','','2022',5,'Ahoy streamlines deployment validation in delivery pipelines by managing Kubernetes manifest configurations. It works as an intermediary script engine to verify configuration structures prior to deployment execution. It helps teams ensure compliance inside automated pipelines.','Go','CLI Tool','Intermediate',0,'online','manual','9cc3ecfbaa36b33b4ac2815f03d87f6d13ac5846af05a8e24e292bbd0e7a5f1c',100.0,1779032017,1,'2022-12-06T12:21:29Z',NULL,NULL,NULL,'["GitOps & Delivery", "CI/CD Orchestration", "Deployment Helpers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-06T12:21:29Z", "gh_stars": 78, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:51:37.537122+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/lucidrains/PaLM-rlhf-pytorch','lucidrains/PaLM-rlhf-pytorch','','2023',5,'An open-source PyTorch implementation combining the PaLM architecture with Reinforcement Learning from Human Feedback (RLHF). Crucial blueprint for organizations aiming to construct and fine-tune private, self-hosted LLM engines for internal code synthesis.','Python','Library','Advanced',0,'online','manual','f9270d91591dcdca60ca5424812f9254fb9cabd721b35e11d837fc86c3bb7200',100.0,1779030976,1,'2026-05-29T17:54:51Z',NULL,NULL,NULL,'["Software Engineering", "Machine Learning Systems", "LLM Training"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-29T17:54:51Z", "gh_stars": 7864, "gh_open_issues_30d": 20, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T18:51:38.271300+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/lucky-sideburn/kubeinvaders','kubeinvaders','','2026',3,'Kubeinvaders is a gamified chaos engineering platform modeled after classic Space Invaders, where destroying alien ships triggers real-time Pod terminations. While visually playful, it serves as an educational framework to demonstrate system resilience, automatic failover capabilities, and network resilience. It is highly popular for live interactive workshops, chaos training, and community meetups.','C','Chaos Tool','Intermediate',0,'online','manual','af9a6ab0fbb2bf9f91ff93a65c79bd78ee3bb101608bec7dfa38eca6801603c2',100.0,1779032196,1,'2026-05-10T15:00:45Z',NULL,NULL,NULL,'["Operations", "Chaos Engineering", "Gamified Diagnostics"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-10T15:00:45Z", "gh_stars": 1108, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T18:51:38.995981+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/microsoft/azure-devops-mcp','Azure DevOps MCP Server','','2025',5,'An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, and orchestrate pipeline runs.','TypeScript','Repository','Advanced',0,'online','manual','05f11807c7bd18462c812d985f04dc2d0f74311546f96b2be8d39b37b11cdd52',100.0,1779034269,1,'2026-06-12T10:53:20Z',NULL,NULL,NULL,'["CI/CD Pipelines", "AI & Automation", "Model Context Protocol"]','["[DE FACTO STANDARD]"]','["docs/azure.md", "docs/cicd.md", "docs/devops-tools.md"]','["devops-tools.md", "azure.md", "cicd.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-12T10:53:20Z", "gh_stars": 1813, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T18:52:24.983063+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/microsoft/azure-digital-twins-postman-samples','github.com/microsoft/azure-digital-twins-postman-samples','','2020',5,'A collection of pre-configured Postman templates and environment schemas designed to test, model, and automate Azure Digital Twins API endpoints. Simplifies validation tasks across graph topology manipulation and event routing controls.','JSON','Repo','Intermediate',0,'online','manual','1e7d3b110e64cd78964177357387fa23bcaa96ffab9b98f9ff176eda0af727b9',100.0,1779030346,1,'2024-08-07T14:38:47Z',NULL,NULL,NULL,'["Cloud IoT", "Digital Twins", "API Management"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-07T14:38:47Z", "gh_stars": 21, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T18:52:25.739385+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/microsoft/azure-pipelines-tasks','microsoft/azure-pipelines-tasks','','2026',5,'The main open-source codebase behind Azure Pipelines tasks. Critical reference for developers needing to extend build steps or troubleshoot performance bottlenecks.','TypeScript','Repository','Advanced',0,'duplicate','manual','089cfad9479f2a09702703f720100c150312ab62961d5cbbd5bb67569e2625e0',100.0,1779031378,1,'2026-06-12T14:53:04Z',NULL,NULL,NULL,'["CI/CD Pipelines", "Pipeline Extensions", "Tasks Repository"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-12T14:53:04Z", "gh_stars": 3645, "duplicate_of": "https://github.com/Microsoft/azure-pipelines-tasks", "gh_open_issues_30d": 507, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:52:26.500510+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/microsoft/mindaro','Bridge to Kubernetes 🌟','','2024',5,'Formerly a popular Microsoft tool for redirection of Kubernetes cluster traffic to local workstations. Live Grounding indicates this project has been retired and archived by Microsoft. Teams seeking similar workflows should look to solutions like mirrord or Telepresence.','TypeScript','GitHub Repository','Advanced',1,'online','manual','21fe8346e03b4c4c11ac2d27328a4d90a23ca24628e717e01c8f7d9b6516fbd2',100.0,1779029573,1,'2022-08-19T00:20:04Z',NULL,NULL,NULL,'["Cloud-Native Development", "Kubernetes", "Local Development"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-19T00:20:04Z", "gh_stars": 304, "gh_open_issues_30d": 164, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T18:52:34.946647+02:00"}');
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@@ -7440,6 +7440,6 @@
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@@ -5,7 +5,7 @@
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    <description>AI-curated top picks from the Cloud Native &amp; Kubernetes ecosystem</description>
    <language>en</language>
-    <lastBuildDate>Fri, 19 Jun 2026 14:38:22 -0000</lastBuildDate>
+    <lastBuildDate>Fri, 19 Jun 2026 16:55:35 -0000</lastBuildDate>
    <atom:link href="https://nubenetes.com/feed.xml" rel="self" type="application/rss+xml"/>
    <item>
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