diff --git a/data/inventory.sql b/data/inventory.sql
index 0f2b5cd8..71c723a4 100644
--- a/data/inventory.sql
+++ b/data/inventory.sql
@@ -14864,7 +14864,6 @@ INSERT INTO "resources" VALUES('https://www.crunchydata.com/news/crunchy-postgre
INSERT INTO "resources" VALUES('https://www.crunchydata.com/news/next-generation-crunchy-postgres-for-kubernetes-released','blog.crunchydata.com: Next Generation Crunchy Postgres for Kubernetes 5.0 Released','','2021',0,'Announces the major architecture redesign of Crunchy Postgres for Kubernetes v5.0, transitioning to a fully declarative reconciliation controller. Unlike legacy v4 versions that required external tools to drive state transitions (Curator Insight), v5 relies entirely on Kubernetes native API constructs to maintain database health (Live Grounding). It is currently the industry-standard version for production PostgreSQL operations.','Go','Release Announcement','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Infrastructure", "Database Operators", "PostgreSQL", "Release Highlights"]','["[LEGACY]"]','[]','["crunchydata.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://www.cst-bg.net/post/13-clues-to-good-devops','cst-bg.net: 13 clues you are doing DevOps right 🌟','','2021',0,'Details concrete signs of production-grade operational status, mapping continuous deployment safety parameters, automated rollbacks, policy-driven code promotions, and integrated performance regression test runs across staging structures.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Metrics & Assessment", "Quality Assurance"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://www.cuelogic.com/blog/kubernetes-vs-docker-swarm','Kubernetes vs Docker Swarm: A Comprehensive Comparison','','2021',0,'Contrasts the resource footprints and configuration requirements of Swarm and Kubernetes, guiding startup development teams to target Docker Swarm for rapid initial deployments.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Docker Swarm", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cuelogic.com/blog/pipeline-as-code','cuelogic.com: Decoding Pipeline as Code (With Jenkins) 🌟','','N/A',0,'A curated technical resource and architectural guide covering cuelogic.com: Decoding Pipeline as Code (With Jenkins) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'review_required','manual',NULL,80.0,1779032180,0,'2026-05-17T17:36:20.385198+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"review_metadata": {"original_url": "https://www.cuelogic.com/blog/pipeline-as-code", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:54.965976"}}');
INSERT INTO "resources" VALUES('https://www.cyberark.com/resources/threat-research-blog/attacking-kubernetes-clusters-through-your-network-plumbing-part-1','cyberark.com: Attacking Kubernetes Clusters Through Your Network Plumbing: Part 1','','2020',0,'Delves into how container network interfaces (CNIs) and underlying network configurations can be targets for spoofing, route injection, and MITM attacks within shared Kubernetes clusters.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "CNI Network Vulnerabilities", "Network Penetration Testing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://www.cyberark.com/resources/threat-research-blog/kubesploit-a-new-offensive-tool-for-testing-containerized-environments','cyberark.com: Kubesploit: A New Offensive Tool for Testing Containerized'' Environments','','2020',0,'This Threat Research publication outlines the design philosophies, target test matrices, and operational workflows of CyberArk''s offensive tool Kubesploit. It evaluates simulated cluster breaches and privilege escalation vectors.','English','Technical Article','Intermediate',0,'online','manual','799b738e8ccc8722ab9ce122c7a9495e214377dec12e105bf2252b8fb90c8391',100.0,1779034235,1,'2026-05-17T18:10:35.702441+02:00',NULL,NULL,NULL,'["Security & Hardening", "Vulnerability Assessment", "Educational Material"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
INSERT INTO "resources" VALUES('https://www.cyberark.com/venafi-and-cyberark-machine-identity-security',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.cyberark.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','45d4e5dbdedd7f9af360adf02cd463ab622fa6a6a929778d15692cd5df742792',100.0,1779130494,1,'2026-05-18T20:54:54.982691+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md", "docs/kubernetes-security.md"]','["istio.md", "kubernetes-security.md"]','{}','{}');
diff --git a/data/inventory.yaml b/data/inventory.yaml
index f48d161e..9cd79917 100644
--- a/data/inventory.yaml
+++ b/data/inventory.yaml
@@ -472231,43 +472231,6 @@ https://www.cuelogic.com/blog/kubernetes-vs-docker-swarm:
v2_locations:
- kubernetes-alternatives.md
youtube_mosaic: {}
-https://www.cuelogic.com/blog/pipeline-as-code:
- title: "cuelogic.com: Decoding Pipeline as Code (With Jenkins) \U0001F31F"
- description: ''
- year: N/A
- stars: 0
- ai_summary: "A curated technical resource and architectural guide covering cuelogic.com:
- Decoding Pipeline as Code (With Jenkins) \U0001F31F in the Kubernetes Tools ecosystem."
- language: English
- resource_type: Reference
- complexity: Intermediate
- is_microservice: false
- status: review_required
- addition_method: manual
- content_hash: null
- health_score: 80.0
- last_checked: 1779032180
- needs_ai_refresh: false
- discovered_at: '2026-05-17T17:36:20.385198+02:00'
- last_ai_eval: null
- company: null
- geo_region: null
- hierarchy:
- - Architectural Foundations
- - Kubernetes Tools
- - General Reference
- tags:
- - '[COMMUNITY-TOOL]'
- v1_locations:
- - docs/jenkins.md
- v2_locations:
- - jenkins.md
- youtube_mosaic: {}
- review_metadata:
- original_url: https://www.cuelogic.com/blog/pipeline-as-code
- proposed_url: NONE
- reason: 'High-Value Protection: 404'
- timestamp: '2026-05-18T18:54:54.965976'
https://www.cyberark.com/resources/threat-research-blog/attacking-kubernetes-clusters-through-your-network-plumbing-part-1:
title: 'cyberark.com: Attacking Kubernetes Clusters Through Your Network Plumbing:
Part 1'
diff --git a/docs/jenkins.md b/docs/jenkins.md
index 0e8b783a..6bfce130 100644
--- a/docs/jenkins.md
+++ b/docs/jenkins.md
@@ -321,7 +321,6 @@ jenkinsci CloudBees' advice is to use build tool features when possible (Maven/G
- **Use shared libraries.** Do you remember the days of when you used inline JavaScript in your web pages? When you introduce a "script" tag into a Declarative pipeline, that's a warning sign that you are starting to head down the same path. When you decide that the "script" tag is the only way to go, instead of using the "script" tag, you should instead create a custom step in a shared library and use that step within your Declarative pipeline.
- **Don't use shared libraries (the wrong way).** Wait, what? You just told me to use shared libraries and now you're telling me not to use shared libraries. What gives? Many people will treat shared libraries like a programming project. Here's the thing to keep in mind. Scripted and Declarative syntax are meant to only do CI tasks and not to be a general purpose programming language. Many Jenkins controller performance issues can be traced back to the misuse of scripted syntax and shared libraries written in a way where all the work is being done within the Jenkins controller itself instead of on the agents.
- **Only use Scripted syntax when it doesn't make sense to use Declarative plus a shared library.**
-- [cuelogic.com: Decoding Pipeline as Code (With Jenkins) 🌟](https://www.cuelogic.com/blog/pipeline-as-code) Pipeline as code technique rests on the paradigm that delivery pipeline configuration which builds, tests, deploys applications, and software infrastructure must be treated as code.
- [mishra-praveen.medium.com: Comprehensive Guide To Jenkins Declarative Pipeline [With Examples]](https://mishra-praveen.medium.com/comprehensive-guide-to-jenkins-declarative-pipeline-with-examples-17c0be7a79d)
#### How to share a Declarative Pipeline. Examples of Declarative Pipelines in Shared Libraries
diff --git a/v2-docs/index.md b/v2-docs/index.md
index e4854ea3..52029990 100644
--- a/v2-docs/index.md
+++ b/v2-docs/index.md
@@ -88,9 +88,9 @@
2. **Standard Layer (Mapped)**: Resources identified as candidates for Elite status but pending deep AI analysis.
**Current Inventory Coverage:**
- - **V1 Base Inventory**: 18663 total resources analyzed.
- - **V2 Elite Selection**: 14542 candidates identified (77.92% density ratio).
- - **AI Enrichment Coverage**: 14536 / 14542 (99.96%)
+ - **V1 Base Inventory**: 18662 total resources analyzed.
+ - **V2 Elite Selection**: 14541 candidates identified (77.92% density ratio).
+ - **AI Enrichment Coverage**: 14535 / 14541 (99.96%)
- **GitHub Metadata Coverage**: 1764 / 1764 (100.0%) - *Critical for Maturity Tagging*
- **Status**: The system is incrementally processing pending resources to complete the knowledge graph.
@@ -403,7 +403,7 @@ Every technical label across Nubenetes, sized by how many resources carry it. Cl
Case Study117
Chinese1
Clojure1
-Community-Tool7513
+Community-Tool7512
Conceptual13
Dart1
De Facto Standard1139
diff --git a/v2-docs/jenkins.md b/v2-docs/jenkins.md
index 445f1be1..e9d9ff08 100644
--- a/v2-docs/jenkins.md
+++ b/v2-docs/jenkins.md
@@ -26,7 +26,6 @@ description: "Top Jenkins resources for 2026, AI-ranked: git-plugin, Warnings Ne
- [dzone: Groovy Goodness: Using The Call Operator](https://dzone.com/articles/groovy-goodness-using-the-call-operator) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering dzone: Groovy Goodness: Using The Call Operator in the Kubernetes Tools ecosystem.
- [dzone: learn how to setup a cicd pipeline from scratch 🌟](https://dzone.com/articles/learn-how-to-setup-a-cicd-pipeline-from-scratch) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering dzone: learn how to setup a cicd pipeline from scratch 🌟 in the Kubernetes Tools ecosystem.
- [Dzone: Top 10 Best Practices for Jenkins Pipeline](https://dzone.com/articles/top-10-best-practices-for-jenkins-pipeline) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering Dzone: Top 10 Best Practices for Jenkins Pipeline in the Kubernetes Tools ecosystem.
- - [cuelogic.com: Decoding Pipeline as Code (With Jenkins) 🌟](https://www.cuelogic.com/blog/pipeline-as-code) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering cuelogic.com: Decoding Pipeline as Code (With Jenkins) 🌟 in the Kubernetes Tools ecosystem.
- [stackoverflow.com: Can I have an entire declarative pipeline defined and' parameterized in a shared library?](https://stackoverflow.com/questions/45889796/can-i-have-an-entire-declarative-pipeline-defined-and-parameterized-in-a-shared) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering stackoverflow.com: Can I have an entire declarative pipeline defined and' parameterized in a shared library? in the Kubernetes Tools ecosystem.
- [Dzone: Running Jenkins Server With Configuration-as-Code 🌟](https://dzone.com/articles/running-jenkins-server-with-configuration-as-code) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering Dzone: Running Jenkins Server With Configuration-as-Code 🌟 in the Kubernetes Tools ecosystem.
- [dzone: how to setup scalable jenkins on top of a kubernetes cluster](https://dzone.com/articles/how-to-setup-scalable-jenkins-on-top-of-a-kubernet) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering dzone: how to setup scalable jenkins on top of a kubernetes cluster in the Kubernetes Tools ecosystem.
diff --git a/v2-docs/tags.md b/v2-docs/tags.md
index da1d726c..b8873bc8 100644
--- a/v2-docs/tags.md
+++ b/v2-docs/tags.md
@@ -34,7 +34,7 @@ Bigger, warmer labels cover more resources. Click any label to jump to its secti
Case Study117
Chinese1
Clojure1
-Community-Tool7513
+Community-Tool7512
Conceptual13
Dart1
De Facto Standard1139
@@ -168,7 +168,7 @@ Bigger, warmer labels cover more resources. Click any label to jump to its secti
1. [Emerging](#emerging) (82 resources)
1. [Guide](#guide) (1082 resources)
1. [Case Study](#case-study) (117 resources)
-1. [Community-Tool](#community-tool) (7513 resources)
+1. [Community-Tool](#community-tool) (7512 resources)
1. [Legacy](#legacy) (554 resources)
1. [Spanish Content](#spanish-content) (208 resources)
@@ -729,7 +729,7 @@ Resources indexed by their primary source language or document format.
## Community-Tool {#community-tool}
Click to view top 100 of 7513 resources under Community-Tool
+Click to view top 100 of 7512 resources under Community-Tool
- **(2026)** [github.com/openshift/hive](https://github.com/openshift/hive) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] — *Go to [Section](./ocp4.md)*
- **(2026)** [SquadcastHub/awesome-sre-tools](https://github.com/SquadcastHub/awesome-sre-tools) 🌟🌟🌟 [COMMUNITY-TOOL] [MARKDOWN CONTENT] — *Go to [Section](./other-awesome-lists.md)*
@@ -832,7 +832,7 @@ Resources indexed by their primary source language or document format.
- **(2025)** [SQL Police Department](https://sqlpd.com) 🌟🌟🌟 [COMMUNITY-TOOL] — *Go to [Section](./elearning.md)*
- **(2024)** [kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran) 🌟🌟🌟 [COMMUNITY-TOOL] [GO CONTENT] — *Go to [Section](./kubernetes-tools.md)*
-*... and 7413 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*
+*... and 7412 more resources. For the full exhaustive list, search the [V1 Historical Archive](/v1/).*