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PipeCD Manager — Enterprise Continuous Delivery Automation · lloydchang | DecimalAI

devopsby lloydchang

PipeCD Manager — Enterprise Continuous Delivery Automation

lloydchang/manage-pipecd

Source lloydchang/agentic-reconciliation-engine ↗License AGPL-3.0

Manages PipeCD continuous delivery operations including deployment, configuration, monitoring, and integration with Qwen LLM for K8sGPT.

SkillScore87Maintained

Automatic

DevOps & SRE pack

Last verified 8/4/2026

What it changes

Passed 20 of 23 test cases with the skill, and 8 of 23 without it.

Without skill35%

With skill87%

Checks it passed that the model alone missed

Sets projectID to quickstart.
Configures model name as qwen2.5-72b-instruct.
Places the private key under spec.config.repo.git.sshKey.

and 10 more in the full report

12 fixed8 passed either way3 still failing0 broke

Pass-rate lift: +52 pp
Tokens: +25%
Agent turns: 0%
Response time: -58%

Model gemini-3.6-flashMeasured 8/4/2026v120 of 23 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/lloydchang-manage-pipecd/SKILL.md https://app.decimal.ai/s/lloydchang-manage-pipecd/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add lloydchang-manage-pipecd, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/lloydchang-manage-pipecd/ and pins it in .decimal/skills.lock

decimalai skills add lloydchang-manage-pipecd

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/lloydchang-manage-pipecd/SKILL.md https://app.decimal.ai/s/lloydchang-manage-pipecd/SKILL.md

Raw file: /s/lloydchang-manage-pipecd/SKILL.md ↗ · machine-readable summary at /s/lloydchang-manage-pipecd.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 12

Prompt

After creating the pipecd namespace and applying the quickstart control plane manifest, what specific kubectl command forwards local port 8080 to the PipeCD console service?

What was checked, without and with the skill
Checked	Without skill	With skill
Executes port-forward targeting svc/pipecd on port 8080 in namespace pipecd.	Missed	Passed

case-04 · gemini-3.6-flash · 8/4/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md230 lines4 filesincludes scripts

PipeCD Manager — Enterprise Continuous Delivery Automation

Purpose

Manages PipeCD continuous delivery operations across multi-cloud environments with AI-powered analysis and automation capabilities.

When to Use

Setting up PipeCD: Initial installation and configuration of PipeCD control plane
Application Deployment: Deploy and manage applications through PipeCD pipelines
Configuration Management: Configure PipeCD components, projects, and piped agents
AI Integration: Integrate Qwen LLM for K8sGPT analysis and automated insights
Monitoring & Observability: Set up monitoring, alerting, and performance analysis
Multi-Platform Support: Deploy Kubernetes, Terraform, Cloud Run, Lambda, and ECS applications

Capabilities

Core PipeCD Operations

Control plane installation and configuration
Piped agent registration and management
Application deployment pipeline configuration
GitOps workflow automation
Multi-cloud application deployment

AI-Powered Features

Qwen LLM integration for K8sGPT analysis
Automated deployment risk assessment
Performance anomaly detection
Intelligent rollback recommendations
Natural language deployment queries

Platform Support

Kubernetes: Full manifest management and Helm chart support
Terraform: Infrastructure as code deployment
Google Cloud Run: Serverless application deployment
AWS Lambda: Function deployment and management
AWS ECS: Container service deployment

Implementation

1. PipeCD Control Plane Setup

Track record

Benchmark

20 / 23

test cases passed, vs 8 / 23 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/1/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

lloydchang / agentic-reconciliation-engine

core/ai/skills/manage-pipecd/SKILL.md

View on GitHub ↗

License AGPLv3Imported 8/1/2026Version v1Bundled 3 files · scripts

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

PipeCD Manager — Enterprise Continuous Delivery Automation

Purpose

When to Use

Capabilities

Core PipeCD Operations

AI-Powered Features

Platform Support

Implementation

1. PipeCD Control Plane Setup

Track record

Benchmark

Adoption

SkillSafety

Source

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