Prompt Library
Practical prompts with the use case and expected result documented.
Kubernetes
Production-ready Kubernetes deployment
Deployment, Service, HPA, PDB and NetworkPolicy with a hardened security context.
Security
Repository security review
Evidence-backed findings with severity, exploit scenario and remediation effort.
Modernization
Java modernization plan
Plan-first legacy upgrade with risk ordering and rollback points.
CI/CD
CI/CD pipeline review
Correctness, performance and security review with a change table.
Testing
JUnit tests with a case list first
Forces an explicit test case plan before any test code is written.
Terraform
Terraform module scaffold
Variables, outputs, tagging, README example and an IAM justification list.
Development
Unfamiliar repository walkthrough
Purpose, entry points, request flow, hotspot files and open questions.
Documentation
Service documentation with citations
Overview, Mermaid architecture, config reference, setup, deployment and runbook.
DevOps
Multi-stage hardened Dockerfile
Pinned digests, cached dependency layer, non-root user, no build tooling in the final image.
Architecture
Spec-first API design
OpenAPI before implementation, with an explicit human approval gate.
Architecture
OpenAPI spec review
Reviews an existing contract for consistency, error handling and versioning.
Testing
Edge case enumeration
Enumerates boundary and failure scenarios before any test code exists.
MCP
MCP server design (read-only v1)
Tool surface, schemas, authorization model and audit events.
AI Agents
Agent workflow with human gates
Designs an automation flow where every irreversible step requires approval.
IBM Technologies
Legacy program explanation
Explanation-only analysis of enterprise platform code — no changes proposed.
Architecture
Architecture decision record draft
Turns a technical discussion into a structured ADR with rejected alternatives.