Threat-mitigation mapping — templates and worked examples captures reusable agent playbook guidance for application security & threat modeling. Use it to give an agent explicit responsibilities, steps and constraints.

User] -- [Web App] -- [API Gateway] -- [Backend Services] | v [Database]. Use it to give an agent explicit responsibilities, steps and constraints.

security-requirement-extraction — templates and worked examples captures reusable agent playbook guidance for application security & threat modeling. Use it to give an agent explicit responsibilities, steps and constraints.

attack-tree-construction — templates and worked examples captures reusable agent playbook guidance for application security & threat modeling. Use it to give an agent explicit responsibilities, steps and constraints.

Runnable examples for the four grader shapes named in SKILL.md's Graders section: schema-compliance, exact-match with normalization, execution-based, and LLM-judge. Every grader returns a binary pass/fail — never a Likert score — per the plugin-wide rule. Wire each one to exact. Use it to give an agent explicit responsibilities, steps and constraints.

Complete promotion-report.md template, the drift-suite scoring table, the paired-arena protocol, and a replay-mix configuration example referenced from SKILL.md. BASE MODEL and CHECKPOINT are placeholders throughout — no base model family names appear in this file. Benchm. Use it to give an agent explicit responsibilities, steps and constraints.

vector-index-tuning — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

similarity-search-patterns — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

1. Keep It DRY : Use templates to avoid repetition 2. Validate Early : Check variables before rendering 3. Version Templates : Track changes like code 4. Test Variations : Ensure templates work with diverse inputs 5. Document Variables : Clearly specify required/op. Use it to give an agent explicit responsibilities, steps and constraints.

hybrid-search-implementation — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

embedding-strategies — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

1. API latency around 02:00-03:00 UTC (backup window) 2. Auth service memory (restart if 80%). Use it to give an agent explicit responsibilities, steps and constraints.

Production-ready templates for incident response runbooks covering detection, triage, mitigation, resolution, and communication. Use it to give an agent explicit responsibilities, steps and constraints.

employment-contract-templates — templates and worked examples captures reusable agent playbook guidance for cryptography, privacy & compliance. Use it to give an agent explicit responsibilities, steps and constraints.

For advanced code-first generation patterns and tooling, see references/code-first-and-tooling.md:. Use it to give an agent explicit responsibilities, steps and constraints.

projection-patterns — templates and worked examples captures reusable agent playbook guidance for api, backend & databases. Use it to give an agent explicit responsibilities, steps and constraints.

event-store-design — templates and worked examples captures reusable agent playbook guidance for api, backend & databases. Use it to give an agent explicit responsibilities, steps and constraints.

cqrs-implementation — templates and worked examples captures reusable agent playbook guidance for api, backend & databases. Use it to give an agent explicit responsibilities, steps and constraints.

Pick a template, see what it does, get a Dockerfile + docker-compose + bot + README you can run anywhere. Use it as a repeatable review, validation or hardening pass.