Handle AI model failures, quality regressions, bias incidents, and safety issues with a structured response runbook. Use when an AI feature produces harmful outputs, when model quality degrades in production, or when preparing an incident response plan for an AI system.
EnglishEngineering strategy and technical planning. Builds roadmaps (Now/Next/Later), technology radar, build-vs-buy analyses, and tech debt registers. Trigger when asked about roadmap planning, technology evaluation, build-vs-buy decisions, or tech debt prioritization.
EnglishGoverned dimensions (cost centre, project, grant, donor restriction, department, branch, product line, customer, supplier, activity, currency, book) and the budget / variance / allocation / contribution-margin / donor-grant reporting they support. Use when designing or implementing management reporting, KPI dashboards, budget vs actual, project profitability, grant utilisation, contribution-margin analysis, or allocation rules. Applies in software, SRS, SDS, test plan, proposal, and business-plan contexts.
EnglishCraft a product vision, strategic narrative, or north star in a focused session. Use when leadership needs a strategy document or when the team needs direction.
EnglishUse when designing the GDPR/POPIA/CCPA-compliant data export (right to portability) and erasure (right to be forgotten) workflows for a multi-tenant SaaS — cascade through every data store including warehouse/backups, retention policy, requester verification, audit trail, multi-tenant nuances of erasing one tenant's data without affecting others, and the engineering for African market regulations (Uganda DPPA, Kenya DPA, POPIA).
EnglishUse when integrating subscription billing, handling Stripe webhooks, implementing trial logic, managing upgrades/downgrades, or building dunning…
English
AGENT SKILLS ATLASIncludes AI Incident Response, CI/CD Pipeline Design, Database Reliability, and other workflows.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
AI Incident Response
Handle AI model failures, quality regressions, bias incidents, and safety issues with a structured response runbook. Use when an AI feature produces harmful outputs, when model quality degrades in production, or when preparing an incident response plan for an AI system.
CI/CD Pipeline Design
Use when designing or reviewing production CI/CD pipelines, deployment
Database Reliability
Database reliability engineering: SLI/SLO design and error-budget policy
Engineering Strategy
Engineering strategy and technical planning. Builds roadmaps (Now/Next/Later), technology radar, build-vs-buy analyses, and tech debt registers. Trigger when asked about roadmap planning, technology evaluation, build-vs-buy decisions, or tech debt prioritization.
Management Accounting Dimensions
Governed dimensions (cost centre, project, grant, donor restriction, department, branch, product line, customer, supplier, activity, currency, book) and the budget / variance / allocation / contribution-margin / donor-grant reporting they support. Use when designing or implementing management reporting, KPI dashboards, budget vs actual, project profitability, grant utilisation, contribution-margin analysis, or allocation rules. Applies in software, SRS, SDS, test plan, proposal, and business-plan contexts.
Product Strategy Vision
Craft a product vision, strategic narrative, or north star in a focused session. Use when leadership needs a strategy document or when the team needs direction.
Saas Tenant Data Portability and Erasure
Use when designing the GDPR/POPIA/CCPA-compliant data export (right to portability) and erasure (right to be forgotten) workflows for a multi-tenant SaaS — cascade through every data store including warehouse/backups, retention policy, requester verification, audit trail, multi-tenant nuances of erasing one tenant's data without affecting others, and the engineering for African market regulations (Uganda DPPA, Kenya DPA, POPIA).
Subscription Billing
Use when integrating subscription billing, handling Stripe webhooks, implementing trial logic, managing upgrades/downgrades, or building dunning flows
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
- Copy the install prompt. Use Copy install prompt above the list.
- Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.
Try it with your agent
After installation, start with a request like:
Use the AI Incident Response skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
- A coding agent that can access your project files and install skills.
- Your agent checks each skill’s instructions, dependencies, and permissions during setup.
- Reported license for the skills shown: MIT. The author’s terms apply.