96
Data Pipeline Orchestration DAG Blueprint
Designs a robust Airflow or Dagster DAG with proper task partitioning and error handling.
Template library
2,142 engineered scaffolds across 26 categories. Pick a category, drill into a subcategory, then open one straight into the engine.
- 2,142
- templates
- 26
- categories
- 156
- subcategories
96
Release Checklist
A safe, fast pre-release checklist with rollback notes and named owners.
95
Automated Workflow Logic Drafter
Designs the conditional logic and architecture for no-code automation workflows (Zapier/Make).
95
Behaviour-Preserving Restructure With a Safety Net
Restructure a module without changing observable behaviour, protected by characterisation tests
95
Blameless Incident Reconstruction and Contributing-Cause Analysis
Convert raw incident timeline data into a blameless write-up with contributing causes and prioritised follow-ups
95
Detached-Node Leak Hunt in a Long-Lived Web Session
Trace a browser memory leak in a single-page application to the JavaScript reference retaining removed DOM nodes
95
Heap Exhaustion Triage for a Long-Running Service
Separate under-provisioned heap from a genuine retention leak in a service that dies with out-of-memory errors
95
Live Pod Failure Investigation Runbook
Produce an ordered kubectl investigation runbook for a failing or crash-looping workload
95
Ranked Root-Cause Hypotheses for a Production Defect
Turn a production bug report into ranked root-cause hypotheses with a staged investigation plan
95
Revenue Cycle 'Denial Root Cause' Engine
Analyzes insurance denial patterns to pinpoint upstream registration or coding failures.
95
Self-Correction Loop for Multi-Step Tool Chains
Defines a self-healing workflow for agents executing complex sequences of API calls.
95
Supplier Quality Escape Root Cause Analysis
Investigates a specific quality failure in supplied parts using 5-Why and Ishikawa frameworks.
94
API Contract Designer
Design an API contract that is hard to misuse and easy to version.
94
Architecture Review Operator
Review a design for failure modes, coupling and operational cost.
94
Bug Triage
Reproducible steps, likely root causes and a minimal fix plan with an acceptance test.
94
Code Review Operator
Review a change for correctness, blast radius and reversibility.
94
Data Migration Runbook
Write a migration runbook with verification and a tested rollback.
94
Doc Update
Updates a README or guide with setup, usage and working examples.
94
Failure Triage Protocol
Triage a production failure from symptoms to a ranked set of hypotheses.
94
Incident Postmortem Operator
Write a blameless postmortem that ends in dated, owned prevention work.
94
Legacy Code Explainer
Explain unfamiliar code and mark the parts that are risky to change.
94
Observability Gap Audit
Audit what we cannot see and prescribe the smallest useful instrumentation.
94
Performance Profile Review
Find the true bottleneck before optimising anything.
94
PR Review Summary
A concise pull request review surfacing risks, tests to add and merge readiness.
94
Refactor Plan Builder
Plan a refactor in safe increments that keep the system shippable.
94
Test Plan Scaffold
A pragmatic test plan covering unit, integration and edge cases to prevent regressions.
94
Test Strategy Designer
Design a test strategy focused on the riskiest behaviours, not coverage vanity.
93
API Error Catalog and Troubleshooting Spec
Creates a comprehensive developer-centric error catalog with actionable resolution steps.
93
Cloud Infrastructure Incident Playbook Generator
Creates step-by-step incident response playbooks for specific cloud security scenarios.
93
Post-Incident DX Impact Report
Analyzes how an outage or bug affected the external developer community and ecosystem.
93
Post-Incident Review Narrative Builder for Data Outages
Structures a technical post-mortem for data pipeline failures or ML production incidents.
92
Machine-Readable Error Contract with Stable Reason Codes
Define a structured error payload whose codes clients can branch on safely across versions
92
Post-Mortem Root Cause Narrative Engine
Converts raw incident logs and timelines into a structured, blameless Post-Mortem report.
92
SaaS Multi-Tenant Incident Post-Mortem
Synthesizes system logs and timelines into a structured incident report for stakeholders and engineering teams.
92
SLO/SLI Design Framework for Distributed Systems
Defines meaningful Service Level Indicators and Objectives based on user journeys.