shepherding-an-initiative
Five-phase umbrella playbook for an initiative shepherd. Dispatches to phase-deep skills (Research, PoC, Scoping, Implementation) at the right moment.
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Updated 11-01 00:15
39,082 results
Five-phase umbrella playbook for an initiative shepherd. Dispatches to phase-deep skills (Research, PoC, Scoping, Implementation) at the right moment.
Review developer-facing plans for setup, API/CLI ergonomics, errors and compatibility. Triage covers install and first-run errors; polish and expansion cover…
This skill helps users extract structured product details from Amazon using a specific ASIN (Amazon Standard Identification Number). Use this skill when the…
End-to-end development lifecycle for AI coding agents — scaffold projects, plan and build features, create Linear tickets, open and review PRs, clean up after…
Use when the user asks to run a full empirical / causal analysis in Python — by default in the style of an applied economics paper (AER / QJE / JPE / ReStud /…
Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes: Standards (does the code follow this repo's documented coding…
Cross-check a hard bug with independent diagnostic workers only when the user explicitly requests them; otherwise run one inline diagnosis. Use when a bug is…
Use when upgrading from Bevy 0.18 to Bevy 0.19, fixing resource/query conflicts, replacing `SceneRoot` with `WorldAssetRoot`, migrating text to `FontSource`…
Actix-web Rust web framework. Covers routing, extractors, middleware, state management, and WebSocket. Use for high-performance Rust APIs. USE WHEN: user…
Clean code principles. Covers naming, functions, and readability. Use when writing or reviewing code for quality. USE WHEN: user mentions "code quality",…
FastAPI modern Python web framework. Covers routing, Pydantic models, dependency injection, and async support. Use when building Python APIs. USE WHEN: user…
Python security patterns for Django, FastAPI, and Flask. Covers Bandit, Safety, secure coding practices, and OWASP for Python ecosystem. USE WHEN: user works…
Use the TypeScript language server (`typescript-language-server`) for precise code intelligence in the `clickhouse-js` repository: go-to-definition, find…
Constrain Java development to prioritize reuse of the Brilliant Workshop unified framework capabilities and avoid reinventing the wheel. Based on the "Brilliant Workshop Unified Framework - User Manual - nightly", provide guidance on unified framework integration, upgrades, configuration, Starter selection, and troubleshooting. When a framework capability is matched, the framework's Starter and corresponding abstract API must be used; falling back to Spring official starters is prohibited...
Software-engineering heuristics based on Mark Seemann's Code That Fits in Your Head (2021), updated for agent-driven development. Use when writing or reviewing…
Design schemas.tsx with Input/Output types for patterns
Analyze recent coding patterns and generate a personalized developer growth report.
Transcribe audio via OpenAI Audio Transcriptions API (Whisper).
React Native and Expo best practices for performance, UI patterns, and native integrations.
Improve code structure and readability
Analyze implementation details, trace data flow, explain technical workings, locate files, and consolidate codebases. Use when you need to understand HOW code…
Add local notifications to .NET MAUI apps on Android, iOS, and Mac Catalyst. Covers notification channels, permissions, scheduling, foreground/background…
Repo-local workflow skill for large coding tasks. Initializes .agent/tasks/TASK_ID artifacts, installs project-scoped Codex and Claude subagents, updates…
[Architecture] Use when analyzing and improving performance for database queries, API endpoints, or frontend rendering.