sdlc
claudeTask lifecycle: new-task (BA authoring + contradiction gate + Gherkin), requirements, plan-task, task-review, debug, qa skills + architect, debugger and requirements-analyst subagents.
8 skills · 3 agents
ML pipeline skills: feature-change (training/serving schema contract + leakage check), model-eval (multi-season leave-one-out regression gate), ship-model (snapshot, registry, artifact publish, cache flush, rollback). Pairs with the ml-reviewer subagent.
Plugin ml from marketplace personal in kulykivska/claude-plugins. Commands read from the repo's manifest — yesterday.
feature-changeAdd, remove or rename a model feature without breaking serving. Trigger on "add a model feature", "new feature in the model", "add a feature", "remove this feature", or any diff touching the feature schema. Covers the training and serving sides of the contract, the leakage check, and deploy ordering
model-evalProve a model change is real before shipping it. Trigger on "did it get better?", "check the model", "evaluate this model change", "did this improve MAE", or before any PR that claims a metric win. Runs the multi-season leave-one-out harness and applies the regression gate.
ship-modelRelease a retrained model into serving. Trigger on "ship this model", "publish the model", "publish the new weights", or after a model change has passed the eval gate. Covers snapshot, registry, artifact publish, verification against live, and the rollback path.
Task lifecycle: new-task (BA authoring + contradiction gate + Gherkin), requirements, plan-task, task-review, debug, qa skills + architect, debugger and requirements-analyst subagents.
8 skills · 3 agents
content-writer and fact-checker subagents + social-post, linkedin-post-writer, humanizer and remove-ai-marks skills: one idea into platform-native posts for LinkedIn, Threads, X, Instagram; EN/UK, owner's voice, fact-checked, humanized, and stripped of AI provenance marks.
4 skills · 2 agents
Selling and retention design: conversion-review, paywall-and-pricing, habit-loop, landing-builder and ux-copy skills + conversion-reviewer subagent. Honest by default (no dark patterns), every finding names the event that proves it.
5 skills · 1 agent
Per-stack reviewer subagents: Python/FastAPI, web (Vite/React/TS), SwiftUI, and ML pipeline (LORO gate, FEATURE_COLS sync, leakage).
4 agents
Apple-grade UX and the toy feel: delight-spec (spring, haptic and motion tokens with CSS and SwiftUI snippets), hig-review, and the design-first redesign orchestrator (5-6 directions, design system, screens, then plan) + hig-reviewer subagent.
3 skills · 1 agent
Business growth subagents: aso-optimizer (App Store), growth-analyst (funnel/conversion), outreach-writer (partnership and consulting pitches).
3 agents
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