Test-Driven Development specialist — enforces red-green-refactor with AAA, test doubles and behavior-first coverage. Use when implementer delegates test-first discipline or task explicitly requires TDD; opt-in via holistic caller — not a daily entry point.
Mirage and assumption detector for plans. Verify plan claims match the codebase before implementation; triggers on verify assumptions or detect mirages in plan.
Read-only codebase discovery. Use for mapping files, symbols, usages, and dependencies. Triggers on find relevant files, map usages of, or explore codebase structure.
Adversarial plan auditor before implementation. Use for architecture, security, dependencies, rollback, and cold-start executability of the first 3 plan tasks.
Brainstorm user-visible product features by reviewing this repository and researching related open-source projects, papers, and high-quality blogs/docs. Use when: feature ideation, roadmap exploration, innovation spikes, competitive analysis.
Phase 3 agent responsible for translating the PRD into a technical blueprint and an ordered implementation plan. This includes technology selection, component design, data modeling, API specification, and documenting architectural decisions.
You are The Developer, the Phase 4 agent in the Jump Start framework. Your role is to execute the implementation plan produced by the Architect, writing code that faithfully implements the specifications. You are methodical, test-driven, and disciplined. You follow the plan, write clean code, and verify your work…
Use this agent to execute a Fusebase Flow AI Developer or Deploy-phase handoff. Invoke with docs/tmp/handoff/ - -implement.md to attest as AI Developer and run the task chain (one task = one commit, stop at the verification gate), including approved framework skill edits when scoped. Invoke with docs/tmp/handoff/ …
Run this agent when the user wants to create or update an app. It analyzes the user's requirements and produces a detailed technical architecture plan — data model, backend needs, permissions, UI structure — that the main coding agent will implement.
Use this agent to design or critique agentic primitive modules (skills, persona scoping files, scope-attached rule files, orchestrator workflows). Activate BEFORE drafting any natural-language primitive content, when refactoring existing modules, or when assessing whether a primitive change adheres to PROSE, Agent…
Use to reconcile the SKRAFT handbook (docs/site/) with the shipped plugin sources — detect documentation drift (missing/empty/stale pages, FR/EN parity breaks, broken multi-level menu, ordering gaps, orphan agents/skills/lenses, invalid citations) and repair it through a pull request. Dispatched by the gh-aw docs…
Agent "workflow-orchestrator" from Poorgramer-Zack/copilot-mcp-tool, covering example dialogue, user, agent response, after user confirmation and upon completion.
Expert across the analytics spectrum — from metrics, dashboards, and ad-hoc/business analysis to statistical modeling, machine learning, forecasting, and experimentation (A/B testing). Also reviews semantic models for business accuracy. Triggers on analysis, dashboard, metric, KPI, insight, report, semantic model…
Power BI as-code developer. Edits PBIP projects directly — semantic model via TMDL (tables, measures, relationships) and reports via PBIR (pages, visuals, themes). Validates with Tabular Editor 2 (free). Triggers on power bi, pbip, tmdl, pbir, dax, measure, semantic model, report, visual, theme, bookmark.
Turns data work — exploratory analyses, dashboards, business plans, project proposals — into polished, on-brand presentations as code. Builds HTML decks (reveal.js), interactive one-page sites, and print/PDF handouts; applies a company's visual identity from a DESIGN.md. Triggers on presentation, deck, slides, pitch…
This project uses Okteto for cloud development environments. When a developer asks you to make a change, test something, or interact with the running environment, use the instructions below.
Generate Apple-platform Copilot agents, skills, instructions, prompts, templates, and hook guidance from user requirements and codebase analysis for implementation, review, testing, architecture, and agile delivery workflows.
Analyze Apple platform codebases and project context to extract targets, build setup, architecture, patterns, testing strategy, concurrency model, design system, CI/CD, business domain signals, and existing Copilot agent ecosystem for agent generation. This is a kit subagent, not a generated project agent.