Use when the contribution of an American Economic Journal: Macroeconomics (AEJ: Macro) manuscript relative to the macro frontier is fuzzy, contested, or undersold.
Define atomic feature requirements and create mini-PRDs for structured delivery. Use when starting requirements work, structuring Epics/Features/Scenarios, or breaking down work…
Write BDD Markdown scenario specifications with Preconditions, Steps, and Expected outcomes. Use when creating scenarios for a mini-PRD, classifying test types (E2E, Integration,…
Expert business analyst specializing in requirements gathering, process improvement, and data-driven decision making.
Product manager for PRD creation, requirements discovery, and stakeholder alignment. Default persona name is Aria — configurable via persona_name_product in config.yml.
Selects and configures agents from the agents repo based on PRD tech stack. Runs after task decomposition, before specification generation.
Scrum Master e gestor de projeto ágil. Lê prd.md, spec-tecnica.md e schema.md para definir Epics e User Stories com critérios de aceitação, seguindo os princípios do Scrum e do…
Use when product-lead is about to formalize a feature into a change folder (the OpenSpec-style intake that replaces PRD as of v6.9.0).
Guides the creation of agile user stories and Gherkin feature files. Use when the user wants to create a user story, write acceptance criteria, define Gherkin scenarios — from…
Use when the user wants to author, refine, or audit a Product Requirements Document for AI coding agents.
Write a complete AI feature specification that defines desired model behaviour, input/output examples, confidence thresholds, fallback logic, and non-functional requirements.
Use when turning a feature idea into an implementation-ready PRD with traceable REQ IDs, acceptance criteria, NFRs, risks, data model, and task slices for /agileteam Phase 0.
Structure AI and ML product decisions with the rigour of any product decision. Use when building AI-powered features, evaluating LLM integrations, designing AI products, or…
Prepare business logic understanding, product requirements, implementation-ready briefs, acceptance criteria, and new project ideas for the DieteticAi application.
Use when PRFAQ, BRD, PRD, product brief, workflow, or equivalent initiative artifacts exist and you need to review them for planning gaps, unclear scope, weak priorities, missing…
Optional AI SDLC user-experience workflow. Use when an AI assistant needs to define actors, goals, user journeys, interaction steps, loading/empty/error/success states, recovery…
Create comprehensive Product Requirements Documents (PRD) that define what to build and why, focusing on goals, scope, user stories, and success criteria without implementation…
Freeze AiForInterviewer MVP PRD scope by checking product requirements, traceability, backlog coverage, and unresolved requirement risks before F1 completion.
Product compliance and safety — certifications, labeling requirements, restricted substances, documentation
Plan Amazon product photography for maximum conversion. Shot lists, lighting setups, infographic briefs, lifestyle scene planning, and image optimization following Amazon's…
Detects critical product, scope, data, risk, and success ambiguities in requirements or PRDs and expresses them as structured, decision-forcing clarification questions without…
Turn the idea for a feature into a fully-formed PRD/design/specification and implementation-plan. Use when you have a spec or requirements that needs implementation.
Audit whether the current repository can run as a Claude Code remote routine (cloud session). Read-only analysis that inventories what Lisa AND the host project need to c — from…
Use this when user provides a Yii2 codebase for analysis or migration planning. Provides 6-phase workflow: scan, capability extraction, dependency analysis, requirements…
Use when auditing websites or apps for Canadian accessibility law compliance, checking AODA (Ontario) or Accessible Canada Act (federal) requirements, or advising on CAN/ASC-EN…
Use when the user wants an app idea turned into a Product Requirements Document (PRD) committed to a repo — "create a PRD", "/app-prd", "turn this idea into a PRD", or a raw idea…
Schreibt arc42 Sektion 1 (Einführung und Ziele): Aufgabenstellung, Qualitätsziele, Stakeholder. Use when: Sektion 1 schreiben, Einführung, Ziele, Requirements Overview, Quality…
R package for single-cell ATAC-seq analysis. Use for chromatin accessibility analysis, peak calling, motif enrichment, and integration with gene expression.
Score an architecture artifact against its canonical TOGAF template for completeness. Checks Architecture Definition Documents, Architecture Requirements Specifications,…
Create professional ASCII UI wireframes, mockups, and prototypes for software, web, and mobile interfaces.
Verbindliches Entwicklungs-Vorgehen dieses Repos nach ASPICE/ISTQB — Requirements-IDs, Traceability-Gate, Verifikationsschleifen, Widerspruchs-Regel.
Use when when you have processed scATAC-seq data (peak calling complete, cell-barcode matrix generated) and need to register it into ArchR for downstream multiome analysis…
Use when after differential peak analysis (tl.diff_test) has identified peaks that differ in accessibility across cell types or conditions.
End-to-end ATAC-seq workflow from FASTQ files to differential accessibility and TF footprinting. Covers alignment, peak calling with MACS3, QC metrics, and optional TOBIA — from…
Orchestrator-workers variant of atom-audit. Dispatches N Haiku workers (3-5 atoms each) to audit every atom under packages/design-system/src/atoms/ in parallel against…
Orchestrate end-to-end backend feature development from requirements to deployment. Use when coordinating multi-phase feature delivery across teams and services.
Seed basecamp memory-bank files from an existing PRD, product brief, spec, or requirements document. Use when a new project has a source document but little or no code yet.
生成芯片/IP 产品需求文档（PRD），从市场需求和技术约束输出专业 PRD 规范。Generate Product Requirements Document for chip/IP design projects. Trigger: /bb-prd, PRD生成, 产品需求文档, 芯片立项, IP需求, chiplet specification
Creates BDD feature files for Golang Clean Architecture projects using Gherkin syntax. Use when users need to write .feature files for integration tests, create test scenarios for…
Detect allele-specific chromatin accessibility from ATAC-seq using WASP, GATK ASEReadCounter, or RASQUAL.
Infer cis-regulatory connections (peak-to-peak co-accessibility) from scATAC-seq using Cicero, ArchR getCoAccessibility, or SCENIC+.
Build a differential-ready consensus peakset from per-replicate ATAC-seq peaks using iterative overlap removal, fixed-width re-centering, and majority-rule overlap.
Sequence-based deep learning for ATAC-seq using chromBPNet, BPNet, scBasset, or EnFormer. Use when correcting Tn5 bias with neural networks beyond k-mer models, predicting…
Find differentially accessible chromatin regions between conditions using DiffBind or DESeq2. Use when comparing chromatin accessibility between treatment groups, cell ty — from…
Identify differentially accessible chromatin regions across conditions using DiffBind, csaw, DESeq2, or edgeR.
Predict enhancer-gene regulatory connections from ATAC-seq using ABC, ENCODE-rE2G, HiChIP, or Cicero.
Analyze TF motif accessibility variability across samples or single cells using chromVAR. Use when identifying TF motifs whose accessibility correlates with conditions, computing…
Extract nucleosome positions from ATAC-seq data using NucleoATAC, ATACseqQC, and fragment analysis. Use when analyzing chromatin organization, identifying nucleosome-free regions…
Map nucleosome center positions, occupancy, and fuzziness from ATAC-seq fragment-size patterns using NucleoATAC, ATACseqQC, DANPOS3, or scprinter.
Process and analyze single-cell ATAC-seq data with Signac, ArchR, SnapATAC2, or Cell Ranger ATAC. Use when handling 10X scATAC or 10X Multiome (paired RNA+ATAC) data, performing…
Build enhancer-driven gene regulatory networks (eGRNs) by integrating single-cell RNA-seq and ATAC-seq using SCENIC+, CellOracle base GRNs, Pando, FigR, DIRECT-NET, TRIPO — from…
End-to-end ATAC-seq workflow from FASTQ files to differential accessibility and TF footprinting. Covers alignment, peak calling with MACS3, QC metrics, and optional TOBIA — from…
Use when the user wants to create a Product Requirements Document (PRD) for a new app, feature, or project.
Product manager for PRD creation and requirements discovery. Use when the user asks to talk to John or requests the product manager.
Structured PRD creation through collaborative product discovery. Captures vision, success criteria, user journeys, domain requirements, and functional/non-functional…
Create Product Requirements Documents (PRDs), Architecture Documents, Epics, and User Stories using the BMAD (Breakthrough Method for Agile AI Driven Development) methodology.
Systematic PRD validation against quality standards. Validates format, information density, coverage, measurability, traceability, implementation leakage, domain compliance,…
Invoked explicitly by name (/brainstorm-prd). Walks the user through an adaptive, one-question-at-a-time interview about a feature or large change, then writes a Product…
BA/Spec Agent — Phỏng vấn nghiệp vụ (elicit requirements) theo kiểu Socratic, phân tích Gap AS-IS/TO-BE, rồi xuất BRD và/hoặc FRD chuẩn Markdown kèm Mermaid diagram.
Prompt for creating Product Requirements Documents (PRDs) for new features, based on an Epic.