Product & Planning

fufankeji Skill

Use when generating content for Xiaohongshu (Little Red Book / 小红书) — short lifestyle notes with emoji, hook-driven openings, pain-point or contrast titles, and interactive CTAs. Triggers on requests for 小红书 posts, rednote content, or any short-form Chinese social note styled for discovery feeds.

adambien Bundle

Carve candidate business components from the confirmed domain concepts — cluster by CONCEPTS.md co-occurrence, name each BC with a canonical glossary term — and document the as-is → to-be diff in migration/CARVING.md without changing any code. Step between concept-clarifier and sbce in a legacy-to-BCE migration; the diff is the backlog for incremental (strangler) refactoring. Invoke explicitly as /bc-carver in the analyzed project. Never restructures code — /sbce and the composed stack skill execute the carving.

neplich Skill

Create or update a roadmap from dated GitHub milestones, issues, PRs, and releases, using semantic phases when dates are unavailable. Use after pm-agent routes roadmap work.

neplich Bundle

Plan, implement, and verify a scoped change from confirmed PRD/TRD/design inputs after plan approval. Use after engineer-agent routes implementation work.

neplich Bundle

Turn a new idea, empty-workspace app, feature change, or spec iteration into confirmed PRD/DECISIONS and downstream scope. Use after pm-agent classifies product discovery or requirements work.

neplich Skill

Summarize GitHub issues, PRs, milestones, backlog health, release readiness, and recent activity from live data or a dated export. Use after pm-agent routes repository-status work.

hamzafarooq Skill

Turn a goal statement into well-formed OKRs — 3 Objectives each with 3 measurable Key Results. Use when the user wants to write OKRs, quarterly goals, or structured targets for their team.

hamzafarooq Skill

Rewrite any document as a 3-bullet executive summary for a time-poor VP or executive. Use when the user needs to distill a long document, PRD, report, or analysis into something a senior leader can absorb in 30 seconds.

hamzafarooq Skill

Generates a structured PRD from a feature description or brief. Use when asked to write, draft, or create a PRD.

hamzafarooq Skill

Turn a list of user stories or backlog items into a prioritized 2-week sprint plan with effort estimates and capacity check. Use when the user wants to plan a sprint, prioritize stories, or figure out what fits in two weeks.

hamzafarooq Skill

Write a concise weekly or monthly stakeholder update from raw notes. Covers progress, blockers, decisions needed, and next steps. Use when the user needs to write an update for their manager, leadership, or cross-functional partners.

aspectrr Skill

Find and connect with engineers working on ELK/observability stacks at ICP companies. Use when: (1) Researching individual contributors at a company that passed ICP company research, (2) Finding engineers with ELK/platform/SRE skills, (3) Verifying someone's work involves ELK/logstash/observability, (4) Connecting with practitioners who manage the stack day-to-day, (5) Discovering new ICP companies through engineer profiles. Workflow: Company from CRM → DuckDuckGo → PinchTab → LinkedIn MCP (verify ELK in skills/experience + connect) → Add to engineers CRM. Flipped discovery: If engineer has strong ELK signals but company isn't in CRM → add company as 'Discovered'. This skill DOES connect on LinkedIn.

aspectrr Skill

Find and connect with team leads/VPs running observability/ELK stacks at ICP companies. Use when: (1) Researching decision-makers at a company that passed ICP company research, (2) Finding VP/Director/Team Lead contacts (VP Platform, Director SRE, Infrastructure Lead), (3) Verifying someone's role includes observability/platform, (4) Connecting with buyers who have budget authority, (5) Discovering new ICP companies through team lead profiles. Workflow: Company from CRM → DuckDuckGo → PinchTab → LinkedIn MCP (verify + connect) → Add to team_leads CRM. Flipped discovery: If team lead runs platform/observability but company isn't in CRM → add company as 'Discovered'. This skill DOES connect on LinkedIn.

motormetrics Bundle

Required reading before writing any HogQL/SQL or calling execute-sql against PostHog. Use whenever the user wants to search, find, or do complex aggregations PostHog entities (insights, dashboards, cohorts, feature flags, experiments, surveys, hog flows, data warehouse, persons, etc.) and query analytics data (trends, funnels, retention, lifecycle, paths, stickiness, web analytics, error tracking, logs, sessions, LLM traces). Covers HogQL syntax differences from ClickHouse SQL, system table schemas (system.*), available functions, query examples, and the schema-discovery workflow.

jornalistainclusivo Bundle

Creates comprehensive Product Requirements Documents (PRD) — the foundational document that defines WHAT to build and WHY, upstream of SDD and Spec in the JINC pipeline. Use this skill whenever a user wants to: write a PRD, capture product requirements, define a feature from a business or user perspective, document user stories and acceptance criteria, build a business case, analyze market opportunity, define success metrics, or translate a raw idea into structured requirements. Trigger for: 'escreve o PRD', 'define os requisitos', 'preciso documentar esse produto', 'quero as user stories para', 'define essa feature', 'business case para', 'what should this product do', 'capture requirements for', or any request to define product scope before architecture. Always the first document in the JINC pipeline — PRD precedes SDD and Spec. Use even if the user doesn't say 'PRD' — if they're figuring out WHAT to build, this skill applies.

jornalistainclusivo Bundle

Creates Software Design Documents (SDD) following Spec-Driven Development principles for all types of software. Use this skill whenever a user wants to design software before coding, document an architecture, write a technical spec, convert a PRD into an SDD, plan system design, or run a 'vibe architecture' session. Trigger also for phrases like 'let's spec this out', 'design the system', 'document this feature', 'lock the architecture', 'bora codar' (after an idea description), 'quero criar um sistema', 'vamos arquitetar isso', or any request to plan a feature at the system level before implementation. This skill acts as a Senior CTO + Staff Engineer using a Pair Architecture (Vibe Coding) flow: Seed → Mirror → Jam → Lock. Always use it — even for simple features — when the user's intent is 'design first, code second.'

jornalistainclusivo Bundle

Creates technical Specifications (Spec) — the precise, unambiguous definition of software behavior used as the source of truth for AI code generation agents. Use this skill when a user wants to: write a technical spec, convert PRD requirements into typed contracts, define TypeScript interfaces/Zod schemas from user stories, generate OpenAPI 3.1 contracts, specify state machines, scaffold tests from requirements, or prepare a document so that Cursor/Claude Code/Antigravity can generate production code without further clarification. Trigger for phrases like 'escreve a spec', 'detalha a implementação', 'quero os tipos TypeScript', 'define os contratos de API', 'especifica esse componente/feature', 'quero que o Cursor implemente isso', 'preciso da spec técnica', or any request to make PRD/SDD decisions precise enough for AI-driven code generation. Always positioned downstream of PRD + SDD.

pangenomeai Bundle

Master orchestrator for preparing research proposals and funding-application proposals in food, nutrition & agricultural science. Like food-pipeline, but for proposals: it resolves the target funding scheme's format first (headings, order, page/word limit, font, assessment criteria), then drafts from scratch (food-deep-research for the knowledge base, food-paper to write, food-review to review) or revises an existing draft after first understanding the field. Enforces the scheme's length limit and required headings and aligns content to the assessment criteria. Built-in schemes: ARC Discovery EOI, ARC Discovery Full Application, and the UoM Ag & Food project proposal; if a scheme isn't included it asks the user to upload the guideline and extracts the format. Triggers: write a grant proposal, ARC Discovery application, funding application, research proposal, project proposal, revise my grant, prepare an EOI.

akillness Bundle

Design evaluation systems for AI agents by choosing the right grader mix, benchmark shape, harness boundaries, and production feedback loop. Use when the user needs eval planning for coding agents, research agents, conversational agents, or computer-use agents, even if they ask in terms like benchmark, grader, harness, regression suite, eval roadmap, red-team tasks, online evals, or agent quality monitoring. Not for fixing the underlying product feature or writing the feature tests themselves.

akillness Skill

Tool registry, capability discovery, schema-first routing, router policies and fallbacks. Use when an agent has more than ~15 tools, multiple MCP servers, or needs dynamic tool selection based on context.

awslabs Skill

Molecular docking pipeline using AutoDock Vina for structure-based drug discovery. Triggers on docking, AutoDock Vina, receptor preparation, ligand preparation, PDBQT, grid box, virtual screening, binding affinity, pose prediction, structure-based virtual screening, "redocking RMSD", "Vina score", "docking pose", "prepare receptor", "ligand library screening".

awslabs Skill

Reason about biomarker discovery and validation in HCLS — classifying biomarker intent, choosing feature-selection and cross-validation strategies, avoiding leakage, and planning external replication. Use when the user asks to discover, develop, or validate a biomarker; select features from high-dimensional omics or clinical data; design a validation study; choose evaluation metrics; justify sample size; combine multi-omics signals; or assess clinical utility. Triggers include "discover a biomarker", "validate biomarker", "prognostic vs predictive", "feature selection", "LASSO vs elastic net", "nested cross-validation", "data leakage", "C-index", "time-dependent AUC", "decision curve analysis", "external validation cohort", "events per variable", "optimism-corrected", "multi-omics integration", "clinical utility of a biomarker", "is this biomarker ready".

awslabs Bundle

Reasoning skill for designing AWS GenAI and ML architectures for healthcare and life sciences workloads. Use when the user asks to choose between SageMaker and Bedrock, design a RAG system over medical literature, architect clinical NLP or medical imaging inference, plan genomics or drug discovery pipelines on AWS, address HIPAA/PHI compliance in ML systems, design MLOps for regulated clinical models, or optimize cost for HCLS ML workloads. Triggers include "AWS architecture", "SageMaker vs Bedrock", "HIPAA ML", "clinical RAG", "medical imaging inference", "genomics on AWS", "PHI training", "MLOps healthcare", "Bedrock guardrails", "HealthLake", "HCLS cloud architecture", "BAA compliance", "SageMaker endpoint", "Bedrock knowledge base", "clinical NLP on AWS", "FDA SaMD on AWS".

awslabs Skill

Reason about quantitative proteomics experiment design and data analysis strategy. Use when the user asks to choose between LFQ, TMT, and DIA quantification; select an imputation method for missing values; pick a normalization strategy; interpret differential expression results from proteomics data; evaluate ratio compression; or design a proteomics study for biomarker discovery or validation. Triggers include "LFQ vs TMT", "DIA quantification", "proteomics normalization", "missing value imputation", "MNAR", "MinProb", "QRILC", "kNN imputation", "VSN normalization", "median centering", "quantile normalization", "limma proteomics", "ratio compression", "proteomics study design", "label-free quantification", "tandem mass tag", "data-independent acquisition", "DIA-NN", "Spectronaut", "MaxQuant LFQ", "proteomics differential expression", "empirical Bayes proteomics", "proteinGroups.txt", "MSFragger output", "TMT normalization code", "LFQ analysis", "proteomics pipeline R", "MaxQuant output".

awslabs Skill

Reasoning skill for structure-based drug design strategy. Use when the user asks to assess target druggability, choose a docking strategy, select a scoring function, define a binding site, interpret docking results, plan molecular dynamics or free energy perturbation (FEP), design a virtual screening cascade, or decide between fragment-based and HTS screening. Triggers include "drug design", "druggability", "docking strategy", "scoring function", "binding pocket", "molecular dynamics", "FEP", "SAR", "virtual screening", "induced fit", "allosteric site", "fragment-based drug discovery", "lead optimization", "MM-GBSA", "pharmacophore".

udecode Skill

Autonomous kitcn supervisor for sweep, clean, full, design, milestone, PRD, timed, and review-until work. Compiles a run profile, keeps evidence-backed state, decomposes local task packets, repairs its workflow, and closes through GitHub delivery.

udecode Skill

Turn a settled kitcn capability or milestone rung into an ambitious, implementation-ready local PRD with decisions, owner maps, task packets, and proof contracts.

udecode Skill

Turn kitcn vision, research, and source evidence into a pivotable local milestone map and ranked PRD ladder.

udecode Bundle

Run a scoped Linear backlog autonomously as a sequence of maximal safe parallel batches by composing orchestrator, autogoal, and task. Use when the user wants Codex to execute ordered Linear issues without prompting for each next batch while parallelizing every dependency-ready ticket that lacks a hard conflict.

udecode Skill

Pressure-test a kitcn product, API, architecture, or DX direction against VISION.md and source evidence before committing to a plan or PRD.

lvlup-sw Skill

Research and discovery workflow for document deliverables — competitive analyses, architecture comparisons, ADR scaffolding, literature reviews, vendor evaluations. No TDD requirement. Phases: gathering → synthesizing → completed. Triggers: 'discover', 'research', 'explore topic', or discover.

felipecustodio Bundle

Fundamental Planning Phase starter skill. Orchestrates goal decomposition, constraint discovery, alternative exploration, scope boundary locks, and risk red-teaming before execution.

loogacystudio Bundle

Use when a benchmark agent or skill needs the shared benchmark framework rules — capability map, corpus discovery, corpus adapter contract, lifecycle boundaries, or run-record finalization guidance — rather than one benchmark artifact like a judged run or rerun manifest.

vamfi Skill

This skill should be used when the user asks to "write a PRD", "draft product requirements", "create a requirements document", "define features and NFRs", "write user stories for a product", or needs to produce a structured Product Requirements Document from discovery findings or a product brief.

vamfi Skill

This skill should be used when the user asks to "run discovery", "facilitate a discovery session", "create a discovery document", "map stakeholders", "build an assumption register", "define success metrics", "plan discovery interviews", or needs to structure the initial research phase of an engagement.

vamfi Bundle

This skill should be used when the user asks to "use the VAMFI templates", "get the proposal template", "find the PRD template", "use the HLD template", "load the runbook template", "access artifact templates", or needs a blank template for any VAMFI consultancy document.