Product & Planning
Product & planning agent skills structure the thinking side of building: specs, PRDs, user stories, roadmaps, and prioritization frameworks. Install one and your AI agent produces planning documents with the same rigor and format every time.
-
zarif3624 Bundle Handoff CustomerCreate a complete sales-to-customer-success, implementation, or account-management handoff. Use after a B2B deal closes or before kickoff when goals, promises, stakeholders, risks, commercial scope, implementation needs, and unresolved questions must transfer without making the customer repeat discovery.
-
zarif3624 Bundle Research AccountResearch a B2B account or prospect and create an evidence-backed sales brief. Use before outreach, discovery, demos, account planning, renewals, or executive meetings when company priorities, people, initiatives, technology, or trigger events need to be understood without fabricated personalization.
-
zarif3624 Bundle Prepare DiscoveryPrepare for or structure a B2B sales discovery conversation. Use before first calls, technical discovery, executive discovery, expansion conversations, or follow-ups when the seller needs a call plan, hypotheses, questions, listening targets, and a useful next-step standard.
-
zarif3624 Bundle Analyze Sales CallAnalyze B2B sales-call transcripts, notes, or recordings that already have usable text. Use after discovery, demos, negotiations, deal reviews, or customer conversations to extract evidence, decisions, objections, qualification changes, next steps, CRM updates, follow-up inputs, and behavior-based coaching without inventing what participants said.
-
zarif3624 Bundle Review Customer OutcomesReview B2B customer outcomes, adoption evidence, obligations, risks, renewal readiness, and expansion hypotheses using success plans, contracts, usage data, support history, stakeholder feedback, or account notes. Use for customer reviews, QBR preparation, value realization, renewal planning, health-score audits, churn risk, or deciding whether an expansion conversation is supported.
-
grimaldost Skill Context HandoffAuthor a paste-ready, self-contained brief that hands work to a fresh context — a new Claude Code session, a spawned task, a teammate, or an issue ticket. Use whenever current work must be packaged so a receiver with zero shared context can take it cold — "package this up for a fresh session", "bundle this for another agent", "write a standalone brief / a self-contained handoff", "spin this off", "hand this off", "offload this", "branch off", "new session for this", "author a persisted backlog / worklist doc for a future session", "subtask", "fork", "spinoff" — when curating a context slice to continue or delegate work elsewhere, or running "/context-handoff". Three modes — SUBTASK (bounded brief, an artifact comes back), FORK (continues independently, nothing returns), and BACKLOG (a persisted repo doc a future session opens to pick up any item). For in-session parallel work where results flow back automatically, prefer the Task tool / subagents — this skill is for handoffs that cross a boundary the harness
-
grimaldost Bundle Feedback TriageTriage a tool's accumulated dogfooding feedback reports into a leverage-ordered improvement backlog — reconcile what already shipped, cluster findings by underlying cause rather than symptom, assign each cluster a disposition (attack this tool, route out to the tool that owns it, or decline), apply a promotion gate (reinforced across reports, specific, actionable), and emit a triage document with a status-tracked promotion table. Use on "triage the feedback backlog", "cluster the feedback reports", "what should this tool fix next", "promote the recurring feedback", or "/feedback-triage". Explicitly invoked maintenance — never run proactively; it reads a whole corpus. If the tool's binding registers its own triage template (e.g. keel's reflection-triage), follow that template. Not for consolidating journal entries into guidance (that is consolidate-knowledge), not for a corpus of one report with no prior triage (nothing to cluster yet — a 1-report delta over an existing baseline IS a valid later pass), not for
-
grimaldost Skill Receiving Code ReviewEvaluate incoming review feedback technically before acting on it: read all items, restate or ask about anything unclear before implementing any of them, verify each suggestion against the actual codebase, push back with evidence when a suggestion is wrong for this code, and skip performative agreement entirely. Use when processing review comments from a human or an automated reviewer, when feedback seems technically questionable or context-blind, when a reviewer proposes 'implementing properly' something nothing calls (grep usage first, propose removal), or when a reply is about to start with 'you're absolutely right'. Order of work: clarify everything, then blocking issues, simple fixes, complex fixes — testing each individually; a pushback that turns out wrong gets a one-line factual correction, not an apology. Not for performing a review of someone else's change (/code-review or review-panel) and not for triaging accumulated feedback reports into a backlog (feedback-triage).
-
zenon-red Skill Zeno Reporting Discovered TasksDeprecated compatibility skill. Discovery handling is now routed via zr-review-discoveries.
-
jtsang4 Skill Plan Coaching规划教练。通过访谈引导用户形成能被批准和推行的规划材料,或对已有规划稿做评审与拷问。当用户要写规划、Roadmap、立项或方向提案,或要求 review 规划文档时使用。
-
nicholashidalgo Skill Stakeholder Update WriterWrites concise, credible stakeholder updates: status, risks, decisions needed. No puffery.
-
fengqiliu Bundle Pm Alpha Prd WriterPRD文档撰写规范。包含背景与目标、功能规格(含DICOM Tag映射表模板)、接口规范、验收标准(Gherkin格式)。适用于产品经理编写标准化产品需求文档,确保开发、测试团队对需求理解一致。当需要撰写或审核PRD文档时使用此skill。
-
fengqiliu Bundle Pm Beta Product Planning产品规划技能。制定产品路线图,拆解OKR到团队和个人,进行版本规划与资源评估。适用于年度/季度规划、团队目标对齐、项目排期等场景。当用户需要制定产品规划、拆解团队目标、评估项目资源时使用此skill。
-
emily2040 Bundle Leakage AdversaryActively search ML datasets and pipelines for target, temporal, group, split, join, and preprocessing leakage. Use when an agent needs a judgment-heavy data science workflow for attack ml pipelines for leakage, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Messy Data CleanroomDesign transparent, reversible cleaning plans for messy datasets without silently mutating evidence. Use when an agent needs a judgment-heavy data science workflow for design reversible data cleaning plans, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Baseline Ablation LabDesign honest baselines and ablations before complex models are accepted. Use when an agent needs a judgment-heavy data science workflow for force honest baselines and ablations, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Data Question FramingTurn ambiguous business, product, policy, or research asks into decision-ready data science problem statements. Use when an agent needs a judgment-heavy data science workflow for turn vague asks into measurable ds problems, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Privacy Preserving DsGuide data science work on sensitive data using minimization, local-first analysis, de-identification, synthetic data, or privacy-preserving methods. Use when an agent needs a judgment-heavy data science workflow for choose safe analysis patterns for sensitive data, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Production Ml HandoffConvert data science prototypes into engineering-ready ML handoffs with contracts, artifacts, SLOs, monitoring, and ownership. Use when an agent needs a judgment-heavy data science workflow for turn prototypes into engineering handoffs, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Drift Monitor DesignerDesign drift monitoring for production models and data products across data, concept, performance, and operational signals. Use when an agent needs a judgment-heavy data science workflow for design data, concept, and performance drift monitors, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Causal Assumption ScoutClarify when a data science request needs causal reasoning, what assumptions are required, and what evidence is missing. Use when an agent needs a judgment-heavy data science workflow for stop predictive work from pretending causality, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Feature Store ReadinessDecide whether a feature store is needed and design features to avoid training-serving skew, staleness, and reuse confusion. Use when an agent needs a judgment-heavy data science workflow for decide when a feature store is worth it, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Notebook Repro PackagerPackage notebooks so another machine or teammate can reproduce their results with known data, environment, seeds, and order. Use when an agent needs a judgment-heavy data science workflow for make notebooks runnable elsewhere, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Semantic Lineage MapperReconstruct practical lineage across SQL, notebooks, scripts, dashboards, model artifacts, and pipeline configs. Use when an agent needs a judgment-heavy data science workflow for rebuild lineage from sql, notebooks, and configs, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle AI Data Readiness TriageAssess whether a dataset or data domain is ready for AI, analytics, or modeling before a project commits time and budget. Use when an agent needs a judgment-heavy data science workflow for score whether data is usable for ai work, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Evaluation Reality CheckDesign evaluation strategies that match task type, deployment setting, time, groups, and decision risk. Use when an agent needs a judgment-heavy data science workflow for design trustworthy model evaluation, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Small Data Power PlannerHelp teams decide what can be learned responsibly from small, imbalanced, expensive, or scarce datasets. Use when an agent needs a judgment-heavy data science workflow for avoid overfitting scarce data, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Data Science Incident RcaRun root-cause analysis for broken models, metrics, dashboards, pipelines, and data science decisions. Use when an agent needs a judgment-heavy data science workflow for diagnose broken models and dashboards, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Cost Aware Compute PlannerPlan compute use so data science experiments, model training, and inference stay within budget and latency constraints. Use when an agent needs a judgment-heavy data science workflow for plan gpu, cloud, and sampling costs, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Dataset Contract ForensicsInfer practical data contracts, schema expectations, and validation tests from messy real datasets. Use when an agent needs a judgment-heavy data science workflow for infer contracts and tests from messy data, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Metric Design Review BoardReview whether a chosen data science metric actually supports the decision, user outcome, risk, and cost tradeoff. Use when an agent needs a judgment-heavy data science workflow for align metrics with real decisions, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Model Risk Compliance MemoCreate concise model risk and compliance memos for review, audit, launch, or executive approval. Use when an agent needs a judgment-heavy data science workflow for create governance-ready model risk memos, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Oss Ds Supply Chain AuditorAudit open-source packages, notebooks, model weights, datasets, licenses, and provenance used in data science work. Use when an agent needs a judgment-heavy data science workflow for audit ds dependencies, models, data, and licenses, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Experiment Provenance LedgerPreserve experiment provenance across code, data, environment, parameters, metrics, artifacts, and human decisions. Use when an agent needs a judgment-heavy data science workflow for capture code, data, env, and decision history, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Notebook To Pipeline SurgeonConvert exploratory notebooks into modular, parameterized scripts or orchestrated pipeline tasks. Use when an agent needs a judgment-heavy data science workflow for refactor notebooks into maintainable pipelines, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
-
emily2040 Bundle Stakeholder Insight StorytellerConvert analysis into stakeholder-ready insight narratives that state decisions, evidence, uncertainty, and recommended action without overclaiming. Use when an agent needs a judgment-heavy data science workflow for convert analysis into decision-grade narrative, including evidence review, local artifact inspection, risk classification, stakeholder-ready decisions, reproducibility, governance, or agent-to-agent handoff. Trigger for Codex, Claude, Gemini, Copilot, Cursor, Windsurf, Gravity, LangGraph, CrewAI, AutoGen, or local agents when this exact workflow is needed.
Frequently asked questions
What are Product & Planning agent skills?
Product & planning agent skills structure the thinking side of building: specs, PRDs, user stories, roadmaps, and prioritization frameworks. Install one and your AI agent produces planning documents with the same rigor and format every time.
Which Product & Planning skills are most installed?
Popular Product & Planning skills on SkillMD right now include privacy-preserving-ds, handoff-customer, research-account. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do Product & Planning skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.