Product & Planning

majiayu000 Bundle

Use when defining long-term vision - creates 3-5 year product strategy with vision, strategic pillars, capability roadmap, and competitive moats.

majiayu000 Bundle

Coding standards discovery agent. Performs deep analysis of codebase to detect naming conventions, import patterns, function characteristics, type usage, error handling, and anti-patterns. Generates evidence-based coding standards documentation with statistical confidence levels and real code examples. Parses ESLint, Prettier, TypeScript configs. Detects security issues and maintainability concerns. Activates for coding standards, code conventions, naming conventions, style guide, code analysis, detect patterns, import patterns, function patterns, type patterns, error handling patterns, anti-patterns, eslint config, prettier config, typescript config, code style, code quality rules, project conventions, consistency check, coding guidelines.

majiayu000 Bundle

Comprehensive skill for project planning and prompt engineering. Covers hierarchical plans (briefs, roadmaps, phases), Claude-to-Claude meta-prompts, and multi-stage workflows. Use when: planning, prompt creation, agentic pipeline work, project roadmap, meta-prompts, research to implement workflow.

majiayu000 Bundle

Use when planning an initiative - maps stakeholders, tracks alignment, and plans communication strategy.

majiayu000 Bundle

Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug discovery including SMILES parsing, standardization, descriptors, fingerprints, clustering, 3D conformers, parallel processing. Returns native rdkit.Chem.Mol objects. For advanced control or custom parameters, use rdkit directly.

majiayu000 Bundle

PyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures for drug discovery, protein modeling, or knowledge graph reasoning. Best for custom model development, protein property prediction, retrosynthesis. For pre-trained models and diverse featurizers use deepchem; for benchmark datasets use pytdc.

majiayu000 Bundle

Use Gemini CLI's 1M token context to understand entire codebases in one pass. Full architecture mapping, pattern discovery, and onboarding documentation.

majiayu000 Bundle

Produces prioritized triage report from open GitHub issues, PRs, and discussions. Use when reviewing community backlog.

majiayu000 Bundle

Coding standards discovery and documentation expert. Analyzes codebase to detect naming conventions, patterns, anti-patterns, and best practices. Generates or updates coding standards documentation in .specweave/docs/internal/governance/. Detects ESLint/Prettier configs, analyzes TypeScript/JavaScript patterns, finds security issues, and creates evidence-based standards with confidence levels. Activates for analyze coding standards, discover conventions, code style analysis, detect patterns, coding guidelines, what are the standards, code quality check, naming conventions, linting rules, best practices analysis, standards audit, code review standards, detect anti-patterns.

majiayu000 Bundle

Claudeception is a continuous learning system that extracts reusable knowledge from work sessions. Triggers: (1) /claudeception command to review session learnings, (2) "save this as a skill" or "extract a skill from this", (3) "what did we learn?", (4) After any task involving non-obvious debugging, workarounds, or trial-and-error discovery. Creates new Claude Code skills when valuable, reusable knowledge is identified.

majiayu000 Bundle

Implement PRDs/specs with a mandatory precheck review before coding. Use when a user asks to implement a PRD/feature spec/requirements doc or says "implement PRD/spec". Perform a preflight review, raise questions on scope/consistency/risks, then implement after confirmation.

majiayu000 Bundle

Define how system components connect, establishing boundaries, patterns, and integration approaches during PRD v0.6 Architecture. Triggers on requests to design architecture, create system design, define component relationships, or when user asks "design architecture", "system design", "how do components connect?", "architecture decisions", "technical architecture", "system overview". Consumes TECH- (stack selections), RISK- (constraints), FEA- (features). Outputs ARC- entries documenting architecture decisions with rationale. Feeds v0.6 Technical Specification.

majiayu000 Bundle

Dynamic MCP server discovery and code-mode execution via central registry. Use for multiple MCP integrations, tool discovery, progressive disclosure, or encountering MCP context bloat, changing server

majiayu000 Bundle

Guided journey from a live website that underperforms to a prioritized, evidence-backed backlog of conversion, usability, message, and speed fixes - each shipped as a testable experiment. Orchestrates eight skills phase by phase - cro-methodology, ux-heuristics, refactoring-ui, web-typography, storybrand-messaging, high-perf-browser, made-to-stick, design-everyday-things - asking the user questions at every decision point and recording results in the project docs/ folder (WEBSITE.md, DESIGN.md, EXPERIMENTS.md, IMPROVE-WEBSITE-PLAN.md) so the journey resumes across sessions. Use when the user wants to fix a landing page that isn't converting, diagnose why visitors leave, audit for clarity and usability, or says 'the homepage feels off but a redesign didn't help'. Do not use with no site yet - use create-website; if it converts but needs more traffic or leads, grow-website; if the friction is in a product app, not the marketing site, improve-app. For one framework in isolation, invoke that skill directly.

majiayu000 Bundle

Define implementation contracts (APIs and data models) that developers will build against during PRD v0.6 Architecture. Triggers on requests to define APIs, design database schema, create data models, or when user asks "define APIs", "data model", "database schema", "API contracts", "technical spec", "endpoint design", "schema design". Consumes ARC- (architecture), TECH- (Build items), UJ- (flows), SCR- (screens). Outputs API- entries for endpoints and DBT- entries for data models. Feeds v0.7 Build Execution.

majiayu000 Bundle

Explainability (XAI) audit for products containing AI components. Five-stage tier-scaled check: risk classification, stakeholder×question matrix, fidelity audit, system card, recourse path. Honest about what was validated functionally vs what needs user testing.

majiayu000 Bundle

Connect user journeys to screens, defining the UI structure and navigation paths during PRD v0.4 User Journeys. Triggers on requests to define screens, design screen flows, map UI structure, plan navigation, or when user asks "what screens do we need?", "define screens", "screen flow", "UI structure", "information architecture", "navigation design", "wireframe planning". Consumes UJ- (User Journey Mapping), FEA- (Feature Value Planning), BR- (constraints). Outputs SCR- entries for screens and DES- entries for design system elements. Feeds v0.5 Red Team Review.

majiayu000 Bundle

Comprehensive project planning standards for plans/ directory including folder structure (ideas.md, backlog/, in-progress/, done/), naming convention (YYYY-MM-DD__identifier/), file organization (README.md for small plans, multi-file for large), and Gherkin acceptance criteria. Essential for creating structured, executable project plans.

majiayu000 Bundle

Map user needs independently of solutions using Allen's User Needs Mapping methodology. Identifies underserved needs that feed into the Opportunity Solution Tree.

majiayu000 Bundle

Use to build or update an Opportunity Solution Tree from research data. Never from brainstorming.

majiayu000 Bundle

Reference — Comprehensive Network.framework guide covering NetworkConnection (iOS 26+), NWConnection (iOS 12-25), TLV framing, Coder protocol, NetworkListener, NetworkBrowser, Wi-Fi Aware discovery, and migration strategies

majiayu000 Bundle

AI-powered analysis of long-read sequencing data (PacBio, ONT) for structural variant detection, isoform discovery, epigenetic modifications, and de novo assembly.

majiayu000 Bundle

Utilize MCP server tools with intelligent discovery and execution.

majiayu000 Bundle

Fast codebase scouting using parallel agents. Use for file discovery, task context gathering, quick searches across directories. Supports internal (Explore) and external (Gemini/OpenCode) agents.

majiayu000 Bundle

AI-powered time-resolved cryo-EM analysis for capturing protein dynamics, drug-binding kinetics, and conformational transitions for dynamics-based drug discovery.

majiayu000 Bundle

Create, update, or validate a PRD. Use when the user wants help producing, editing, or validating a PRD.

majiayu000 Bundle

Turn a raw feature idea or request into a structured PRD or feature brief with goals, user stories, acceptance criteria, constraints, and success metrics.

majiayu000 Bundle

Decompose a task, plan, roadmap, or feature description into a structured set of requirements grouped for independent planning. Use when user says "make req", "make requirements", "decompose requirements", "extract requirements", or wants to break down a task into what needs to be true.

majiayu000 Bundle

Surface risks through guided questioning, helping users consider pivots, constraints, and prioritization during PRD v0.5 Red Team Review. Triggers on requests to identify risks, stress-test the idea, perform red team review, or when user asks "what could go wrong?", "identify risks", "red team", "risk assessment", "challenge assumptions", "stress test the idea". Consumes all prior IDs (CFD-, BR-, FEA-, PER-, UJ-, SCR-) as interview context. Outputs RISK- entries with owner decisions and mitigations. Feeds v0.5 Technical Stack Selection.

majiayu000 Bundle

Capture an out-of-scope improvement opportunity so it doesn't get lost. Use when the user asks to "note improvement", "save improvement", "track this for later", "remember this improvement", "note this idea", "log improvement", "backlog this", or "park this idea". Also invoke proactively when noticing something improvable during work that falls outside the current task's scope — briefly mention it to the user and offer to note it.

majiayu000 Bundle

Structured pre-design questioning to surface hidden constraints before any architecture decision is locked in. Forces the architect/auditor/reviewer to enumerate what they DON'T know before proposing.

majiayu000 Bundle

Transform validated pain points into articulated user value statements for PRD v0.1 Spark. Triggers on completing problem framing, defining user outcomes, articulating value propositions, or requests like "what value do users get", "define outcomes", "articulate the benefit", "finish v0.1", "pain to value", "what do they gain". Outputs CFD- entries tagged as value hypotheses with evidence tiers. Follows Problem Framing skill in workflow.

majiayu000 Bundle

Use when the user mentions Jira issues (e.g., "PROJ-123"), asks about tickets, wants to create/view/update issues, check sprint status, or manage their Jira workflow. Triggers on keywords like "jira", "issue", "ticket", "sprint", "backlog", or issue key patterns.

majiayu000 Bundle

Product workflows router. Use when validating product ideas, writing specs, analyzing competitors, or tracking metrics. Triggers on "PRD", "competitive analysis", "metrics", "OKRs", "cohort", "requirements", "tech debt", "game-changing features", market positioning, retention analysis, or product strategy tasks.

majiayu000 Bundle

Executes unattended batch processing of all pending tasks with autonomous decision-making. Use when running all tasks automatically, batch processing without supervision, completing entire feature backlog, or working on a specific task by ID. Triggers on 'run all tasks', 'complete all features', 'batch processing', 'unattended mode', 'auto-complete tasks', 'run feature'.

majiayu000 Bundle

Semantic tool search with embeddings for scalable tool discovery. Enables on-demand tool loading to reduce context usage by 90%+ for large tool libraries.