python-resource-management
Python resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming responses with accumulated state.
lamindb
This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), tracking computational workflows, curating and validating data with biological ontologies, building data lakehouses, or ensuring data lineage and reproducibility in biological research. Covers data management, annotation, ontologies (genes, cell types, diseases, tissues), schema validation, integrations with workflow managers (Nextflow, Snakemake) and MLOps platforms (W&B, MLflow), and deployment strategies.
product-manager-toolkit
Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, and product strategy development.
lamindb
This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), tracking computational workflows, curating and validating data with biological ontologies, building data lakehouses, or ensuring data lineage and reproducibility in biological research. Covers data management, annotation, ontologies (genes, cell types, diseases, tissues), schema validation, integrations with workflow managers (Nextflow, Snakemake) and MLOps platforms (W&B, MLflow), and deployment strategies.
Product Manager Toolkit
Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, and product strategy development.
rdc-manager
Implement @data-client Managers for global side effects - websocket, SSE, polling, subscriptions, logging, middleware, Controller actions, redux pattern
Opportunity Solution Tree (OST)
Guide product managers through creating an Opportunity Solution Tree (OST) by extracting target outcomes from stakeholder requests, generating opportunity options (problems to solve), mapping potential solutions, and designing experiments to validate solution hypotheses.
prd-development
Guide product managers through structured PRD (Product Requirements Document) creation by orchestrating problem framing, user research synthesis, solution definition, and success criteria into a cohesive document.
positioning-workshop
Guide product managers through discovering and articulating product positioning by asking adaptive questions about target customers, unmet needs, product category, benefits, and competitive differenti
Discovery Interview Prep
Guide product managers through preparing for customer discovery interviews by asking adaptive questions about research goals, customer segments, constraints, and methodologies. Use this to design effective interview plans that surface assumptions, clarify objectives, and map recruitment and access strategies.
user-story-mapping-workshop
Guide product managers through creating a user story map by asking adaptive questions about the system, users, workflow, and priorities—then generating a two-dimensional map with backbone (activitie
customer-journey-mapping-workshop
Guide product managers through creating a customer journey map by asking adaptive questions about the actor (persona), scenario/goal, journey phases, actions/emotions, and opportunities for improvement.
prioritization-advisor
Guide product managers in choosing the right prioritization framework by asking adaptive questions about product stage, team context, decision-making needs, and stakeholder dynamics. Use this to avoid
Lean UX Canvas (v2)
Guide product managers through Jeff Gothelf's Lean UX Canvas v2 — a one-page tool that frames work around a business problem, exposes assumptions, and ensures learning every sprint.
roadmap-planning
Guide product managers through strategic roadmap planning by orchestrating prioritization, epic definition, stakeholder alignment, and release sequencing skills into a structured process. Use this to
discovery-process
Guide product managers through a complete discovery cycle—from initial problem hypothesis to validated solution—by orchestrating problem framing, customer interviews, synthesis, and experimentation.
TAM‑SAM‑SOM Calculator
Guide product managers through calculating Total Addressable Market (TAM), Serviceable Available Market (SAM), and Serviceable Obtainable Market (SOM) for a product idea by asking adaptive, contextual questions.
product-strategy-session
Guide product managers through a comprehensive product strategy session by orchestrating positioning, problem framing, customer discovery, and roadmap planning skills into a cohesive end-to-end process
generate-status-report
Generate project status reports from Jira issues and publish to Confluence. When Claude needs to: (1) Create a status report for a project, (2) Summarize project progress or updates, (3) Generate weekly/daily reports from Jira, (4) Publish status summaries to Confluence, or (5) Analyze project blockers and completion. Queries Jira issues, categorizes by status/priority, and creates formatted reports for delivery managers and executives.
coaching-pms
Help users develop and coach product managers. Use when someone is managing PMs, creating development plans, running performance reviews, or trying to level up their PM team's capabilities.
tech-stack-detection
Auto-detect project tech stacks (React, Vue, Express, Django, etc.). Recognize package managers and configuration patterns. Use when starting work on any project, analyzing dependencies, or providing framework-specific guidance.
workflow
Manages workflow transitions including handoffs between product managers (PMs) and implementation roles, and auto-fixes review comments. Use when a user mentions handoff, report to PM, handoff to implementation, completion report, or auto-fix. Triggers: handoff, report to PM, handoff to implementation, completion report, auto-fix. Do not use for 2-Agent setups — use the 2agent skill instead.
what-not-to-do-as-product-manager
Anti-patterns and mistakes to avoid as a product manager. Use when evaluating leadership behaviors, improving team dynamics, reflecting on management practices, or onboarding new product managers.
ln-710-dependency-upgrader
Coordinates dependency upgrades across all detected package managers
pm-brain-workflow
Guide product managers through PM workflows using the PM Brain framework library. Use when working on product management tasks, braindumping ideas, assessing opportunities, writing PRDs, conducting research, or planning strategy. Supports thinking-first approach before jumping to templates.
mise-tool-management
Use when managing development tool versions with Mise. Covers installing tools, version pinning, and replacing language-specific version managers.
fnox-providers
Use when configuring Fnox providers for encryption and secret storage. Covers age encryption, cloud providers (AWS, Azure, GCP), and password managers.
prd-generator
Generate comprehensive Product Requirements Documents (PRDs) for product managers. Use this skill when users ask to "create a PRD", "write product requirements", "document a feature", or need help structuring product specifications.
ai-social-media-content
Create AI-powered social media content for TikTok, Instagram, YouTube, Twitter/X. Generate: images, videos, reels, shorts, thumbnails, captions, hashtags. Tools: FLUX, Veo, Seedance, Wan, Kokoro TTS, Claude for copywriting. Use for: content creators, social media managers, influencers, brands. Triggers: social media content, tiktok, instagram reels, youtube shorts, twitter post, content creator, ai influencer, social content, reels, shorts, viral content, thumbnail generator, caption generator, hashtag generator, ugc content
custom-memory-heap-crash
Debugging crashes related to custom memory heap implementations, particularly release-only crashes involving static destruction order, use-after-free during program shutdown, and memory lifecycle issues between custom allocators and standard library internals. This skill should be used when debugging segfaults or memory corruption that only occur in release/optimized builds, involve custom memory allocators or heap managers, or manifest during static object destruction after main() returns.
asyncio-concurrency-patterns
Complete guide for asyncio concurrency patterns including event loops, coroutines, tasks, futures, async context managers, and performance optimization
cache_patterns
Instruction set for enabling and operating the Spring Cache abstraction in Spring Boot when implementing application-level caching for performance-sensitive workloads.
naiba-openai-managers
ChatGPT use cases and prompts for managers | Part of naiba-openai-work-assistant
terraphim-package-manager
Automatically replace package manager commands (npm, yarn, pnpm) with bun using Terraphim's knowledge graph system. Use this when the user mentions package managers, installation commands, or build scripts that use npm/yarn/pnpm.
stakeholder-communication
Adapting technical communication for different audiences - engineers, product managers, executives, and customers. Use when communicating across functions, translating technical concepts, presenting to leadership, or building shared understanding with non-technical stakeholders.
Genomics Pipelines
Patterns for building robust, reproducible genomics analysis pipelines. Covers workflow managers, NGS data processing, variant calling, RNA-seq, and common bioinformatics pitfalls. Use when ", " mentioned.
founder-mode
Help founders run companies using contrarian principles with real examples from successful founders. Challenge standard advice designed for professional managers. Use when facing strategic decisions, organizational challenges, or receiving conventional advice that conflicts with founder instincts.
coaching-pms
Coach product managers and produce a PM Coaching Pack (context-specific definition of “good PM”, evidence-based assessment, growth bets + development plan, coaching cadence + session toolkit, follow-up tracker). Use for coaching PMs, developing PMs, leveling expectations, and creating growth plans. Category: Leadership.
filament-resource
Generate FilamentPHP v4 resources with form, table, relation managers, and actions
engineering-partnership-optimization
Strategies to eliminate friction and build high-trust relationships between Product Managers and Engineers. Use this when starting a new project with a technical team, when engineering feels disconnected from the product vision, or when communication begins to feel like a "game of telephone."
leader-as-coach-methodology
A framework for managers to stop being the bottleneck by shifting from "problem-solver" to "coach." Use it when a team member brings a problem to you (the "monkey on the back"), when you find yourself making every decision, or when you want to empower senior experts.
AI Content Publisher
Automatically generate high-quality AI content and publish it to a WeChat Official Account. Intelligently select content type by time slot (8:00 AM = new tool introduction, 12:00 PM = practical tutorial, 6:00 PM = industry news), filter out useless information (funding, market cap, personnel noise, etc.), and produce engaging, realistic headlines. Target readers: AI developers, AI product managers, AI founders. Produce one high-quality article per run. Use when the user says 'generate AI article', 'write today's WeChat article', or 'auto-publish AI content'. Reuses skills wechat-tech-writer, wechat-article-formatter, wechat-draft-publisher.
leveraging-leadership-to-bulldoze-obstacles
A tactical framework for accelerating projects by using managers and executives as "path-clearers." Use this when stuck on cross-functional dependencies, facing a "high-noise" information environment, or needing to align on a vague product brief before wasting resources.
Product Operations Setup
Establish a Product Operations function to liberate product managers from operational "busy work" and improve strategic decision-making. Use this when PMs spend >30% of their time on data/logistics, when leadership lacks portfolio transparency, or when scaling past 10-20 product teams.
building-stakeholder-trust-through-insight
A framework for product managers to establish credibility and influence with senior or skeptical stakeholders. Use this when you are the youngest person in the room, entering a new functional domain, or needing to win over seasoned experts who doubt your experience.
AI Native Builder Workflow
A complete end-to-end framework for non-technical product managers to build and ship software using AI coding agents. Use this when starting a side project, building a prototype, or automating internal tools without an engineering team.
repeatable-sales-motion-while-loop
A framework for founders and product managers to build a scalable B2B sales process. Use this when you are launching a new B2B product, when your current sales process feels inconsistent, or when you are preparing to hire your first full-time salesperson.
dotnet-feature
Expert .NET 10 Full-Stack Developer skill. Use this when implementing new features, vertical slices, or modifying existing logic in the JJGNET Broadcasting application. It covers Domain, Data (EF Core), Managers, API, and Web.