Product & Planning

ferroxlabs Skill

Design RFC processes, decision-making frameworks, roadmap management, and organizational structures for open source projects at scale Use when the user asks about oss governance architect, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of oss governance architect or requires a different specialized skill.

ferroxlabs Skill

Produces a complete client onboarding workflow including discovery call agenda, contract checklist, kickoff document, communication expectations, and first deliverable timeline. Creates a reusable onboarding process document. Use when the user needs to onboard a new freelance or consulting client, create a structured onboarding process, or set up a new client engagement with clear expectations and milestones. Do NOT use for employee onboarding (use HR skills), project kickoff for internal teams (use project management skills), or writing client proposals (use freelance-proposal-writer).

ferroxlabs Skill

Builds a sport-agnostic skill progression plan using assessment, skill decomposition, drill progression, milestone marking, and reassessment cycles. Gathers the user's chosen sport, current level, and goals to produce a structured skill ladder with drills, practice schedules, and measurable milestones. Use when the user asks about improving at a specific sport, building a practice plan for athletic skills, creating a skill development roadmap, or structuring deliberate practice for any sport. Do NOT use for team coaching or managing other athletes, professional/competitive training periodization, injury rehabilitation programs, or general fitness without a sport-specific skill focus (use health-wellness skills instead).

ferroxlabs Skill

Teaches the process of researching and evaluating environmental policy at local, state, and federal levels. Provides a structured research framework for identifying active legislation, understanding policy mechanisms, evaluating stakeholder positions, and forming evidence-based personal positions. Teaches HOW to research and evaluate policy, not which policies to support. Use when the user asks about researching environmental legislation, understanding environmental policy mechanisms, evaluating environmental proposals, or engaging with environmental policy as an informed citizen. Do NOT use for recommending specific policy positions, lobbying or campaign strategy, climate science education (use climate-science-explainer), personal sustainability actions (use other sustainability skills), or business regulatory compliance.

ferroxlabs Skill

Cloud infrastructure maturity evaluation assessing automation, resilience, security, observability, and cost optimization to produce a maturity level scorecard with a roadmap. Use when the user asks about infrastructure maturity assessment, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of infrastructure maturity assessment or requires a different specialized skill.

nota-america Skill

Generate a professional PDF report from a GEO audit using pandoc + Chrome headless. Converts GEO-AUDIT-REPORT.md into a styled, client-ready PDF with a cover page, color-coded score tables, severity-tagged findings, and a 90-day roadmap.

ferroxlabs Skill

Write clear project status reports using RAG templates, executive summaries, risk tracking, and stakeholder-appropriate communication for any audience. Use when the user asks about project status reporter, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of project status reporter or requires a different specialized skill.

ferroxlabs Skill

Technical debt negotiation expertise covering debt identification and quantification, prioritization frameworks, stakeholder communication strategies, payoff planning, ROI calculations, and the art of selling refactoring time to non-technical leadership. Use when the user asks about tech debt negotiator, tech debt negotiator best practices, or needs guidance on tech debt negotiator implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

ferroxlabs Skill

Structured digital transformation readiness evaluation covering current digital maturity, capability gaps, change management preparedness, technology stack assessment, and producing an actionable transformation roadmap. Use when the user asks about digital transformation readiness, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of digital transformation readiness or requires a different specialized skill.

hoangnguyen0403 Bundle

Standardize PRD discovery and drafting for product scope, user outcomes, requirement IDs, and acceptance criteria. Use when creating PRD, product requirements, feature specification, or acceptance criteria plan.

hoangnguyen0403 Bundle

Audit an existing or proposed architecture and return a scored verdict across nine axes, from requirements and capacity evidence to observability and rollout, then convert gaps into a prioritized roadmap. Use when reviewing a design doc, auditing a running system, or gating a design.

nota-america Skill

Generate a stakeholder update tailored to audience and cadence. Use when writing a weekly or monthly status for leadership, announcing a launch, escalating a risk or blocker, or translating the same progress into exec-brief, engineering-detail, or customer-facing versions.

nota-america Skill

Synthesize user research from interviews, surveys, and feedback into structured insights. Use when you have a pile of interview notes, survey responses, or support tickets to make sense of, need to extract themes and rank findings by frequency and impact, or want to turn raw feedback into roadmap recommendations.

bg-szy Skill

Lightweight web fuzzing via ffuf — directory discovery, parameter testing, subdomain enumeration.

bg-szy Skill

When the user wants to create, audit, or optimize sitemap.xml. Also use when the user mentions "sitemap," "sitemap.xml," "sitemap index," "lastmod," "changefreq," "priority," "URL discovery," "URL discovery for search engines," "single source of truth," "URL config," "unify sitemap IndexNow," or "reduce duplicate maintenance." For IndexNow, use indexnow.

bg-szy Skill

Turn a one-line objective into a step-by-step construction plan for multi-session, multi-agent engineering projects. Each step has a self-contained context brief so a fresh agent can execute it cold. Includes adversarial review gate, dependency graph, parallel step detection, anti-pattern catalog, and plan mutation protocol. TRIGGER when: user requests a plan, blueprint, or roadmap for a complex multi-PR task, or describes work that needs multiple sessions. DO NOT TRIGGER when: task is completable in a single PR or fewer than 3 tool calls, or user says "just do it".

bg-szy Skill

Run a structured 5-day process to prototype, test, and validate product ideas with real users. Use when the user mentions "design sprint", "validate in a week", "rapid prototype", "test with users", "de-risk before building", "GV sprint", "prototype testing", or "design workshop". Also trigger when a team needs to make a critical product decision quickly, resolve stakeholder disagreements, or test risky ideas before investing in development. Covers mapping, sketching, deciding, prototyping, and testing. For ongoing experimentation, see lean-startup. For customer job analysis, see jobs-to-be-done.

bg-szy Skill

This skill should be used when the user asks to "triage a vulnerability report", "assess a CVE", "evaluate a bug bounty submission", "decide if a finding is valid", "review a security finding", "dismiss a vulnerability", "should we fix this CVE", "prioritize a vulnerability report", or needs to determine whether an incoming vulnerability report warrants investigation. Applies 7 brocards (rules of thumb) to systematically accept, dismiss, or request more information on vulnerability reports, or needs to filter raw findings from agentic vulnerability discovery pipelines before human review.

bg-szy Bundle

Analyzes alternative splicing from PacBio Iso-Seq (HiFi, Kinnex/MAS-Iso-seq) and Oxford Nanopore (direct cDNA, direct RNA, R10.4.1+) long-read RNA-seq with full-isoform resolution. Tools include FLAIR (correct/collapse/quantify/diffSplice for PacBio + ONT), IsoQuant (de-novo or annotation-guided isoform discovery 2024 SOTA), Bambu (annotation-aware Bayesian discovery + quantification with Novel Discovery Rate), SQANTI3 (isoform classification: FSM/ISM/NIC/NNC + artifact flags), rMATS-long (event calling on long-read isoforms), and minimap2 (-ax splice:hq for HiFi; -ax splice -k14 for ONT cDNA; add -uf only for direct RNA or stranded cDNA preps). Solves microexon detection, recursive splicing, complex multi-exon isoforms, and DTU without transcript-quantification uncertainty. Use when short-read AS limitations (anchor length, complex isoforms, microexons, recursive splicing, transcript ambiguity) demand full-isoform resolution.

bg-szy Bundle

An LLM chemistry agent with expert-designed tools for organic synthesis, drug discovery, and materials design.

bg-szy Skill

Pythonic RDKit wrapper with sensible defaults for drug discovery. SMILES parsing, standardization, descriptors, fingerprints, similarity, clustering, diversity selection, scaffold analysis, BRICS/RECAP fragmentation, 3D conformers, and visualization. Returns native rdkit.Chem.Mol. Prefer datamol for standard workflows; use RDKit directly for advanced control.

bg-szy Bundle

Compute RDKit-driven molecular properties (MW, logP, TPSA, QED, Lipinski) for a SMILES string to support downstream drug discovery tools.

bg-szy Skill

AI-powered extracellular vesicle and exosome analysis for cancer biomarker discovery, liquid biopsy applications, and intercellular communication profiling.

bg-szy Skill

Foundation model-powered spatial transcriptomics analysis leveraging 53M+ spatially resolved cells for cellular architecture modeling and tissue niche discovery.

bg-szy Skill

AI-powered TCR-peptide-MHC interaction prediction using AlphaFold3 and deep learning for therapeutic TCR discovery, neoantigen validation, and T cell immunogenicity assessment.

bg-szy Skill

Chemical Lab Agent

nota-america Skill

Set up your bio-research environment and explore available tools. Use when first getting oriented with the plugin, checking which literature, drug-discovery, or visualization MCP servers are connected, or surveying available analysis skills before starting a new project.

nota-america Skill

QA an analysis before sharing -- methodology, accuracy, and bias checks. Use when reviewing an analysis before a stakeholder presentation, spot-checking calculations and aggregation logic, verifying a SQL query's results look right, or assessing whether conclusions are actually supported by the data.

nota-america Skill

Process call notes or a transcript — extract action items, draft follow-up email, generate internal summary. Use when pasting rough notes or a transcript after a discovery, demo, or negotiation call, drafting a customer follow-up, logging the activity for your CRM, or capturing objections and next steps for your team.

nota-america Skill

Identify, categorize, and prioritize technical debt. Trigger with "tech debt", "technical debt audit", "what should we refactor", "code health", or when the user asks about code quality, refactoring priorities, or maintenance backlog.

nota-america Bundle

List, find, and show Azure resources across subscriptions or resource groups. Handles prompts like "list the websites in my subscription", "list my web apps", "show my app services", "list virtual machines", "list my VMs", "show storage accounts", "find container apps", and "what resources do I have". USE FOR: list websites, list web apps, list app services, show websites in subscription, resource inventory, find resources by tag, tag analysis, orphaned resource discovery (not for cost analysis), unattached disks, count resources by type, cross-subscription lookup, and Azure Resource Graph queries. DO NOT USE FOR: deploying/changing resources (use azure-deploy), cost optimization (use azure-cost), or non-Azure clouds.

nota-america Skill

Generate a status report with KPIs, risks, and action items. Use when writing a weekly or monthly update for leadership, summarizing project health with green/yellow/red status, surfacing risks and decisions that need stakeholder attention, or turning a pile of project tracker activity into a readable narrative.

nota-america Bundle

Battle-tested PyTorch training recipes for all domains — LLMs, vision, diffusion, medical imaging, protein/drug discovery, spatial omics, genomics. Covers training loops, optimizer selection (AdamW, Muon), LR scheduling, mixed precision, debugging, and systematic experimentation. Use when training or fine-tuning neural networks, debugging loss spikes or OOM, choosing architectures, or optimizing GPU throughput.

nota-america Skill

Create a change management request with impact analysis and rollback plan. Use when proposing a system or process change that needs approval, preparing a change record for CAB review, documenting risk and rollback steps before a deployment, or planning stakeholder communications for a rollout.

bg-szy Skill

Generates structured OKR plans (Objectives and Key Results) for teams and companies following Google/Intel methodology. Takes company goals, team function, quarter, and current metrics to produce a comprehensive okr-plan.md with objectives, key results, scoring criteria, alignment mapping, tracking cadence, and retrospective templates.

bg-szy Skill

Predicts client renewal likelihood based on health score signals. Analyzes engagement, support, adoption, satisfaction, billing, stakeholder, and usage data to calculate a weighted Health Score (0-100), classify renewal risk, and generate a prioritized action plan with early warning signals and recommended save plays.