技能,是智能体能力的基础设施。

vss-frag

-

vios

-

video-understanding

-

video-summarization

-

video-search

-

video-analytics

-

verl-e2e-testing

-

update-golden-values

-

trtllm-serve-config-guide

-

trtllm-moe-develop

-

trtllm-flashinfer-upgrade

-

trtllm-codebase-exploration

-

trtllm-code-contribution

-

testing

-

split-pr

-

skill-evolution

-

session-memory

-

run-on-slurm

-

rt-vlm

-

routing-formulation

-

review-pr

-

respond-to-issue

-

resiliency

-

report

-

release-cherry-pick

-

recipe-recommender

-

rag-blueprint

"NVIDIA RAG Blueprint — deploy, configure, troubleshoot, and manage. Handles any RAG action: deploy, install, start, enable, disable, toggle, change, configure,…

ptq

-

perf-workload-profiling

-

perf-tp-dp-comm-overlap

-

perf-torch-sync-free

-

perf-torch-cuda-graphs

-

perf-sequence-packing

-

perf-parallelism-strategies

-

perf-optimization

-

perf-nsight-systems

-

perf-nsight-compute-analysis

-

perf-moe-vlm-training

-

perf-moe-optimization-workflow

-

perf-moe-long-context

-

perf-moe-hardware-configs

-

perf-moe-dispatcher-selection

-

perf-moe-comm-overlap

-

perf-memory-tuning

-

perf-megatron-fsdp

-

perf-host-optimization

-

perf-host-analysis

-

perf-hierarchical-context-parallel

-

perf-expert-parallel-overlap

-

perf-cuda-graphs

-

perf-cpu-offloading

-

perf-analysis

-

perf-activation-recompute

-

parity-testing

-

onboard-gb200-1node-tests

-

numerical-optimization-formulation

-

nightly-sync

-

nemotron-voice-agent-deploy

-

nemoclaw-user-reference

-

nemoclaw-user-overview

-

nemoclaw-user-monitor-sandbox

-

nemoclaw-user-manage-sandboxes

-

nemoclaw-user-manage-policy

-

nemoclaw-user-get-started

-

nemoclaw-user-deploy-remote

-

nemoclaw-user-configure-security

-

nemoclaw-user-configure-inference

-

nemoclaw-user-agent-skills

-

nemoclaw-skills-guide

-

nemoclaw-maintainer-triage

-

nemoclaw-maintainer-security-code-review

-

nemoclaw-maintainer-pr-comparator

-

nemoclaw-maintainer-normalize-title-tags

-

nemoclaw-maintainer-morning

-

nemoclaw-maintainer-find-review-pr

-

nemoclaw-maintainer-evening

-

nemoclaw-maintainer-day

-

nemoclaw-maintainer-cut-release-tag

-

nemoclaw-maintainer-cross-issue-sweep

-

nemoclaw-contributor-update-docs

-

nemoclaw-contributor-create-pr

-

nemo-rl-e2e-testing

-

nemo-gym-reward-profiling

-

nemo-gym-pivot-datasets

-

nemo-gym-docs

-

nemo-gym-debugging

-

nel-assistant

-

multi-node-slurm

-

monkey-patch-kernels-to-transformers

-

monitor

-

mlm-bridge-training

-

linting-and-formatting

-

launching-evals

-

launch-nemo-rl

Playbook for launching, monitoring, stopping, and debugging NeMo-RL recipes on a Kubernetes cluster via the nrl-k8s CLI. Covers ephemeral vs long-lived RayClust…

kernel-triton-writing

-

kernel-tileir-optimization

-

kernel-cute-writing

-

improve-cutile-kernel-perf

-

exec-slurm-compile

-

exec-local-compile

-

error-handling

-

docs

-

deployment

-

deploy

-

deepstream-import-vision-model

deepstream-dev

NVIDIA DeepStream SDK development with Python pyservicemaker API. Use when building video analytics pipelines, GStreamer-based video processing, TensorRT infere…

debug

-

dali-dynamic-mode

"DALI imperative dynamic mode (nvidia.dali.experimental.dynamic, ndd): use when working on ndd code or migrating pipelines; skip pipeline-only tasks."

cutile-python

-

cutile-autotuning

-

cuopt-user-rules

-

cuopt-server-common

-

cuopt-server-api-python

cuOpt REST server — start server, endpoints, Python/curl client examples. Use when the user is deploying or calling the REST API.

cuopt-routing-api-python

Vehicle routing (VRP, TSP, PDP) with cuOpt — Python API only. Use when the user is building or solving routing in Python.

cuopt-numerical-optimization-api-python

-

cuopt-numerical-optimization-api-cli

-

cuopt-numerical-optimization-api-c

-

cuopt-install

Install cuOpt for Python, C, or server via pip, conda, or Docker; verify the install. For building cuOpt from source, see cuopt-developer.

cuopt-developer

Modify, build, test, debug, and contribute to NVIDIA cuOpt (C++/CUDA, Python, server, CI). Use for solver internals, PRs, DCO, and code conventions.

cudaq-guide

"CUDA-Q onboarding guide for installation, test programs, GPU simulation, QPU hardware, and quantum applications."

create-issue

-

copyright

-

converting-cutile-to-triton

-

converting-cutile-to-julia

-

contributing

-

config-conventions

-

cicd

-

byob

-

bump-dependency

-

bump-base-image

-

build-and-dependency

-

brev-etiquette

-

auto-research

-

alerts

-

adding-model-support

-

adding-cutile-kernel

-

add-benchmark

-

ad-model-onboard

-

ad-layer-visualizer

-

ad-graph-dump

-

ad-conf-check

-

ad-add-fusion-transformation

-

ad-accuracy-debug

-

accessing-mlflow

-

zustand-store-ts

Create Zustand stores with TypeScript, subscribeWithSelector middleware, and proper state/action separation. Use when building React state management, creating …

react-flow-node-ts

Create React Flow node components with TypeScript types, handles, and Zustand integration. Use when building custom nodes for React Flow canvas, creating visual…

pydantic-models-py

Create Pydantic models following the multi-model pattern with Base, Create, Update, Response, and InDB variants. Use when defining API request/response schemas,…

podcast-generation

Generate AI-powered podcast-style audio narratives using Azure OpenAI's GPT Realtime Mini model via WebSocket. Use when building text-to-speech features, audio …

microsoft-azure-webjobs-extensions-authentication-events-dotnet

'Microsoft Entra Authentication Events SDK for .NET. Azure Functions triggers for custom authentication extensions. Use for token enrichment, custom claims, att…

m365-agents-ts

|

m365-agents-py

|

m365-agents-dotnet

|

github-issue-creator

Convert raw notes, error logs, voice dictation, or screenshots into crisp GitHub-flavored markdown issue reports. Use when the user pastes bug info, error messa…

frontend-ui-dark-ts

Build dark-themed React applications using Tailwind CSS with custom theming, glassmorphism effects, and Framer Motion animations. Use when creating dashboards, …

frontend-design-review

fastapi-router-py

Create FastAPI routers with CRUD operations, authentication dependencies, and proper response models. Use when building REST API endpoints, creating new routes,…

entra-agent-id

"Provision Microsoft Entra Agent Identity Blueprints, BlueprintPrincipals, and per-instance Agent Identities via Microsoft Graph, and configure OAuth 2.0 token …

copilot-sdk

Build applications powered by GitHub Copilot using the Copilot SDK. Use when creating programmatic integrations with Copilot across Node.js/TypeScript, Python, …

continual-learning

Guide for implementing continual learning in AI coding agents — hooks, memory scoping, reflection patterns. Use when setting up learning infrastructure for agen…

cloud-solution-architect

-

azure-web-pubsub-ts

Build real-time messaging applications using Azure Web PubSub SDKs for JavaScript (@azure/web-pubsub, @azure/web-pubsub-client). Use when implementing WebSocket…

azure-storage-queue-ts

|

azure-storage-queue-py

|

azure-storage-file-share-ts

|

azure-storage-file-share-py

|-

azure-storage-file-datalake-py

|

azure-storage-blob-ts

|

azure-storage-blob-rust

|

azure-storage-blob-py

|

azure-storage-blob-java

Build blob storage applications with Azure Storage Blob SDK for Java. Use when uploading, downloading, or managing files in Azure Blob Storage, working with con…

azure-speech-to-text-rest-py

|-

azure-servicebus-ts

Build messaging applications using Azure Service Bus SDK for JavaScript (@azure/service-bus). Use when implementing queues, topics/subscriptions, message sessio…

azure-servicebus-py

|

azure-servicebus-dotnet

|

azure-security-keyvault-secrets-java

Azure Key Vault Secrets Java SDK for secret management. Use when storing, retrieving, or managing passwords, API keys, connection strings, or other sensitive co…

azure-security-keyvault-keys-java

Azure Key Vault Keys Java SDK for cryptographic key management. Use when creating, managing, or using RSA/EC keys, performing encrypt/decrypt/sign/verify operat…

azure-security-keyvault-keys-dotnet

|

azure-search-documents-ts

Build search applications using Azure AI Search SDK for JavaScript (@azure/search-documents). Use when creating/managing indexes, implementing vector/hybrid sea…

azure-search-documents-py

|

azure-search-documents-dotnet

|

azure-resource-manager-sql-dotnet

|

azure-resource-manager-redis-dotnet

|

azure-resource-manager-postgresql-dotnet

|

azure-resource-manager-playwright-dotnet

|

azure-resource-manager-mysql-dotnet

|

azure-resource-manager-durabletask-dotnet

|

azure-resource-manager-cosmosdb-dotnet

|

azure-postgres-ts

|

azure-monitor-query-py

|

azure-monitor-query-java

|

azure-monitor-opentelemetry-ts

Instrument applications with Azure Monitor and OpenTelemetry for JavaScript (@azure/monitor-opentelemetry). Use when adding distributed tracing, metrics, and lo…

azure-monitor-opentelemetry-py

|

azure-monitor-opentelemetry-exporter-py

|

azure-monitor-opentelemetry-exporter-java

|

azure-monitor-ingestion-py

|

azure-monitor-ingestion-java

|

azure-microsoft-playwright-testing-ts

Run Playwright tests at scale using Azure Playwright Workspaces (formerly Microsoft Playwright Testing). Use when scaling browser tests across cloud-hosted brow…

azure-mgmt-weightsandbiases-dotnet

|

azure-mgmt-mongodbatlas-dotnet

Manage MongoDB Atlas Organizations as Azure ARM resources using Azure.ResourceManager.MongoDBAtlas SDK. Use when creating, updating, listing, or deleting MongoD…

azure-mgmt-fabric-py

|-

azure-mgmt-fabric-dotnet

|

azure-mgmt-botservice-py

|-

azure-mgmt-botservice-dotnet

|

azure-mgmt-arizeaiobservabilityeval-dotnet

"Azure Resource Manager SDK for Arize AI Observability and Evaluation (.NET). Use when managing Arize AI organizations \non Azure via Azure Marketplace, creatin…

azure-mgmt-applicationinsights-dotnet

|

azure-mgmt-apimanagement-py

|

azure-mgmt-apimanagement-dotnet

|

azure-mgmt-apicenter-py

|

azure-mgmt-apicenter-dotnet

|

azure-messaging-webpubsubservice-py

|

azure-messaging-webpubsub-java

Build real-time web applications with Azure Web PubSub SDK for Java. Use when implementing WebSocket-based messaging, live updates, chat applications, or server…

azure-maps-search-dotnet

|

azure-keyvault-secrets-ts

Manage secrets using Azure Key Vault Secrets SDK for JavaScript (@azure/keyvault-secrets). Use when storing and retrieving application secrets or configuration …

azure-keyvault-secrets-rust

|

azure-keyvault-py

|

azure-keyvault-keys-ts

Manage cryptographic keys using Azure Key Vault Keys SDK for JavaScript (@azure/keyvault-keys). Use when creating, encrypting/decrypting, signing, or rotating k…

azure-keyvault-keys-rust

|

azure-keyvault-certificates-rust

|

azure-identity-ts

Authenticate to Azure services using Azure Identity library for JavaScript (@azure/identity). Use when configuring authentication with DefaultAzureCredential, m…

azure-identity-rust

|

azure-identity-py

|

azure-identity-java

Azure Identity library for Java authentication with Azure services. Use when implementing DefaultAzureCredential, managed identity, service principal, or any Az…

azure-identity-dotnet

|

azure-eventhub-ts

Build event streaming applications using Azure Event Hubs SDK for JavaScript (@azure/event-hubs). Use when implementing high-throughput event ingestion, real-ti…

azure-eventhub-rust

|

azure-eventhub-py

|

azure-eventhub-java

Build real-time streaming applications with Azure Event Hubs SDK for Java. Use when implementing event streaming, high-throughput data ingestion, or building ev…

azure-eventhub-dotnet

|

azure-eventgrid-py

|

azure-eventgrid-java

Build event-driven applications with Azure Event Grid SDK for Java. Use when publishing events, implementing pub/sub patterns, or integrating with Azure service…

azure-eventgrid-dotnet

|

azure-data-tables-py

|

azure-data-tables-java

Build table storage applications with Azure Tables SDK for Java. Use when working with Azure Table Storage or Cosmos DB Table API for NoSQL key-value data, sche…

azure-cosmos-ts

|

azure-cosmos-rust

|

azure-cosmos-py

|

azure-cosmos-java

|

azure-cosmos-db-py

Build Azure Cosmos DB NoSQL services with Python/FastAPI following production-grade patterns. Use when implementing database client setup with dual auth (Defaul…

azure-containerregistry-py

|

azure-compute-batch-java

|-

azure-communication-sms-java

Send SMS messages with Azure Communication Services SMS Java SDK. Use when implementing SMS notifications, alerts, OTP delivery, bulk messaging, or delivery rep…

azure-communication-common-java

Azure Communication Services common utilities for Java. Use when working with CommunicationTokenCredential, user identifiers, token refresh, or shared authentic…

azure-communication-chat-java

Build real-time chat applications with Azure Communication Services Chat Java SDK. Use when implementing chat threads, messaging, participants, read receipts, t…

azure-communication-callingserver-java

Azure Communication Services CallingServer (legacy) Java SDK. Note - This SDK is deprecated. Use azure-communication-callautomation instead for new projects. On…

azure-communication-callautomation-java

Build call automation workflows with Azure Communication Services Call Automation Java SDK. Use when implementing IVR systems, call routing, call recording, DTM…

azure-appconfiguration-ts

Build applications using Azure App Configuration SDK for JavaScript (@azure/app-configuration). Use when working with configuration settings, feature flags, Key…

azure-appconfiguration-py

|

azure-appconfiguration-java

|

azure-ai-voicelive-ts

|

azure-ai-voicelive-py

Build real-time voice AI applications using Azure AI Voice Live SDK (azure-ai-voicelive). Use this skill when creating Python applications that need real-time b…

azure-ai-voicelive-java

|

azure-ai-voicelive-dotnet

|

azure-ai-vision-imageanalysis-py

|

azure-ai-vision-imageanalysis-java

Build image analysis applications with Azure AI Vision SDK for Java. Use when implementing image captioning, OCR text extraction, object detection, tagging, or …

azure-ai-translation-ts

Build translation applications using Azure Translation SDKs for JavaScript (@azure-rest/ai-translation-text, @azure-rest/ai-translation-document). Use when impl…

azure-ai-translation-text-py

|

azure-ai-translation-document-py

|

azure-ai-transcription-py

|

azure-ai-textanalytics-py

|

azure-ai-projects-ts

Build AI applications using Azure AI Projects SDK for JavaScript (@azure/ai-projects). Use when working with Foundry project clients, agents, connections, deplo…

azure-ai-projects-py

Build AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry project clients, creating versioned agents with …

azure-ai-projects-java

|

azure-ai-projects-dotnet

|

azure-ai-openai-dotnet

|

azure-ai-ml-py

|

azure-ai-formrecognizer-java

|

azure-ai-document-intelligence-ts

Extract text, tables, and structured data from documents using Azure Document Intelligence (@azure-rest/ai-document-intelligence). Use when processing invoices,…

azure-ai-document-intelligence-dotnet

|

azure-ai-contentunderstanding-py

|

azure-ai-contentsafety-ts

Analyze text and images for harmful content using Azure AI Content Safety (@azure-rest/ai-content-safety). Use when moderating user-generated content, detecting…

azure-ai-contentsafety-py

|

azure-ai-contentsafety-java

Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text/image analysis, blocklist management, or harm detect…

azure-ai-anomalydetector-java

Build anomaly detection applications with Azure AI Anomaly Detector SDK for Java. Use when implementing univariate/multivariate anomaly detection, time-series a…

agents-v2-py

|

agent-framework-azure-ai-py

Build Azure AI Foundry agents using the Microsoft Agent Framework Python SDK (agent-framework-azure-ai). Use when creating persistent agents with AzureAIAgentsP…

wwas

"Create product backlog items in Why-What-Acceptance format — independent, valuable, testable items with strategic context. Use when writing structured backlog …

value-proposition

"Design a detailed value proposition using a 6-part JTBD template — Who, Why, What before, How, What after, Alternatives. Use when creating a value proposition,…

value-prop-statements

"Generate value proposition statements for marketing, sales, and onboarding from existing value propositions. Use when writing marketing copy, creating sales me…

user-stories

"Create user stories following the 3 C's (Card, Conversation, Confirmation) and INVEST criteria with descriptions, design links, and acceptance criteria. Use wh…

user-segmentation

"Segment users from feedback data based on behavior, JTBD, and needs. Identifies at least 3 distinct user segments. Use when segmenting a user base, analyzing d…

user-personas

"Create refined user personas from research data — 3 personas with JTBD, pains, gains, and unexpected insights. Use when building personas from survey data, cre…

test-scenarios

"Create comprehensive test scenarios from user stories with test objectives, starting conditions, user roles, step-by-step actions, and expected outcomes. Use w…

swot-analysis

"Perform a detailed SWOT analysis — strengths, weaknesses, opportunities, and threats with actionable recommendations. Use when doing strategic assessment, comp…

summarize-meeting

"Summarize a meeting transcript into structured notes with date, participants, topic, key decisions, summary points, and action items. Use when processing meeti…

summarize-interview

"Summarize a customer interview transcript into a structured template with JTBD, satisfaction signals, and action items. Use when processing interview recording…

startup-canvas

"Generate a Startup Canvas combining Product Strategy (9 sections) and Business Model (costs + revenue) for a new product. An alternative to BMC and Lean Canvas…

stakeholder-map

"Build a stakeholder map using a power/interest grid, identify communication strategies per quadrant, and generate a communication plan. Use when managing stake…

sql-queries

"Generate SQL queries from natural language descriptions. Supports BigQuery, PostgreSQL, MySQL, and other dialects. Reads database schemas from uploaded diagram…

sprint-plan

"Plan a sprint with capacity estimation, story selection, dependency mapping, and risk identification. Use when preparing for sprint planning, estimating team c…

sentiment-analysis

"Analyze user feedback data to identify segments with sentiment scores, JTBD, and product satisfaction insights. Use when analyzing user feedback at scale, runn…

review-resume

"Comprehensive PM resume review and tailoring against 10 best practices including XYZ+S formula, keyword optimization, job-specific tailoring, and structure. Us…

retro

"Facilitate a structured sprint retrospective — what went well, what didn't, and prioritized action items with owners and deadlines. Use when running a retrospe…

release-notes

"Generate user-facing release notes from tickets, PRDs, or changelogs. Creates clear, engaging summaries organized by category (new features, improvements, fixe…

product-vision

"Brainstorm an inspiring, achievable, and emotional product vision that motivates teams and aligns stakeholders. Use when defining or refining a product vision,…

product-strategy

"Create a comprehensive product strategy using the 9-section Product Strategy Canvas — vision, segments, costs, value propositions, trade-offs, metrics, growth,…

product-name

"Brainstorm 5 unique, memorable product names with rationale aligned to brand values and target audience. Use when naming a new product, rebranding, or explorin…

privacy-policy

"Draft a detailed privacy policy covering data types, jurisdiction, GDPR and compliance considerations, and clauses needing legal review. Use when creating a pr…

prioritize-features

"Prioritize a backlog of feature ideas based on impact, effort, risk, and strategic alignment with top 5 recommendations. Use when prioritizing a feature backlo…

prioritize-assumptions

"Prioritize assumptions using an Impact × Risk matrix and suggest experiments for each. Use when triaging a list of assumptions, deciding what to test first, or…

prioritization-frameworks

"Reference guide to 9 prioritization frameworks with formulas, when-to-use guidance, and templates — RICE, ICE, Kano, MoSCoW, Opportunity Score, and more. Use w…

pricing-strategy

"Analyze and design pricing strategies including pricing models, competitive pricing analysis, willingness-to-pay estimation, and price elasticity. Use when set…

pre-mortem

"Run a pre-mortem risk analysis on a PRD or launch plan. Categorizes risks as Tigers (real problems), Paper Tigers (overblown concerns), and Elephants (unspoken…

positioning-ideas

"Brainstorm product positioning ideas differentiated from competitors. Identifies top competitors and generates positioning statements with rationale. Use when …

porters-five-forces

"Perform Porter's Five Forces analysis — competitive rivalry, supplier power, buyer power, threat of substitutes, and threat of new entrants. Use when analyzing…

pestle-analysis

"Perform a PESTLE analysis covering Political, Economic, Social, Technological, Legal, and Environmental factors. Use when assessing the macro environment, doin…

outcome-roadmap

"Transform an output-focused roadmap into an outcome-focused one that communicates strategic intent. Rewrites initiatives as outcome statements reflecting user …

opportunity-solution-tree

"Build an Opportunity Solution Tree (OST) to structure product discovery — map a desired outcome to opportunities, solutions, and experiments. Based on Teresa T…

north-star-metric

"Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation. Classify the business game (Attention, Transaction, Productivity…

monetization-strategy

"Brainstorm 3-5 monetization strategies with audience fit, risks, and validation experiments. Use when exploring revenue models, evaluating pricing strategies, …

metrics-dashboard

"Define and design a product metrics dashboard with key metrics, data sources, visualization types, and alert thresholds. Use when creating a metrics dashboard,…

marketing-ideas

"Generate 5 creative, cost-effective marketing ideas with channels, messaging, and engagement rationale. Use when brainstorming marketing campaigns, planning pr…

market-sizing

"Estimate market size using TAM, SAM, and SOM with top-down and bottom-up approaches. Use when sizing a market opportunity, estimating addressable market, prepa…

market-segments

"Identify 3-5 potential customer segments with demographics, JTBD, and product fit analysis. Use when exploring market segments, identifying target audiences, e…

lean-canvas

"Generate a Lean Canvas with problem, solution, metrics, cost structure, UVP, unfair advantage, channels, segments, and revenue. Use when exploring a lean start…

job-stories

"Create job stories using the 'When [situation], I want to [motivation], so I can [outcome]' format with detailed acceptance criteria. Use when writing job stor…

interview-script

"Create a structured customer interview script with JTBD probing questions, warm-up, core exploration, and wrap-up sections. Follows The Mom Test principles — n…

identify-assumptions-new

"Identify risky assumptions for a new product idea across 8 risk categories including Go-to-Market, Strategy, and Team. Use when evaluating startup risks, asses…

identify-assumptions-existing

"Identify risky assumptions for a feature idea in an existing product across Value, Usability, Viability, and Feasibility. Uses multi-perspective devil's advoca…

ideal-customer-profile

"Identify the Ideal Customer Profile (ICP) from research data with demographics, behaviors, JTBD, and needs. Use when defining your ICP, analyzing PMF survey da…

gtm-strategy

"Create a go-to-market strategy covering marketing channels, messaging, success metrics, and launch timeline. Use when planning a product launch, creating a GTM…

gtm-motions

"Identify the best GTM motions and tools across 7 motion types: Inbound, Outbound, Paid Digital, Community, Partners, ABM, and PLG. Use when selecting marketing…

growth-loops

"Identify growth loops (flywheels) for sustainable traction. Evaluates 5 loop types: Viral, Usage, Collaboration, User-Generated, and Referral. Use when designi…

grammar-check

"Identify grammar, logical, and flow errors in text and suggest targeted fixes without rewriting the entire text. Use when proofreading content, checking writin…

dummy-dataset

"Generate realistic dummy datasets for testing with customizable columns, constraints, and output formats (CSV, JSON, SQL, Python script). Use when creating tes…

draft-nda

"Draft a detailed Non-Disclosure Agreement between two parties covering information types, jurisdiction, and clauses needing legal review. Use when creating con…

customer-journey-map

"Create an end-to-end customer journey map with stages, touchpoints, emotions, pain points, and opportunities. Use when mapping the customer experience, identif…

create-prd

"Create a Product Requirements Document using a comprehensive 8-section template covering problem, objectives, segments, value propositions, solution, and relea…

competitor-analysis

"Analyze competitors with strengths, weaknesses, and differentiation opportunities. Identifies direct competitors and maps the competitive landscape. Use when d…

competitive-battlecard

"Create sales-ready competitive battlecards comparing your product against a specific competitor — positioning, feature comparison, objection handling, and win/…

cohort-analysis

"Perform cohort analysis on user engagement data — retention curves, feature adoption trends, and segment-level insights. Use when analyzing user retention by c…

business-model

"Generate a Business Model Canvas with all 9 building blocks. Use when creating a business model, documenting how a business creates value, or analyzing an exis…

brainstorm-okrs

"Brainstorm team-level OKRs aligned with company objectives — qualitative objectives with measurable key results. Use when setting quarterly OKRs, aligning team…

brainstorm-ideas-new

"Brainstorm feature ideas for a new product in initial discovery from PM, Designer, and Engineer perspectives. Use when starting product discovery for a new pro…

brainstorm-ideas-existing

"Brainstorm product ideas for an existing product using multi-perspective ideation from PM, Designer, and Engineer viewpoints. Use when generating new feature i…

brainstorm-experiments-new

"Design lean startup experiments (pretotypes) for a new product. Creates XYZ hypotheses and suggests low-effort validation methods like landing pages, explainer…

brainstorm-experiments-existing

"Design experiments to test assumptions for an existing product — prototypes, A/B tests, spikes, and other low-effort validation methods. Use when validating as…

beachhead-segment

"Identify the first beachhead market segment for a product launch. Evaluates segments against burning pain, willingness to pay, winnable market share, and refer…

ansoff-matrix

"Generate an Ansoff Matrix analysis mapping growth strategies across market penetration, market development, product development, and diversification. Use when …

analyze-feature-requests

"Analyze and prioritize a list of feature requests by theme, strategic alignment, impact, effort, and risk. Use when reviewing customer feature requests, triagi…

ab-test-analysis

"Analyze A/B test results with statistical significance, sample size validation, confidence intervals, and ship/extend/stop recommendations. Use when evaluating…

xunit-skill

xcuitest-skill

webdriverio-skill

vitest-skill

unittest-skill

testunit-skill

testng-skill

testcafe-skill

test-framework-migration-skill

specflow-skill

smartui-skill

serenity-bdd-skill

selenium-skill

selenide-skill

rspec-skill

robot-framework-skill

reqnroll-skill

pytest-skill

puppeteer-skill

protractor-skill

phpunit-skill

nunit-skill

nightwatchjs-skill

nemojs-skill

mstest-skill

mocha-skill

lettuce-skill

laravel-dusk-skill

karma-skill

junit-5-skill

jest-skill

jasmine-skill

hyperexecute-skill

geb-skill

gauge-skill

flutter-testing-skill

espresso-skill

detox-skill

cypress-skill

cucumber-skill

codeception-skill

cicd-pipeline-skill

capybara-skill

behave-skill

behat-skill

appium-skill

api-skill

workshop-facilitation

Facilitate workshop sessions in a one-step, multi-turn flow. Use when an interactive skill needs consistent pacing, options, and progress tracking.

vp-cpo-readiness-advisor

Guide the transition to VP or CPO across preparing, interviewing, landing, and recalibrating. Use when executive product scope is changing fast.

user-story-splitting

Break a large story or epic into smaller deliverable stories using proven split patterns. Use when backlog items are too big for estimation, sequencing, or inde…

user-story-mapping-workshop

Run a user story mapping workshop with adaptive questions and a structured map output. Use when you need backbone activities, tasks, and release slices for a wo…

user-story-mapping

Create a user story map that lays out activities, steps, tasks, and release slices. Use when planning a workflow, backlog, or MVP around the user journey.

user-story

Create user stories with Mike Cohn format and Gherkin acceptance criteria. Use when turning user needs into development-ready work with clear outcomes and testa…

tam-sam-som-calculator

Calculate TAM, SAM, and SOM with explicit assumptions, methods, and caveats. Use when sizing a market for a product idea, business case, or executive review.

storyboard

Create a six-frame storyboard that shows a user's journey from problem to solution. Use when you need a fast narrative for alignment, concept reviews, or demos.

skill-authoring-workflow

Turn raw PM content into a compliant, publish-ready skill. Use when creating or updating a repo skill without breaking standards.

saas-revenue-growth-metrics

Calculate SaaS revenue, retention, and growth metrics. Use when diagnosing momentum, churn, expansion, or product-market-fit signals.

saas-economics-efficiency-metrics

Evaluate SaaS unit economics and capital efficiency. Use when deciding whether the business can scale efficiently or needs correction.

roadmap-planning

Plan a strategic roadmap across prioritization, epic definition, stakeholder alignment, and sequencing. Use when turning strategy into a release plan that teams…

recommendation-canvas

Evaluate an AI product idea across outcomes, hypotheses, risks, and positioning. Use when deciding whether an AI solution deserves investment or recommendation.

proto-persona

Create a proto-persona from current research, market signals, and team knowledge. Use when you need a working customer profile before deeper validation.

product-strategy-session

Run an end-to-end product strategy session across positioning, discovery, and roadmap planning. Use when a team needs validated direction before committing to e…

problem-statement

Write a user-centered problem statement with who is blocked, what they are trying to do, why it matters, and how it feels. Use when framing discovery, prioritiz…

problem-framing-canvas

Guide teams through MITRE's Problem Framing Canvas. Use when you need a clearer problem statement before jumping to solutions.

prioritization-advisor

Choose a prioritization framework based on stage, team context, and stakeholder needs. Use when deciding between RICE, ICE, value/effort, or another scoring app…

press-release

Write an Amazon-style press release that defines customer value before building. Use when aligning stakeholders on a new product, feature, or strategic bet.

prd-development

Build a structured PRD that connects problem, users, solution, and success criteria. Use when turning discovery notes into an engineering-ready document for a m…

positioning-workshop

Run a positioning workshop that surfaces target customer, unmet need, category, benefits, and differentiation. Use when your product messaging feels fuzzy, gene…

positioning-statement

Create a Geoffrey Moore-style positioning statement. Use when clarifying who you serve, what problem you solve, your category, and why you're different from alt…

pol-probe-advisor

Select the right Proof of Life (PoL) probe based on hypothesis, risk, and resources. Use this to match the validation method to the real learning goal, not tool…

pol-probe

Define a Proof of Life probe to test a risky hypothesis cheaply. Use when you need harsh truth before building real product.

pestel-analysis

Analyze political, economic, social, technological, environmental, and legal forces. Use when external market shifts could materially affect a product, roadmap,…

opportunity-solution-tree

Build an Opportunity Solution Tree from outcomes to opportunities, solutions, and tests. Use when a stakeholder request needs problem framing before you decide …

lean-ux-canvas

Guide teams through Lean UX Canvas v2. Use when framing a business problem, surfacing assumptions, and defining what to learn next.

jobs-to-be-done

Uncover customer jobs, pains, and gains in a structured JTBD format. Use when clarifying unmet needs, repositioning a product, or improving discovery and messag…

finance-metrics-quickref

Look up SaaS finance metrics, formulas, and benchmarks fast. Use when you need a quick metric definition, formula, or benchmark during analysis.

finance-based-pricing-advisor

Evaluate pricing changes using ARPU, conversion, churn risk, NRR, and payback. Use when deciding whether a pricing move should ship.

feature-investment-advisor

Evaluate feature investments using revenue impact, cost structure, ROI, and strategy. Use when deciding whether a feature deserves investment.

executive-onboarding-playbook

Plan a VP or CPO 30-60-90 day diagnostic onboarding path. Use when entering a new executive product role and avoiding premature change.

epic-hypothesis

Frame an epic as a testable hypothesis with target user, expected outcome, and validation method. Use when defining a major initiative before roadmap, discovery…

epic-breakdown-advisor

Break down epics into user stories with Humanizing Work split patterns. Use when a backlog item is too large to estimate, sequence, or deliver safely.

eol-message

Write a clear, empathetic EOL announcement with rationale, customer impact, and next steps. Use when retiring a product, feature, or plan without creating avoid…

discovery-process

Run a full discovery cycle from problem hypothesis to validated solution. Use when a team needs a structured path through framing, interviews, synthesis, and ex…

discovery-interview-prep

Plan customer discovery interviews with the right goal, segment, constraints, and method. Use when preparing interviews for problem validation, churn research, …

director-readiness-advisor

Guide the PM-to-Director transition across preparing, interviewing, landing, and recalibrating. Use when leadership scope is changing and you need practical coa…

customer-journey-mapping-workshop

Run a customer journey mapping workshop with adaptive questions and outputs. Use when you need to map stages, actions, emotions, pain points, and opportunities …

customer-journey-map

Create a customer journey map across stages, touchpoints, actions, emotions, and metrics. Use when diagnosing a broken experience or aligning a team on the full…

context-engineering-advisor

Diagnose context stuffing vs. context engineering. Use when an AI workflow feels bloated, brittle, or hard to steer reliably.

company-research

Create a company research brief with executive quotes, product strategy, and org context. Use when preparing for interviews, competitive analysis, partnerships,…

business-health-diagnostic

Diagnose SaaS business health across growth, retention, efficiency, and capital. Use when preparing a business review or prioritizing urgent fixes.

altitude-horizon-framework

Understand the PM-to-Director transition through altitude and horizon thinking. Use when diagnosing scope, time-horizon, or leadership-level gaps.

ai-shaped-readiness-advisor

Assess whether your product work is AI-first or AI-shaped. Use when evaluating AI maturity and choosing the next team capability to build.

acquisition-channel-advisor

Evaluate acquisition channels using unit economics, customer quality, and scalability. Use when deciding whether to scale, test, or kill a growth channel.

yeet

"Use only when the user explicitly asks to stage, commit, push, and open a GitHub pull request in one flow using the GitHub CLI (gh)."

winui-app

Bootstrap, develop, and design modern WinUI 3 desktop applications with C# and the Windows App SDK using official Microsoft guidance, WinUI Gallery patterns, Wi…

vercel-deploy

Deploy applications and websites to Vercel. Use when the user requests deployment actions like "deploy my app", "deploy and give me the link", "push this live",…

transcribe

"Transcribe audio files to text with optional diarization and known-speaker hints. Use when a user asks to transcribe speech from audio/video, extract text from…

spreadsheet

Build, review, refactor, or architect ASP.NET Core web applications using current official guidance for .NET web development. Use when working on Blazor Web App…

speech

"Use when the user asks for text-to-speech narration or voiceover, accessibility reads, audio prompts, or batch speech generation via the OpenAI Audio API; run …

sora

Build, review, refactor, or architect ASP.NET Core web applications using current official guidance for .NET web development. Use when working on Blazor Web App…

slides

Build, review, refactor, or architect ASP.NET Core web applications using current official guidance for .NET web development. Use when working on Blazor Web App…

sentry

"Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry CLI; perform rea…

security-threat-model

"Repository-grounded threat modeling that enumerates trust boundaries, assets, attacker capabilities, abuse paths, and mitigations, and writes a concise Markdow…

security-ownership-map

"Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export CSV/JSON for grap…

security-best-practices

"Perform language and framework specific security best-practice reviews and suggest improvements. Trigger only when the user explicitly requests security best p…

screenshot

"Use when the user explicitly asks for a desktop or system screenshot (full screen, specific app or window, or a pixel region), or when tool-specific capture ca…

render-deploy

Deploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks. Use when the user wants to deploy, h…

playwright-interactive

"Persistent browser and Electron interaction through js_repl for fast iterative UI debugging."

playwright

"Use when the task requires automating a real browser from the terminal (navigation, form filling, snapshots, screenshots, data extraction, UI-flow debugging) v…

openai-docs

"Use when the user asks how to build with OpenAI products or APIs, asks about Codex itself or choosing Codex surfaces, needs up-to-date official documentation w…

notion-spec-to-implementation

Turn Notion specs into implementation plans, tasks, and progress tracking; use when implementing PRDs/feature specs and creating Notion plans + tasks from them.

notion-research-documentation

Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion sources to produce briefs, comparisons, or rep…

notion-meeting-intelligence

Prepare meeting materials with Notion context and Codex research; use when gathering context, drafting agendas/pre-reads, and tailoring materials to attendees.

notion-knowledge-capture

Capture conversations and decisions into structured Notion pages; use when turning chats/notes into wiki entries, how-tos, decisions, or FAQs with proper linkin…

netlify-deploy

Deploy web projects to Netlify using the Netlify CLI (npx netlify). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify, including p…

linear

Manage issues, projects & team workflows in Linear. Use when the user wants to read, create or updates tickets in Linear.

jupyter-notebook

"Use when the user asks to create, scaffold, or edit Jupyter notebooks (.ipynb) for experiments, explorations, or tutorials; prefer the bundled templates and ru…

imagegen

"Generate or edit raster images when the task benefits from AI-created bitmap visuals such as photos, illustrations, textures, sprites, mockups, or transparent-…

gh-fix-ci

"Use when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions; use gh to inspect checks and logs, summarize failure context, draft a…

gh-address-comments

Help address review/issue comments on the open GitHub PR for the current branch using gh CLI; verify gh auth first and prompt the user to authenticate if not lo…

frontend-skill

Build, review, refactor, or architect ASP.NET Core web applications using current official guidance for .NET web development. Use when working on Blazor Web App…

figma-use

"MANDATORY prerequisite — you MUST invoke this skill BEFORE every use_figma tool call. NEVER call use_figma directly without loading this skill first. Skipping …

figma-implement-design

Translates Figma designs into production-ready application code with 1:1 visual fidelity. Use when implementing UI code from Figma files, when user mentions "im…

figma-generate-library

"Build or update a professional-grade design system in Figma from a codebase. Use when the user wants to create variables/tokens, build component libraries, set…

figma-generate-design

"Use this skill alongside figma-use when the task involves translating an application page, view, or multi-section layout into Figma. Triggers: 'write to Figma'…

figma-create-new-file

Create a new blank Figma file. Use when the user wants to create a new Figma design or FigJam file, or when you need a new file before calling use_figma. Handle…

figma-create-design-system-rules

Generates custom design system rules for the user's codebase. Use when user says "create design system rules", "generate rules for my project", "set up design r…

figma-code-connect-components

Connects Figma design components to code components using Code Connect mapping tools. Use when user says "code connect", "connect this component to code", "map …

figma

Use the Figma MCP server to fetch design context, screenshots, variables, and assets from Figma, and to translate Figma nodes into production code. Trigger when…

doc

Build, review, refactor, or architect ASP.NET Core web applications using current official guidance for .NET web development. Use when working on Blazor Web App…

develop-web-game

Build, review, refactor, or architect ASP.NET Core web applications using current official guidance for .NET web development. Use when working on Blazor Web App…

cloudflare-deploy

Deploy applications and infrastructure to Cloudflare using Workers, Pages, and related platform services. Use when the user asks to deploy, host, publish, or se…

chatgpt-apps

Build, scaffold, refactor, and troubleshoot ChatGPT Apps SDK applications that combine an MCP server and widget UI. Use when Codex needs to design tools, regist…

aspnet-core

Build, review, refactor, or architect ASP.NET Core web applications using current official guidance for .NET web development. Use when working on Blazor Web App…

social-content

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

site-architecture

When the user wants to plan, map, or restructure their website's page hierarchy, navigation, URL structure, or internal linking. Also use when the user mentions…

signup-flow-cro

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

seo-audit

When the user wants to audit, review, or diagnose SEO issues on their site. Also use when the user mentions "SEO audit," "technical SEO," "why am I not ranking,…

schema-markup

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

sales-enablement

"When the user wants to create sales collateral, pitch decks, one-pagers, objection handling docs, or demo scripts. Also use when the user mentions 'sales deck,…

revops

"When the user wants help with revenue operations, lead lifecycle management, or marketing-to-sales handoff processes. Also use when the user mentions 'RevOps,'…

referral-program

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

programmatic-seo

When the user wants to create SEO-driven pages at scale using templates and data. Also use when the user mentions "programmatic SEO," "template pages," "pages a…

product-marketing-context

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

pricing-strategy

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

popup-cro

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

paywall-upgrade-cro

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

paid-ads

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

page-cro

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

onboarding-cro

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

marketing-psychology

"When the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions 'psychology,' 'mental…

marketing-ideas

"When the user needs marketing ideas, inspiration, or strategies for their SaaS or software product. Also use when the user asks for 'marketing ideas,' 'growth …

launch-strategy

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

free-tool-strategy

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

form-cro

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

email-sequence

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

copywriting

When the user wants to write, rewrite, or improve marketing copy for any page — including homepage, landing pages, pricing pages, feature pages, about pages, or…

copy-editing

"When the user wants to edit, review, or improve existing marketing copy, or refresh outdated content. Also use when the user mentions 'edit this copy,' 'review…

content-strategy

When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content stra…

competitor-alternatives

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

cold-email

Write B2B cold emails and follow-up sequences that get replies. Use when the user wants to write cold outreach emails, prospecting emails, cold email campaigns,…

churn-prevention

"When the user wants to reduce churn, build cancellation flows, set up save offers, recover failed payments, or implement retention strategies. Also use when th…

analytics-tracking

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

ai-seo

"When the user wants to optimize content for AI search engines, get cited by LLMs, or appear in AI-generated answers. Also use when the user mentions 'AI SEO,' …

ad-creative

"When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platfo…

ab-test-setup

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B tes…

sentry-workflow

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-svelte-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-setup-ai-monitoring

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-sdk-upgrade

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-sdk-skill-creator

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-sdk-setup

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-ruby-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-react-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-react-native-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-python-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-pr-code-review

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-php-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-otel-exporter-setup

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-node-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-nextjs-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-nestjs-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-go-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-flutter-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-fix-issues

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-feature-setup

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-elixir-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-dotnet-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-create-alert

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-code-review

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-cocoa-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-cloudflare-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-browser-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

sentry-android-sdk

Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files. Use when asked to create AGENTS.md, update AGENTS.md, maintain agent docs, set …

flutter-working-with-databases

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-theming-apps

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-testing-apps

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-setting-up-on-windows

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-setting-up-on-macos

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-setting-up-on-linux

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-reducing-app-size

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-managing-state

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-localizing-apps

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-interoperating-with-native-apis

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-improving-accessibility

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-implementing-navigation-and-routing

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-handling-http-and-json

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-handling-concurrency

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-embedding-native-views

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-caching-data

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-building-plugins

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-building-layouts

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-building-forms

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-architecting-apps

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-animating-apps

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

flutter-adding-home-screen-widgets

Reviews the specified code against the canonical API Design guidelines. Use this skill when the user asks for an API review or to check code against API design …

google-cloud-waf-sustainability

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google-cloud-waf-security

Generates security-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Google Cloud Well-Architected Framework…

google-cloud-waf-reliability

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google-cloud-waf-performance-optimization

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google-cloud-waf-operational-excellence

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google-cloud-waf-cost-optimization

Generates cost optimization guidance for Google Cloud workloads based on the Google Cloud Well-Architected Framework (WAF). Use this skill to evaluate a workloa…

google-cloud-recipe-onboarding

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google-cloud-recipe-auth

Provides expert guidance on authenticating and authorizing to Google Cloud services and APIs, covering human users, service identities, Application Default Cred…

google-cloud-networking-observability

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gke-basics

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gemini-interactions-api

Guides the usage of Gemini Interactions API on Gemini Enterprise Agent Platform. Use when the user wants to use the stateful, server-managed Interactions API fo…

gemini-api

Use when the user asks about using Gemini in an enterprise environment or explicitly mentions Vertex AI, Google Cloud, or Agent Platform. Guides the usage of th…

gemini-agents-api

Manages custom Agent resources on Gemini Enterprise Agent Platform. Use when the user wants to programmatically create, configure, list, update, or delete state…

firebase-basics

Use this skill whenever you are working on a project that uses Firebase products or services, especially for mobile or web apps.

cloud-sql-basics

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cloud-run-basics

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bigquery-basics

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alloydb-basics

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agent-platform-skill-registry

venice-x402

Manage Venice x402 wallet credits. Covers POST /x402/top-up (payment discovery + signed USDC settlement), GET /x402/balance/{walletAddress}, GET /x402/transacti…

venice-video

Generate and transcribe videos via Venice. Covers the async /video/quote + /video/queue + /video/retrieve + /video/complete loop, text-to-video, image-to-video,…

venice-responses

Use Venice's Alpha POST /responses endpoint - an OpenAI-compatible Responses API with typed output blocks (reasoning, message, function_call, web_search_call). …

venice-models

Discover Venice models, their capabilities, constraints, and pricing. Covers GET /models (with ?type filter), /models/traits, /models/compatibility_mapping, the…

venice-image-generate

Generate images with Venice. Covers POST /image/generate (Venice-native), POST /images/generations (OpenAI-compatible), GET /image/styles (style presets), reque…

venice-image-edit

Transform existing images with Venice. Covers POST /image/edit (prompt-driven single-image edit), /image/multi-edit (compose multiple images), /image/upscale (2…

venice-errors

Handle Venice API errors correctly. Covers the StandardError / DetailedError / ContentViolationError / X402InferencePaymentRequired body shapes, every meaningfu…

venice-embeddings

Call POST /embeddings on Venice. Covers request shape (input, model, encoding_format, dimensions, user), OpenAI compatibility, response compression (gzip/br), a…

venice-crypto-rpc

Use Venice as a pay-per-call JSON-RPC proxy to 27 EVM, Starknet, and Solana networks. Covers GET /crypto/rpc/networks, POST /crypto/rpc/{network}, chain familie…

venice-chat

Call POST /chat/completions on Venice. Covers the OpenAI-compatible request shape, Venice-only venice_parameters (web search, E2EE, characters, thinking control…

venice-characters

Discover and use Venice public characters (persona-driven system prompts with a bound model). Covers GET /characters (search/filter/sort), /characters/{slug}, /…

venice-billing

Venice billing and usage analytics - GET /billing/balance, GET /billing/usage-history (keyset-paginated per-request ledger, JSON or CSV), GET /billing/usage (de…

venice-auth

Authenticate to the Venice API with a Bearer API key or with an x402 / SIWX wallet (EVM on Base or Ed25519 on Solana). Covers the SIGN-IN-WITH-X header format, …

venice-augment

Venice augmentation endpoints for agent pipelines. Covers POST /augment/text-parser (extract text from PDF/DOCX/XLSX/plain text, multipart, up to 25MB, JSON or …

venice-audio-transcription

Transcribe audio files to text via POST /audio/transcriptions. Covers supported models (Parakeet, Whisper, Wizper, Scribe, xAI STT), supported formats (wav/flac…

venice-audio-speech

Generate speech from text via POST /audio/speech, and clone a voice via POST /audio/voices. Covers TTS models (Kokoro, Qwen 3, xAI, Inworld, Chatterbox, Orpheus…

venice-audio-music

Async music / audio-track generation via Venice. Covers the /audio/quote + /audio/queue + /audio/retrieve + /audio/complete lifecycle, lyrics vs instrumental, v…

venice-api-overview

High-level map of the Venice.ai API - base URL, authentication modes, endpoint categories, response headers, pricing model, error shape, and versioning. Load th…

venice-api-keys

Manage Venice API keys. Covers GET/POST/PATCH/DELETE /api_keys, GET /api_keys/{id}, GET /api_keys/rate_limits, GET /api_keys/rate_limits/log, the two-step /api_…

scroll-stopping-creative

Create ad concepts that stop attention in the first 3 seconds. Trigger on "ad creative", "thumbstopper", "video ideas".

schwartz-awareness-mapper

Use when you need to determine audience awareness level and the correct messaging approach. Trigger on "awareness stage", "cold vs warm audience", "Schwartz", "…

performance-diagnosis

Diagnose why campaigns are underperforming. Trigger on "low performance", "high CPL", "bad ads".

offer-extraction

Use when you need to turn a product or service into a compelling, high-converting offer. Trigger on "offer", "why would someone buy", "improve conversions", "va…

objection-crusher

Identify and neutralize buyer objections. Trigger on "why wouldn't someone buy", "objections", "hesitation", "conversion issues".

mechanism-builder

Use when you need to explain why your solution works and others failed. Trigger on "unique mechanism", "why this works", "different angle", "positioning".

headline-matrix

Generate high-performing headline variations across different angles. Trigger on "headlines", "hooks", "ad copy", "email subject lines".

generic-language-killer

Remove vague, corporate, or AI-sounding language and replace it with clear, specific, human wording. Trigger on "improve copy", "sounds generic", "too fluffy".

full-funnel-campaign-orchestrator

Coordinate all skills to build a complete advertising campaign. Trigger on "build a campaign", "full funnel", "ads + funnel".

conversion-path-builder

Design the optimal funnel from click to conversion. Trigger on "funnel", "conversion path", "booked calls".

avatar-extraction

Use when you need to define exactly who the buyer is, what they want, what they’ve tried, and what’s driving their decisions. Trigger on "target audience", "ide…

ad-angle-multiplier

Expand a core idea into multiple distinct ad angles. Trigger on "more ads", "creative testing", "scale campaigns".

rust-best-practices

rover

graphql-schema

graphql-operations

apollo-server

apollo-router-plugin-creator

apollo-router

apollo-mcp-server

apollo-kotlin

apollo-federation

apollo-connectors

apollo-client

firebase-security-rules-auditor

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firebase-hosting-basics

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firebase-firestore-standard

Skill for converting an installed Firebase Extension (or extension source) into a standalone Cloud Functions for Firebase codebase or publishable npm package, i…

firebase-firestore-enterprise-native-mode

Skill for converting an installed Firebase Extension (or extension source) into a standalone Cloud Functions for Firebase codebase or publishable npm package, i…

firebase-data-connect-basics

Builds and deploys Firebase SQL Connect (aka Firebase Data Connect) backends with PostgreSQL securely. Use when designing schemas with tables and relations, wri…

firebase-basics

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firebase-auth-basics

Guide for setting up and using Firebase Authentication. Use this skill when the user's app requires user sign-in, user management, or secure data access using a…

firebase-app-hosting-basics

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firebase-ai-logic-basics

Official skill for integrating Firebase AI Logic (Gemini API) into web applications. Covers setup, multimodal inference, structured output, and security.

developing-genkit-js

Skill for converting an installed Firebase Extension (or extension source) into a standalone Cloud Functions for Firebase codebase or publishable npm package, i…

developing-genkit-go

Skill for converting an installed Firebase Extension (or extension source) into a standalone Cloud Functions for Firebase codebase or publishable npm package, i…

developing-genkit-dart

Skill for converting an installed Firebase Extension (or extension source) into a standalone Cloud Functions for Firebase codebase or publishable npm package, i…

fal-vision

fal-video-edit

fal-tryon

fal-train

fal-restore

fal-realtime

fal-lip-sync

fal-kling-o3

fal-3d

use-dom

Evaluate Expo skills in this repo end-to-end - trigger accuracy, generated code quality, and runtime screenshots on iOS simulator and Android emulator via Expo …

native-data-fetching

Evaluate Expo skills in this repo end-to-end - trigger accuracy, generated code quality, and runtime screenshots on iOS simulator and Android emulator via Expo …

expo-ui-swift-ui

Evaluate Expo skills in this repo end-to-end - trigger accuracy, generated code quality, and runtime screenshots on iOS simulator and Android emulator via Expo …

expo-ui-jetpack-compose

Evaluate Expo skills in this repo end-to-end - trigger accuracy, generated code quality, and runtime screenshots on iOS simulator and Android emulator via Expo …

expo-tailwind-setup

Framework (OSS). Set up Tailwind CSS v4 in Expo with react-native-css and NativeWind v5 for universal styling

expo-dev-client

Framework (OSS). Build and distribute Expo development clients locally or via TestFlight for internal testing. For production TestFlight releases and store subm…

expo-cicd-workflows

Evaluate Expo skills in this repo end-to-end - trigger accuracy, generated code quality, and runtime screenshots on iOS simulator and Android emulator via Expo …

expo-api-routes

Evaluate Expo skills in this repo end-to-end - trigger accuracy, generated code quality, and runtime screenshots on iOS simulator and Android emulator via Expo …

building-native-ui

Evaluate Expo skills in this repo end-to-end - trigger accuracy, generated code quality, and runtime screenshots on iOS simulator and Android emulator via Expo …

shader-dev

Comprehensive GLSL shader techniques for creating stunning visual effects — ray marching, SDF modeling, fluid simulation, particle systems, procedural generatio…

minimax-xlsx

"Open, create, read, analyze, edit, or validate Excel/spreadsheet files (.xlsx, .xlsm, .csv, .tsv). Use when the user asks to create, build, modify, analyze, re…

minimax-pdf

minimax-docx

ios-application-dev

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gif-sticker-maker

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fullstack-dev

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frontend-dev

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cli

android-native-dev

Android native application development and UI design guide. Covers Material Design 3, Kotlin/Compose development, project configuration, accessibility, and buil…

transformers.js

Use Hugging Face Hub via MCP server tools. Search models, datasets, Spaces, papers. Get repo details, fetch documentation, run compute jobs, and use Gradio Spac…

huggingface-gradio

Build Gradio web UIs and demos in Python. Use when creating or editing Gradio apps, components, event listeners, layouts, or chatbots.

hugging-face-vision-trainer

Use Hugging Face Hub via MCP server tools. Search models, datasets, Spaces, papers. Get repo details, fetch documentation, run compute jobs, and use Gradio Spac…

hugging-face-paper-pages

Use Hugging Face Hub via MCP server tools. Search models, datasets, Spaces, papers. Get repo details, fetch documentation, run compute jobs, and use Gradio Spac…

hugging-face-dataset-viewer

Use Hugging Face Hub via MCP server tools. Search models, datasets, Spaces, papers. Get repo details, fetch documentation, run compute jobs, and use Gradio Spac…

hf-cli

"Hugging Face Hub CLI (hf) for downloading, uploading, and managing models, datasets, spaces, buckets, repos, papers, jobs, and more on the Hugging Face Hub. Us…

ui-test

"AI-powered adversarial UI testing via the browse CLI. Analyzes git diffs to test only what changed, or explores the full app to find bugs. Tests functional cor…

search

"Use this skill when the user wants to search the web without a full browser session: find URLs, titles, and metadata for a query. Prefer it over a browser when…

functions

"Deploy serverless browser automation as cloud functions using Browserbase. Use when the user wants to deploy browser automation to run on a schedule or cron, c…

fetch

"Use this skill when the user wants to retrieve a URL without a full browser session: fetch HTML or JSON from static pages, inspect status codes or headers, fol…

cookie-sync

Sync cookies from local Chrome to a Browserbase persistent context so the browse CLI can access authenticated sites. Use when the user wants to browse as themse…

browserbase-cli

"Audit the developer experience of a product, SDK, docs site, or SKILL.md by dropping multiple Claude subagents at it with only a tiny task prompt and real tool…

browser

Automate web browser interactions using natural language via CLI commands. Use when the user asks to browse websites, navigate web pages, extract data from webs…

workers-best-practices

Reviews and authors Cloudflare Workers code against production best practices. Load when writing new Workers, reviewing Worker code, configuring wrangler.jsonc,…

sandbox-sdk

Build sandboxed applications for secure code execution. Load when building AI code execution, code interpreters, CI/CD systems, interactive dev environments, or…

cloudflare-email-service

Send and receive transactional emails with Cloudflare Email Service (Email Sending + Email Routing). Use when building email sending (Workers binding or REST AP…

cloudflare

Comprehensive Cloudflare platform skill covering Workers, Pages, storage (KV, D1, R2), AI (Workers AI, Vectorize, Agents SDK), feature flags (Flagship), network…

twoFactor

Configure TOTP authenticator apps, send OTP codes via email/SMS, manage backup codes, handle trusted devices, and implement 2FA sign-in flows using Better Auth'…

providers

Configure Better Auth server and client, set up database adapters, manage sessions, add plugins, and handle environment variables. Use when users mention Better…

organization

Configure multi-tenant organizations, manage members and invitations, define custom roles and permissions, set up teams, and implement RBAC using Better Auth's …

explain-error

Configure Better Auth server and client, set up database adapters, manage sessions, add plugins, and handle environment variables. Use when users mention Better…

emailAndPassword

Configure email verification, implement password reset flows, set password policies, and customise hashing algorithms for Better Auth email/password authenticat…

next-upgrade

Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express int…

next-cache-components

Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express int…

next-best-practices

Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express int…

firecrawl-build-search

Optional base URL for self-hosted Firecrawl deployments.

firecrawl-build-scrape

Optional base URL for self-hosted Firecrawl deployments.

firecrawl-build-onboarding

Optional base URL for self-hosted Firecrawl deployments.

firecrawl-build-interact

Optional base URL for self-hosted Firecrawl deployments.

firecrawl-build

Optional base URL for self-hosted Firecrawl deployments. Only set this when the project is not using the hosted api.firecrawl.dev.

resend-cli

Named auth profile for multi-account setups. Selects which stored API key to use (see resend auth).

resend

Webhook signing secret for verifying event payloads. Found in the Resend dashboard under Webhooks after creating an endpoint.

react-email

Use when building HTML email templates with React components, adding a visual email editor to an application using the React Email visual editor, rendering emai…

email-best-practices

Use when building email features, emails going to spam, high bounce rates, setting up SPF/DKIM/DMARC authentication, implementing email capture, ensuring compli…

agent-email-inbox

Webhook signing secret for verifying inbound email event payloads. Returned as signing_secret in the response when you create a webhook via the API.

spec-to-implementation

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research-documentation

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meeting-intelligence

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knowledge-capture

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voltagent-docs-bundle

Look up VoltAgent documentation embedded in node_modules/@voltagent/core/docs for version-matched docs. Use for API signatures, guides, and examples.

voltagent-core-reference

Reference for the VoltAgent class: constructor options, lifecycle methods, and runtime behavior.

voltagent-best-practices

VoltAgent architectural patterns and conventions. Covers agents vs workflows, project layout, memory, servers, and observability.

create-voltagent

Skill for creating AI agent projects using the VoltAgent framework. Guide for CLI setup and manual bootstrapping.

cypress-explain

"Explains Cypress tests (E2E and component tests), and answers questions about Cypress use and behavior. Use when the user asks to explain how a test works, exp…

cypress-docs

Search and extract Cypress information from official documentation (docs.cypress.io, cypress.io); prefer LLM markdown under /llm/* and refuse unverified API or …

cypress-author

"Creates, updates, and fixes Cypress tests (E2E/end-to-end and component tests). Use when the user asks to create tests, add tests, write tests, update tests, t…

angular-new-app

Generates Angular code and provides architectural guidance. Trigger when creating projects, components, services, or HTTP communication, or for best practices o…

angular-developer

Generates Angular code and provides architectural guidance. Trigger when creating projects, components, services, or HTTP communication, or for best practices o…

zero-gemini

zero

autofix

Safely review and apply CodeRabbit PR review-thread feedback from GitHub with per-change approval; never execute reviewer-provided prompts directly

composio

Use 1000+ external apps via Composio - either directly through the CLI or by building AI agents and apps with the SDK

courier-skills

Use when building notifications with Courier across email, SMS, push, in-app inbox, Slack, Teams, WhatsApp — sends, templates, Elemental, journeys, preferences,…

redis-development

Iris is Redis's umbrella for AI-focused products. Use this skill when integrating with the Iris Redis Agent Memory (RAM) data plane on Redis Cloud — recording s…

replicate