Provides machine learning engineering patterns for model training pipelines, feature engineering, experiment tracking, and model serving. Use when working with ML code or when the user mentions ML engineering, model training, or feature pipelines.

Use when creating or editing documents (DOCX, PDF, XLSX, PPTX) that need professional output. Adds visual verification, typography hygiene, and formula patterns to the document-skills plugin.

Build and scale developer-led adoption through ecosystem programs. Use when deciding open vs curated ecosystems, building developer programs, scaling platform adoption, or designing student program pipelines.

Build and scale partner ecosystems that drive revenue and platform adoption. Use when building partner programs from scratch, tiering partnerships, managing co-marketing, making build-vs-partner decisions, or structuring crawl-walk-run partner deployment.

This skill should be used when analyzing weekly price charts for Indian stocks (NSE/BSE), indices (Nifty 50, Bank Nifty, Sensex), or any other instrument. Use this skill when the user provides chart images and requests technical analysis, trend identification, support/resistance levels, scenario planning, or probability assessments based purely on chart data without consideration of news or fundamental factors.

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paper-analyzer

paper-comic

Building and training neural networks with PyTorch. Use when implementing deep learning models, training loops, data pipelines, model optimization with torch.compile, distributed training, or deploying PyTorch models.

Loading and using pretrained models with Hugging Face Transformers. Use when working with pretrained models from the Hub, running inference with Pipeline API, fine-tuning models with Trainer, or handling text, vision, audio, and multimodal tasks.

Expert full-cycle enterprise sales strategist for B2B SaaS. Use when planning sales strategy, pipeline management, deal progression, account planning, competitive displacement, or territory optimization. Covers multi-threading, executive engagement, champion development, buying committee navigation, and complex deal orchestration. Use for enterprise selling, account expansion, land-and-expand, and quota attainment.

Expert platform and API product management guidance for developer-focused products. Use when planning API product strategy, designing APIs, improving developer experience (DX), creating developer documentation, building SDKs, planning API versioning and deprecation, building developer communities, creating integration marketplaces, or measuring platform health. Covers REST, GraphQL, webhooks, and platform ecosystems.

Expert renewal management guidance for maximizing retention and expansion revenue. Use when building renewal playbooks, forecasting renewal pipeline, structuring multi-year deals, developing pricing strategies, mitigating churn risk, defending against competitive displacement, negotiating contracts, attaching expansion to renewals, or optimizing renewal operations. Covers high-touch and tech-touch renewal motions, early renewal strategies, and save plays.

Expert sales strategy and operations guidance for B2B SaaS companies. Use when designing sales processes, implementing qualification frameworks (MEDDIC, BANT, SPICED), territory planning, forecasting, quota setting, compensation design, or optimizing pipeline velocity. Covers sales methodology, org structure, tech stack selection, win rate analysis, and deal acceleration strategies.

Create clear, repeatable standard operating procedures for any business process. Turn tribal knowledge into documentation anyone can follow.

chatgpt-search

Google Workspace CLI automation via gogcli. Gmail, Calendar, Drive, Docs, Slides, Sheets, and 9 more services. JSON-first output, composable pipelines.

Content extraction skill for AI coding agents. YouTube transcripts, podcasts, PDFs, images (OCR), audio/video via the summarize CLI.

Build Account-Based Everything (ABX) GTM strategies for complex B2B sales. Use when working on ABM strategy, ICP scoring, messaging architecture, product launches, or pipeline acceleration for companies with <500 accounts, $100K+ deals, and 6+ month sales cycles.

'Use this skill when creating data visualizations, selecting the right chart type, or generating chart code. Trigger phrases: ''build a chart'', ''visualize this data'', ''create a graph'', ''plot these numbers'', ''which chart should I use for''. Not for building interactive dashboards, designing UI components, or creating infographics with design tools like Figma.'

Use codanna MCP tools for semantic code search, call graphs, and impact analysis before grep/find.

Structured plan-writing skill adapted from obra/superpowers. Produces actionable plans that map directly to cortex workflows and tasks.

GitHub Actions workflow patterns for CI/CD including matrix builds, reusable workflows, secrets management, and caching strategies. Use when setting up or optimizing GitHub Actions pipelines.

Extract insights from multi-agent interactions, identify patterns, and build collective intelligence through cross-agent learning and knowledge management. Use when synthesizing findings, building knowledge bases, or improving system-wide practices.

Design and write hands-on tutorials with progressive disclosure, exercises, and troubleshooting sections. Use when creating learning content, workshops, or step-by-step guides.

Use this skill when editing CRM Analytics dashboard JSON directly to implement advanced bindings, custom SAQL/SOQL step queries, layout changes, step parameters, or cross-widget interactions. Trigger keywords: dashboard JSON, SAQL step, binding syntax, mustache binding, dashboard REST API, widget layout, step limit, datasetId, datasetVersionId. NOT for standard dashboard builder UI configuration, chart type selection, or dataset design.

Use this skill when configuring Data Manager in CRM Analytics: enabling objects for sync, scheduling data sync runs, setting up remote connections to external databases, monitoring sync status and error logs, or troubleshooting connected object issues. Trigger keywords: data sync, connected objects, Data Manager, sync schedule, remote connection, Snowflake connector, sync error, incremental sync, CRM Analytics data pipeline. NOT for dataflow or recipe authoring, dataset row-level security, or dashboard/lens design — those belong to the analytics-dataset-management or analytics-dashboard-design skills.

Use when designing, implementing, or auditing a Change Advisory Board (CAB) process for Salesforce deployments — covering change classification (standard, normal, emergency), required approvals, deployment gate sequencing, and integration with external ITSM tooling. NOT for record-level approval workflows (use Salesforce Approval Processes for business-object approvals), NOT for detailed pipeline automation scripting (see devops-process-documentation or pre-deployment-checklist), and NOT for Salesforce DevOps Center pipeline configuration.

Use when enabling Data Cloud (Data 360) in an org, creating data spaces, assigning permission sets, registering ingestion API sources, or configuring activation targets. Triggers: 'enable data cloud', 'data spaces setup', 'data cloud permission sets', 'ingestion API connected app', 'activation target setup', 'data cloud licensing', 'dedicated home org vs existing org'. NOT for CRM Analytics configuration, SAQL/recipe authoring, or Data Cloud data model design after provisioning is complete.

Use when a practitioner needs to classify the risk level of an upcoming Salesforce deployment, define rollback trigger conditions, or assign decision authority before the release window opens. Triggers: 'how risky is this release', 'what needs rollback planning', 'classify deployment risk', 'pre-deployment risk checklist', 'rollback decision authority', 'high risk metadata types'. NOT for executing the deployment itself, writing CI/CD pipeline code, or troubleshooting failures after a deployment has already run — use change-management-and-deployment for execution planning and devops/deployment-error-troubleshooting for post-failure diagnosis.

Use this skill when designing or documenting nonprofit fundraising lifecycle stages, donor pipeline workflows, cultivation-to-stewardship cycles, major gift solicitation sequences, or Salesforce Opportunity sales process configuration for NPSP or Nonprofit Cloud. Trigger keywords: fundraising lifecycle, donor pipeline, cultivation stage, solicitation workflow, major gift process, moves management, NPSP Opportunity stages, stewardship cycle, NPC fundraising stages. NOT for implementation of Engagement Plans, gift entry processing, payment integration, or recurring donation configuration.

Use this skill when designing or documenting a lead scoring model in Salesforce Sales Cloud or Account Engagement: qualifying criteria, MQL/SQL threshold definitions, scoring dimensions (demographic, firmographic, behavioral), and sales handoff SLA. NOT for Einstein Lead Scoring (AI-based predictive scoring) or Account Engagement (Pardot) automation rule configuration.

Configuring Salesforce Omni-Channel routing from scratch or updating existing routing: enabling Omni-Channel, creating Service Channels, configuring Routing Configurations (queue-based and skills-based), setting up Presence Statuses and Presence Configurations, assigning skills to Service Resources, and defining Skills-Based Routing Rules. Trigger keywords: Omni-Channel setup, routing configuration, queue-based routing, skills-based routing, presence status, service channel, routing rules. NOT for capacity model design (use omni-channel-capacity-model). NOT for OmniStudio FlexCards or DataRaptors. NOT for Omni-Channel Supervisor dashboard analysis.

Use when configuring Remote Site Settings to allow Apex callouts to external URLs, or when distinguishing Remote Site Settings from CSP Trusted Sites for Lightning component resource loading. NOT for Named Credentials (use named-credential-configuration).

Use when learning, designing, or explaining Salesforce Reports and Dashboards from first principles — report types, custom report types, groupings, bucket fields, summary formulas, charts, dashboard components, dynamic dashboards, report subscriptions, and folder permissions. Triggers: 'how do I build a report', 'what report type should I use', 'set up a dashboard', 'joined report limits', 'bucket field vs formula', 'dynamic dashboard running user'. NOT for CRM Analytics (use crm-analytics-* skills). NOT for Einstein Discovery predictive analytics. NOT for troubleshooting missing report data caused by sharing model issues (use admin/reports-and-dashboards for that).

Use when building, auditing, or troubleshooting Salesforce Reports and Dashboards. Triggers: 'report', 'dashboard', 'missing data in report', 'pipeline report', 'cross-filter', 'report subscription', 'dashboard refresh'. NOT for Einstein Analytics / CRM Analytics — separate skill needed for that.

Eliciting, documenting, and structuring a sales process before it is built in Salesforce: stage sequencing, entry/exit criteria per stage, win/loss analysis requirements, and stage transition rules. Use when a business needs to analyse or formalise its sales methodology before any Salesforce configuration begins. Trigger keywords: sales process design, stage discovery, entry criteria, exit criteria, stage gate, win/loss categorisation, sales methodology, pipeline stages, opportunity stage mapping. NOT for configuring OpportunityStage picklist values, Sales Processes, or record types in Setup (use opportunity-management skill). NOT for Path configuration. NOT for Collaborative Forecasts or quota alignment.

Use this skill when configuring or troubleshooting NPSP soft credits, partial soft credits, or matching gift workflows — including OpportunityContactRole-based credit attribution, npsp__Partial_Soft_Credit__c records, and the Find Matched Gifts process. NOT for gift entry staging flows, recurring donation setup, or non-NPSP Salesforce Fundraising (Gift object) credit configurations.

Use this skill when integrating Einstein Discovery predictions into Salesforce apps, automating bulk scoring jobs, deploying stories as prediction definitions, managing models via API, or querying prediction history. Trigger keywords: Einstein Discovery, smartdatadiscovery, predict endpoint, bulk scoring job, model refresh job, prediction definition, story deployment, regression prediction, multiclass prediction, CRM Analytics ML. NOT for CRM Analytics dashboard design, TCRM dataset management, Einstein Prediction Builder binary classification (which requires no CRM Analytics license), or Einstein Next Best Action recommendation strategies.

Use this skill to implement custom Apex MCP tool classes by extending McpToolDefinition from the salesforce-mcp-lib package. Covers inputSchema(), validate(), and execute() override patterns, JSON schema construction, SOQL and DML inside tools, error handling, and tool registration in the Apex REST endpoint. Trigger keywords: McpToolDefinition, extend McpToolDefinition, Apex MCP tool, mcp-tool Apex, JSON-RPC tool, salesforce-mcp-lib tool class. NOT for the initial server installation and proxy setup (see salesforce-mcp-server-setup), NOT for MCP Resources or Prompts, NOT for OmniStudio or Flow-based tool definitions.

Use this skill when grounding Agentforce agents with retrieved knowledge using Data Cloud vector search, configuring vector search indexes, selecting chunking and embedding strategies, or controlling how retrieved context flows through the Einstein Trust Layer into prompts. NOT for Data Cloud data model setup (use a Data Cloud skill), NOT for Agentforce agent creation or topic design (use agentforce-agent-creation or agent-topic-design), and NOT for BYO LLM configuration (use model-builder-and-byollm).

Use this skill when extracting Salesforce data for consumption by external LLMs or vector stores outside the Salesforce ecosystem — covering Bulk API v2 extraction patterns, PII scrubbing before transmission, chunking and embedding pipelines that run in external infrastructure, and non-Data-Cloud vector store ingestion (Pinecone, pgvector, Weaviate, OpenSearch). Trigger keywords: export Salesforce data to external LLM, Bulk API extract for embeddings, send Salesforce records to OpenAI, pipe Salesforce data to Pinecone, PII scrubbing before LLM, external vector store ingestion. NOT for Data Cloud vector search or grounding within Salesforce (use rag-patterns-in-salesforce), NOT for Data Cloud data model or harmonized schema design (use ai-ready-data-architecture), NOT for Agentforce agent creation or topic design (use agentforce-agent-creation), NOT for BYO LLM registration inside Salesforce (use model-builder-and-byollm).

Use when Apex must create, persist, stream, or serve binary files — including uploading from LWC/REST, generating ContentVersion records, chunking large bodies, relating files to records via ContentDocumentLink, and handling the heap/payload limits that trip binary workflows. Triggers: 'ContentVersion VersionData Blob', 'upload file from LWC to Apex', 'large file heap limit Apex', 'ContentDocumentLink sharing'. NOT for generating PDFs (use pdf-generation-patterns); NOT for email attachment parsing (use apex-email-services).

Sharing records programmatically via Apex: Share objects, row cause, sharing recalculation, with/without sharing patterns. NOT for declarative sharing rules (use sharing-and-visibility).

Use when Apex code must create or update metadata programmatically at runtime — custom fields, objects, picklist values, labels, or other supported types — using the Metadata namespace (Metadata.Operations, Metadata.DeployCallback). Triggers: 'Metadata.Operations', 'Metadata.CustomField from Apex', 'deploy metadata from Apex', 'enqueueDeployment', 'create a custom field programmatically', 'post-install script metadata setup'. NOT for Metadata API REST/SOAP (use metadata-api-and-package-xml) and NOT for reading Custom Metadata Type configuration rows in Apex (use custom-metadata-in-apex).

Use this skill when extending Salesforce B2B/B2C Commerce Cloud behavior through Apex: building custom cart calculators, implementing pricing hooks, integrating inventory checks, or registering custom checkout extensions via the CartExtension Apex namespace and RegisteredExternalService metadata. NOT for standard LWC Commerce components, declarative store configuration, or Experience Builder page layouts — use admin/commerce-checkout-configuration for those.