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SKILL.md
2522 Directory Ffc70b99
ASecurity**Generated:** 2026-02-09
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[](https://www.skillsdirectory.com/skills/tools-only-2522-directory-ffc70b99)# Skills Directory - Complete Catalog
**Generated:** 2026-02-09
## Overview
This directory lists every skill (the **ingredients**). To build agents quickly, start with the **[Skill Chain Cookbook](SKILL_CHAINS.md)** — 36 ready-to-use recipes that chain these skills into workflows.
- **Total Skills:** 765 (see [METRICS.md](../METRICS.md) for canonical count)
- **Job Functions:** 13
- **Status:** Production Ready
## Security Status
| Risk Level | Count | Percentage |
| ----------- | ----- | ---------- |
| 🔴 Critical | 431 | 56.4% |
| 🟡 High | 49 | 6.4% |
| 🔵 Medium | 49 | 6.4% |
| 🟢 Low | 235 | 30.8% |
---
## Quick Navigation
- [Customer Success](functions/customer_success.md) (61 skills)
- [Data](functions/data.md) (119 skills)
- [Design](functions/design.md) (77 skills)
- [Engineering](functions/engineering.md) (265 skills)
- [Executive](functions/executive.md) (4 skills)
- [Finance](functions/finance.md) (13 skills)
- [Hr](functions/hr.md) (28 skills)
- [Legal](functions/legal.md) (13 skills)
- [Marketing](functions/marketing.md) (74 skills)
- [Operations](functions/operations.md) (43 skills)
- [Product](functions/product.md) (2 skills)
- [Sales](functions/sales.md) (47 skills)
- [Security](functions/security.md) (18 skills)
---
## Complete Skills Directory
| Skill ID | Job Function | Risk | Description |
| -------------------------------------------- | ---------------- | ----------- | --------------------------------------------------------------- |
| `ai_agent_performance` | Data | 🔴 Critical | Monitors and analyzes AI agent performance, accuracy, and he... |
| `ai_anomaly_detector` | Finance | 🔴 Critical | Detects unusual patterns in user behavior, system metrics, a... |
| `ai_autonomous_outreach` | Marketing | 🔵 Medium | AI-powered autonomous outbound outreach with personalization... |
| `ai_chatbot_orchestrator` | Data | 🔴 Critical | Manages conversational AI flows, context, and handoffs betwe... |
| `ai_content_generator` | Marketing | 🟡 High | Generates personalized, context-aware content for emails, in... |
| `ai_conversation_intelligence` | Sales | 🟡 High | Analyzes sales and support conversations for insights, coach... |
| `ai_data_quality_agent` | Engineering | 🔴 Critical | Monitors, validates, and improves data quality across system... |
| `ai_document_parser` | Customer Success | 🔴 Critical | Extracts structured data from unstructured documents includi... |
| `ai_intent_classifier` | Customer Success | 🟡 High | Classifies user/customer intent in real-time for intelligent... |
| `ai_knowledge_synthesizer` | Engineering | 🔵 Medium | Synthesizes information from multiple knowledge sources to p... |
| `ai_meeting_intelligence` | Sales | 🔴 Critical | Analyzes meeting recordings and transcripts to extract insig... |
| `ai_ops/prompt-engineering` | Engineering | 🔴 Critical | Best practices for writing effective AI prompts. Use when cr... |
| `ai_personalization_engine` | Marketing | 🔵 Medium | Delivers personalized content, recommendations, and experien... |
| `ai_predictive_lead_scoring` | Marketing | 🟡 High | Uses machine learning to predict lead quality and conversion... |
| `ai_response_suggester` | Engineering | 🟡 High | Suggests contextual responses for support agents and sales r... |
| `ai_summarization_agent` | Data | 🔵 Medium | Generates concise, accurate summaries from long-form content... |
| `ai_ticket_classifier` | Engineering | 🔴 Critical | Automatically classifies, prioritizes, and routes support ti... |
| `ai_translation_localizer` | Engineering | 🟡 High | Translates and localizes content while preserving context, t... |
| `ai_workflow_automator` | Hr | 🔴 Critical | Intelligently automates business workflows using AI-powered ... |
| `anthropic_official/algorithmic-art` | Design | 🔴 Critical | Creating algorithmic art using p5.js with seeded randomness ... |
| `anthropic_official/brand-guidelines` | Design | 🔴 Critical | Applies Anthropic's official brand colors and typography to ... |
| `anthropic_official/canvas-design` | Design | 🔴 Critical | Create beautiful visual art in .png and .pdf documents using... |
| `anthropic_official/doc-coauthoring` | Engineering | 🔴 Critical | Guide users through a structured workflow for co-authoring d... |
| `anthropic_official/docx` | Operations | 🔴 Critical | "Comprehensive document creation, editing, and analysis with... |
| `anthropic_official/frontend-design` | Design | 🔴 Critical | Create distinctive, production-grade frontend interfaces wit... |
| `anthropic_official/internal-comms` | Marketing | 🟡 High | A set of resources to help me write all kinds of internal co... |
| `anthropic_official/mcp-builder` | Engineering | 🔴 Critical | Guide for creating high-quality MCP (Model Context Protocol)... |
| `anthropic_official/pdf` | Data | 🔴 Critical | Comprehensive PDF manipulation toolkit for extracting text a... |
| `anthropic_official/pptx` | Engineering | 🔴 Critical | "Presentation creation, editing, and analysis. When Claude n... |
| `anthropic_official/skill-creator` | Engineering | 🔴 Critical | Guide for creating effective skills. This skill should be us... |
| `anthropic_official/slack-gif-creator` | Legal | 🔴 Critical | Knowledge and utilities for creating animated GIFs optimized... |
| `anthropic_official/theme-factory` | Engineering | 🟢 Low | Toolkit for styling artifacts with a theme. These artifacts ... |
| `anthropic_official/web-artifacts-builder` | Engineering | 🔴 Critical | Suite of tools for creating elaborate, multi-component claud... |
| `anthropic_official/webapp-testing` | Operations | 🔴 Critical | Toolkit for interacting with and testing local web applicati... |
| `anthropic_official/xlsx` | Finance | 🔴 Critical | "Comprehensive spreadsheet creation, editing, and analysis w... |
| `boyce_acquisition_loop_designer` | Marketing | 🔴 Critical | Designs product-driven growth loops for user acquisition, en... |
| `boyce_ai_gtm_automator` | Customer Success | 🔴 Critical | Designs the human-machine GTM stack for AI-augmented go-to-m... |
| `boyce_enterprise_plg_transition` | Data | 🔴 Critical | Guides established sales-led companies in adding PLG. Based ... |
| `boyce_first_impact_optimizer` | Data | 🔴 Critical | Optimizes the #1 critical event that drives compound growth ... |
| `boyce_growth_team_orchestrator` | Data | 🔴 Critical | Structures and manages cross-functional growth teams for PLG... |
| `boyce_multi_gtm_orchestrator` | Sales | 🔵 Medium | Orchestrates multiple GTM motions (PLG + Sales) in parallel.... |
| `boyce_plg_audit` | Data | 🔴 Critical | Comprehensive PLG audit synthesizing all frameworks from Dav... |
| `boyce_plg_bowtie_mapper` | Finance | 🔴 Critical | Maps and optimizes the PLG Bowtie funnel that reorders custo... |
| `boyce_plg_business_case` | Data | 🟡 High | Builds executive-ready PLG investment cases with fit assessm... |
| `boyce_plg_pricing_architect` | Data | 🔴 Critical | Designs PLG-native pricing with Free→Pro→Team→Enterprise tie... |
| `boyce_product_led_sales` | Sales | 🔴 Critical | Hybrid PLG+Sales motion using product usage signals to gener... |
| `boyce_sidecar_product_builder` | Engineering | 🔴 Critical | Designs PLG-friendly sidecar products when the core product ... |
| `boyce_usage_retention_optimizer` | Customer Success | 🔴 Critical | Optimizes DAU/WAU/MAU retention through habit formation and ... |
| `community_ama_orchestrator` | Marketing | 🔴 Critical | Plans and manages Ask-Me-Anything sessions with product team... |
| `community_ambassador_program` | Customer Success | 🟡 High | Manages the community ambassador program including recruitme... |
| `community_case_study_finder` | Marketing | 🟡 High | Identifies and qualifies community members as potential case... |
| `community_champion_identifier` | Customer Success | 🔴 Critical | Finds and nurtures community champions based on engagement s... |
| `community_content_curator` | Data | 🔵 Medium | Curates, organizes, and surfaces the best community-generate... |
| `community_contributor_tracker` | Data | 🟡 High | Tracks and nurtures open source contributors including PRs, ... |
| `community_event_manager` | Data | 🔴 Critical | Plans, promotes, and manages community events including meet... |
| `community_forum_moderator` | Data | 🔴 Critical | Assists with community forum moderation including content re... |
| `community_hackathon_manager` | Engineering | 🔴 Critical | Plans, manages, and executes community hackathons including ... |
| `community_swag_manager` | Data | 🔴 Critical | Manages community swag inventory, distribution, and fulfillm... |
| `community_ugc_curator` | Marketing | 🟡 High | Discovers, curates, and amplifies user-generated content inc... |
| `community_user_group_manager` | Customer Success | 🔴 Critical | Manages regional and interest-based user groups, supporting ... |
| `compliance_access_reviewer` | Engineering | 🔴 Critical | Orchestrates periodic user access reviews and certifications... |
| `compliance_audit_preparer` | Legal | 🔴 Critical | Prepares organizations for compliance audits by organizing e... |
| `compliance_breach_response` | Legal | 🔴 Critical | Coordinates data breach response including detection, contai... |
| `compliance_consent_manager` | Legal | 🔴 Critical | Manages user consent preferences, consent collection, and pr... |
| `compliance_data_retention` | Legal | 🔴 Critical | Manages data retention policies and automated data lifecycle... |
| `compliance_gdpr_manager` | Finance | 🔴 Critical | Manages data subject requests and GDPR compliance workflows ... |
| `compliance_pii_detector` | Legal | 🔴 Critical | Scans data stores, documents, and code repositories to detec... |
| `compliance_privacy_policy` | Legal | 🔴 Critical | Generates and maintains compliant privacy policies for multi... |
| `compliance_soc2_tracker` | Data | 🔴 Critical | Monitors and manages SOC 2 compliance status across Trust Se... |
| `compliance_vendor_risk` | Legal | 🔴 Critical | Assesses and monitors third-party vendor security and compli... |
| `cs_adoption_score` | Customer Success | 🔴 Critical | Calculates comprehensive product adoption scores across user... |
| `cs_advocacy_identifier` | Customer Success | 🟡 High | Identifies potential customer advocates and reference candid... |
| `cs_churn_prediction` | Customer Success | 🔴 Critical | Predicts churn risk using behavioral signals and triggers pr... |
| `cs_contract_intelligence` | Customer Success | 🔴 Critical | Analyzes contract terms, tracks obligations, and provides in... |
| `cs_csql_generator` | Customer Success | 🔴 Critical | Identifies and qualifies expansion and upsell opportunities ... |
| `cs_customer_journey_orchestrator` | Customer Success | 🔴 Critical | Orchestrates personalized customer journeys across lifecycle... |
| `cs_customer_maturity_model` | Customer Success | 🔴 Critical | Assesses customer maturity across multiple dimensions to gui... |
| `cs_escalation_manager` | Customer Success | 🔴 Critical | Manages customer escalations through structured workflows, e... |
| `cs_executive_alignment` | Customer Success | 🔵 Medium | Tracks executive sponsor engagement and alignment, ensuring ... |
| `cs_expansion_playbook` | Customer Success | 🔴 Critical | Identifies expansion opportunities and executes upsell/cross... |
| `cs_health_scoring` | Customer Success | 🔴 Critical | Calculates and monitors customer health scores to predict re... |
| `cs_multi_product_adoption` | Customer Success | 🔵 Medium | Tracks and optimizes adoption across multiple products or mo... |
| `cs_nps_followup` | Customer Success | 🔴 Critical | Automates NPS survey follow-up with personalized responses b... |
| `cs_onboarding_health` | Customer Success | 🔴 Critical | Monitors customer onboarding progress, identifies blockers, ... |
| `cs_outcome_tracker` | Customer Success | 🟡 High | Tracks and reports on customer business outcomes, demonstrat... |
| `cs_playbook_selector` | Customer Success | 🔴 Critical | Intelligently selects and recommends the optimal CS playbook... |
| `cs_product_adoption_guidance` | Data | 🟡 High | Provides personalized product adoption guidance, recommendin... |
| `cs_product_gap_reporter` | Customer Success | 🔴 Critical | Aggregates and prioritizes customer feature requests and pro... |
| `cs_quarterly_business_review` | Customer Success | 🔴 Critical | Generates comprehensive Quarterly Business Review presentati... |
| `cs_red_flag_detector` | Customer Success | 🔴 Critical | Proactively detects early warning signs of customer issues, ... |
| `cs_renewal_orchestration` | Customer Success | 🔴 Critical | Orchestrates the renewal process from early warning to close... |
| `cs_risk_mitigation_playbook` | Customer Success | 🔴 Critical | Identifies at-risk accounts and executes structured interven... |
| `cs_sentiment_analyzer` | Customer Success | 🟡 High | Analyzes customer sentiment across all touchpoints to identi... |
| `cs_stakeholder_mapper` | Customer Success | 🔴 Critical | Maps and tracks stakeholder relationships within customer or... |
| `cs_success_plan_generator` | Customer Success | 🟡 High | Creates comprehensive, personalized success plans that map c... |
| `cs_time_to_impact` | Customer Success | 🟡 High | Measures and optimizes the time from customer onboarding to ... |
| `cs_value_realization` | Customer Success | 🔵 Medium | Tracks and documents customer value realization against defi... |
| `cs_vla_tracker` | Customer Success | 🔴 Critical | Defines and tracks VLA outcomes aligned with customer busine... |
| `cursor_rules/actix-web` | Hr | 🟢 Low | Definitive guidelines for building high-performance, maintai... |
| `cursor_rules/aiohttp` | Engineering | 🟢 Low | This guide defines definitive best practices for using aioht... |
| `cursor_rules/amazon-ec2` | Engineering | 🟢 Low | This guide provides definitive best practices for deploying ... |
| `cursor_rules/amazon-s3` | Engineering | 🟢 Low | This guide provides definitive best practices for interactin... |
| `cursor_rules/android-sdk` | Engineering | 🟢 Low | This guide provides definitive best practices for Android SD... |
| `cursor_rules/angular` | Engineering | 🟢 Low | Provides definitive guidelines for modern Angular developmen... |
| `cursor_rules/ansible` | Engineering | 🟢 Low | This guide defines definitive best practices for writing mai... |
| `cursor_rules/ant-design` | Design | 🟢 Low | Definitive guidelines for building consistent, performant, a... |
| `cursor_rules/anyio` | Engineering | 🟢 Low | Definitive guidelines for writing robust, maintainable, and ... |
| `cursor_rules/apollo-client` | Hr | 🟢 Low | This guide defines the definitive best practices for using A... |
| `cursor_rules/apollo-graphql` | Design | 🟢 Low | Definitive guidelines for building robust, performant, and m... |
| `cursor_rules/asp-net` | Hr | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/astro` | Hr | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/asyncio` | Engineering | 🟢 Low | Definitive guidelines for writing robust, performant, and ma... |
| `cursor_rules/auth0` | Design | 🟢 Low | Definitive guidelines for integrating Auth0 securely and eff... |
| `cursor_rules/autogen` | Operations | 🔴 Critical | This guide provides opinionated best practices for structuri... |
| `cursor_rules/aws` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/aws-amplify` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/aws-cli` | Operations | 🟢 Low | Definitive guidelines for secure, reproducible, and efficien... |
| `cursor_rules/aws-dynamodb` | Engineering | 🟢 Low | Provides definitive best practices and actionable code examp... |
| `cursor_rules/aws-ecs` | Engineering | 🔴 Critical | Definitive guidelines for building, deploying, and operating... |
| `cursor_rules/aws-lambda` | Design | 🟢 Low | Definitive guidelines for writing secure, performant, and ma... |
| `cursor_rules/aws-rds` | Engineering | 🟢 Low | Definitive guidelines for secure, performant, and maintainab... |
| `cursor_rules/axios` | Design | 🟢 Low | Definitive guidelines for using axios to build robust, maint... |
| `cursor_rules/azure` | Engineering | 🟢 Low | Definitive guidelines for developing, deploying, and operati... |
| `cursor_rules/azure-pipelines` | Sales | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/bash` | Engineering | 🟢 Low | Enforces modern, robust, and maintainable bash scripting pra... |
| `cursor_rules/beautifulsoup4` | Engineering | 🟢 Low | This guide provides opinionated, actionable, and example-dri... |
| `cursor_rules/behave` | Design | 🟢 Low | Definitive guidelines for writing maintainable, readable, an... |
| `cursor_rules/black` | Engineering | 🟢 Low | Enforce consistent Python code formatting using Black, autom... |
| `cursor_rules/boto3` | Engineering | 🟢 Low | This rule file guides developers on writing idiomatic, high-... |
| `cursor_rules/bottle` | Design | 🟢 Low | Definitive guidelines for building maintainable, secure, and... |
| `cursor_rules/bun` | Hr | 🟢 Low | Enforces modern JavaScript best practices and leverages Bun'... |
| `cursor_rules/c-sharp` | Engineering | 🟢 Low | This guide defines definitive C# coding standards and best p... |
| `cursor_rules/chakra-ui` | Design | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/cheerio` | Engineering | 🟢 Low | Definitive guidelines for using cheerio effectively in Node.... |
| `cursor_rules/circleci` | Design | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/clerk` | Security | 🟢 Low | This guide establishes definitive best practices for integra... |
| `cursor_rules/click` | Design | 🔴 Critical | This guide outlines definitive best practices for building r... |
| `cursor_rules/cloudflare` | Design | 🟢 Low | Definitive guidelines for building secure, performant, and m... |
| `cursor_rules/codemirror` | Engineering | 🟢 Low | This guide defines best practices for building and maintaini... |
| `cursor_rules/crewai` | Design | 🔴 Critical | Definitive guidelines for building robust, maintainable, and... |
| `cursor_rules/css` | Design | 🔵 Medium | Definitive guidelines for writing maintainable, performant, ... |
| `cursor_rules/cuda` | Engineering | 🟢 Low | Definitive guidelines for writing high-performance, maintain... |
| `cursor_rules/customtkinter` | Engineering | 🟢 Low | Definitive guidelines for writing clean, maintainable, and p... |
| `cursor_rules/cypress` | Design | 🟢 Low | This guide defines definitive best practices for writing mai... |
| `cursor_rules/d3` | Engineering | 🟢 Low | This guide provides definitive, actionable best practices fo... |
| `cursor_rules/dask` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/databricks` | Sales | 🟢 Low | Definitive guidelines for developing robust, performant, and... |
| `cursor_rules/datadog` | Engineering | 🟢 Low | Enforce Datadog best practices for structured logging, consi... |
| `cursor_rules/deno` | Engineering | 🟢 Low | This guide defines definitive Deno best practices for our te... |
| `cursor_rules/detox` | Design | 🟢 Low | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/digitalocean` | Engineering | 🟢 Low | Definitive guidelines for building, deploying, and managing ... |
| `cursor_rules/discord-api` | Engineering | 🟢 Low | Definitive guidelines for building robust, scalable, and com... |
| `cursor_rules/django` | Engineering | 🟢 Low | Definitive guidelines for writing maintainable, performant, ... |
| `cursor_rules/django-orm` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/django-rest-framework` | Engineering | 🟢 Low | Enforces modern, secure, and performant `django-rest-framewo... |
| `cursor_rules/docker` | Engineering | 🟢 Low | Definitive guidelines for writing efficient, secure, and mai... |
| `cursor_rules/drizzle` | Data | 🟢 Low | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/duckdb` | Hr | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/elasticsearch` | Engineering | 🟢 Low | This rule file guides developers on best practices for using... |
| `cursor_rules/electron` | Design | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/elk-stack` | Design | 🟢 Low | Definitive guidelines for emitting, structuring, and managin... |
| `cursor_rules/emacs` | Engineering | 🟢 Low | Definitive guidelines for writing clean, maintainable, and p... |
| `cursor_rules/esbuild` | Design | 🟢 Low | Definitive guidelines for configuring and using esbuild to a... |
| `cursor_rules/eslint` | Engineering | 🟢 Low | This guide defines the definitive ESLint configuration and b... |
| `cursor_rules/expo` | Product | 🟢 Low | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/express` | Design | 🟢 Low | This guide defines definitive best practices for building ro... |
| `cursor_rules/fabric-js` | Engineering | 🟢 Low | This guide outlines definitive best practices for using fabr... |
| `cursor_rules/fastapi` | Engineering | 🟢 Low | Definitive guidelines for building high-performance, maintai... |
| `cursor_rules/ffmpeg` | Engineering | 🟢 Low | This guide defines best practices for integrating and utiliz... |
| `cursor_rules/fiber` | Design | 🟢 Low | Definitive guidelines for writing high-performance, secure, ... |
| `cursor_rules/firebase` | Design | 🟢 Low | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/flake8` | Engineering | 🟢 Low | This guide provides definitive, actionable best practices fo... |
| `cursor_rules/flask` | Design | 🟢 Low | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/flask-restful` | Engineering | 🟢 Low | This guide defines definitive best practices for building ro... |
| `cursor_rules/flutter` | Design | 🟢 Low | Definitive guidelines for writing high-quality, performant, ... |
| `cursor_rules/fontawesome` | Hr | 🔵 Medium | This guide provides definitive rules for integrating and uti... |
| `cursor_rules/gcp` | Engineering | 🟢 Low | This guide provides definitive best practices for developing... |
| `cursor_rules/gcp-cli` | Operations | 🟢 Low | Definitive guidelines for writing robust, secure, and mainta... |
| `cursor_rules/gensim` | Engineering | 🟢 Low | This guide outlines definitive best practices for using the ... |
| `cursor_rules/git` | Engineering | 🟢 Low | This guide defines the definitive Git best practices for our... |
| `cursor_rules/github-actions` | Sales | 🟢 Low | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/gitlab-ci` | Sales | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/go` | Engineering | 🟢 Low | Definitive guidelines for writing clear, simple, performant,... |
| `cursor_rules/godot` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/google-maps-js` | Engineering | 🟢 Low | This guide provides definitive best practices for integratin... |
| `cursor_rules/gradle` | Hr | 🟢 Low | Enforce modern Gradle build practices for Java and Android p... |
| `cursor_rules/grafana` | Data | 🟢 Low | This guide defines definitive best practices for developing,... |
| `cursor_rules/graphql` | Engineering | 🟢 Low | Enforce modern, performant, and secure GraphQL schema design... |
| `cursor_rules/guzzle` | Design | 🟢 Low | Definitive guidelines for using Guzzle HTTP client in PHP, f... |
| `cursor_rules/hardhat` | Engineering | 🟢 Low | Ensure Hardhat projects follow modern best practices for con... |
| `cursor_rules/heroku` | Engineering | 🟢 Low | This guide outlines essential Heroku best practices, focusin... |
| `cursor_rules/htmx` | Design | 🔵 Medium | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/httpx` | Design | 🟢 Low | This guide outlines definitive best practices for using http... |
| `cursor_rules/huggingface` | Engineering | 🟢 Low | Definitive guidelines for writing robust, performant, and ma... |
| `cursor_rules/hypothesis` | Design | 🟢 Low | Definitive guidelines for writing robust, maintainable, and ... |
| `cursor_rules/insomnia` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/ionic` | Hr | 🔵 Medium | This guide provides definitive best practices for developing... |
| `cursor_rules/isort` | Design | 🟢 Low | This guide provides definitive rules for configuring and usi... |
| `cursor_rules/java` | Engineering | 🟢 Low | Definitive guidelines for writing high-quality, maintainable... |
| `cursor_rules/jax` | Engineering | 🟢 Low | Definitive guidelines for writing high-performance, function... |
| `cursor_rules/jenkins` | Sales | 🟢 Low | Definitive guidelines for writing robust, maintainable, and ... |
| `cursor_rules/jest` | Design | 🟢 Low | Definitive guidelines for writing robust, maintainable, and ... |
| `cursor_rules/jetpack-compose` | Design | 🟢 Low | Definitive guidelines for writing clean, performant, and mai... |
| `cursor_rules/jquery` | Engineering | 🟢 Low | Definitive guidelines for writing performant, maintainable, ... |
| `cursor_rules/junit` | Design | 🟢 Low | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/keras` | Engineering | 🟢 Low | Definitive guidelines for writing robust, maintainable, and ... |
| `cursor_rules/kivy` | Engineering | 🟢 Low | Definitive guide for building modern, maintainable Kivy appl... |
| `cursor_rules/kubernetes` | Engineering | 🟢 Low | This guide defines definitive best practices for writing, or... |
| `cursor_rules/langchain` | Design | 🟢 Low | Definitive guidelines for writing maintainable, performant, ... |
| `cursor_rules/langchain-js` | Design | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/langgraph` | Operations | 🟢 Low | This guide provides definitive best practices for building r... |
| `cursor_rules/laravel` | Design | 🟢 Low | Definitive guide for writing clean, performant, and secure L... |
| `cursor_rules/lightgbm` | Sales | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/llama-index` | Design | 🟢 Low | Definitive guidelines for building production-ready LlamaInd... |
| `cursor_rules/llamaindex-js` | Design | 🟢 Low | Definitive guidelines for writing robust, performant, and ma... |
| `cursor_rules/llvm` | Engineering | 🟢 Low | This guide provides definitive, actionable best practices fo... |
| `cursor_rules/material-ui` | Design | 🟢 Low | Provides definitive guidelines for building scalable, perfor... |
| `cursor_rules/matplotlib` | Engineering | 🟢 Low | This guide outlines definitive best practices for writing cl... |
| `cursor_rules/maven` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/microsoft-teams` | Operations | 🔴 Critical | This rule file provides opinionated best practices for devel... |
| `cursor_rules/mkdocs` | Design | 🟢 Low | Definitive guidelines for writing, structuring, and maintain... |
| `cursor_rules/mlx` | Hr | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/mobx` | Design | 🟢 Low | Definitive guidelines for structuring MobX applications with... |
| `cursor_rules/mockito` | Design | 🟢 Low | This guide provides definitive best practices for writing ro... |
| `cursor_rules/modal` | Hr | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/mongodb` | Design | 🟢 Low | This guide provides definitive best practices for designing,... |
| `cursor_rules/mypy` | Design | 🟢 Low | This guide provides definitive, actionable best practices fo... |
| `cursor_rules/neo4j` | Hr | 🟢 Low | This guide defines the definitive best practices for writing... |
| `cursor_rules/nestjs` | Design | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/netlify` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/next-js` | Hr | 🟢 Low | This guide defines definitive best practices for Next.js app... |
| `cursor_rules/nginx` | Hr | 🟢 Low | This guide defines the definitive NGINX configuration best p... |
| `cursor_rules/nltk` | Engineering | 🟢 Low | This guide provides definitive, actionable best practices fo... |
| `cursor_rules/nose2` | Engineering | 🟢 Low | This rule file provides opinionated best practices for writi... |
| `cursor_rules/notion-api` | Engineering | 🟢 Low | Definitive guidelines for building secure, typed, and mainta... |
| `cursor_rules/numba` | Engineering | 🟢 Low | Definitive guidelines for writing high-performance, maintain... |
| `cursor_rules/numpy` | Engineering | 🟢 Low | This guide provides definitive, actionable best practices fo... |
| `cursor_rules/nuxt` | Design | 🟢 Low | This guide provides definitive, actionable best practices fo... |
| `cursor_rules/openai` | Design | 🟢 Low | This guide provides definitive, actionable best practices fo... |
| `cursor_rules/opencv-python` | Engineering | 🟢 Low | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/pandas` | Engineering | 🟢 Low | This guide outlines definitive best practices for writing hi... |
| `cursor_rules/pdoc` | Engineering | 🟢 Low | This guide provides definitive rules for writing Python docs... |
| `cursor_rules/peewee` | Engineering | 🟢 Low | Definitive guidelines for writing robust, maintainable, and ... |
| `cursor_rules/phoenix` | Design | 🟢 Low | Provides definitive guidelines for building robust, maintain... |
| `cursor_rules/php` | Engineering | 🟢 Low | This guide provides definitive best practices for writing cl... |
| `cursor_rules/pillow` | Hr | 🟢 Low | Definitive guidelines for using Pillow (Python Imaging Libra... |
| `cursor_rules/playwright` | Design | 🟢 Low | Definitive guidelines for writing robust, maintainable, and ... |
| `cursor_rules/plotly` | Operations | 🟢 Low | Definitive guidelines for writing maintainable, performant, ... |
| `cursor_rules/poetry` | Design | 🟢 Low | Definitive guidelines for using Poetry for Python dependency... |
| `cursor_rules/pony` | Design | 🟢 Low | Definitive guidelines for writing efficient, maintainable, a... |
| `cursor_rules/postgresql` | Design | 🟢 Low | This guide defines the definitive best practices for writing... |
| `cursor_rules/postman` | Engineering | 🟢 Low | This guide defines definitive best practices for structuring... |
| `cursor_rules/prisma` | Data | 🟢 Low | Enforce best practices for Prisma ORM, ensuring type-safe, p... |
| `cursor_rules/puppeteer` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/pydantic` | Design | 🟢 Low | Definitive guidelines for writing robust, maintainable, and ... |
| `cursor_rules/pygame` | Hr | 🟢 Low | Definitive guide for building modern, performant, and mainta... |
| `cursor_rules/pylint` | Engineering | 🟢 Low | Definitive guidelines for configuring and using pylint for d... |
| `cursor_rules/pyqt` | Engineering | 🟢 Low | Enforce modern, maintainable, and performant PyQt applicatio... |
| `cursor_rules/pyramid` | Design | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/pyright` | Engineering | 🟢 Low | This guide provides definitive, actionable best practices fo... |
| `cursor_rules/pyside` | Design | 🟢 Low | Definitive guide for building modern, maintainable, and perf... |
| `cursor_rules/pytest` | Engineering | 🟢 Low | This guide defines our team's definitive best practices for ... |
| `cursor_rules/python` | Engineering | 🟢 Low | This guide defines the definitive Python best practices for ... |
| `cursor_rules/pytorch` | Engineering | 🟢 Low | Definitive guidelines for writing clean, performant, and mai... |
| `cursor_rules/qwik` | Hr | 🟢 Low | This guide outlines definitive best practices for building h... |
| `cursor_rules/railway` | Engineering | 🟢 Low | This guide provides definitive best practices for developing... |
| `cursor_rules/react` | Design | 🟢 Low | Definitive guidelines for writing idiomatic, maintainable, a... |
| `cursor_rules/react-mobx` | Design | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/react-native` | Product | 🟢 Low | Definitive guidelines for building robust, performant, and m... |
| `cursor_rules/react-query` | Hr | 🟢 Low | Definitive guidelines for using TanStack Query (formerly Rea... |
| `cursor_rules/react-redux` | Design | 🟢 Low | Definitive guidelines for building robust, performant, and m... |
| `cursor_rules/redis` | Hr | 🟢 Low | This guide provides definitive, actionable best practices fo... |
| `cursor_rules/redux` | Design | 🟢 Low | This guide defines the definitive best practices for using R... |
| `cursor_rules/remix` | Data | 🟢 Low | This guide outlines definitive best practices for building r... |
| `cursor_rules/requests` | Engineering | 🟢 Low | This guide outlines definitive best practices for using the ... |
| `cursor_rules/rich` | Design | 🟢 Low | Definitive guidelines for building robust, maintainable, and... |
| `cursor_rules/riverpod` | Engineering | 🟢 Low | Definitive guidelines for using Riverpod in Flutter projects... |
| `cursor_rules/rocket` | Design | 🟢 Low | Definitive guidelines for building robust, performant, and m... |
| `cursor_rules/ros` | Engineering | 🟢 Low | Definitive guidelines for writing high-quality, performant, ... |
| `cursor_rules/ruby` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/rust` | Engineering | 🟢 Low | Definitive guidelines for writing idiomatic, performant, and... |
| `cursor_rules/sanic` | Hr | 🟢 Low | Definitive guidelines for building high-performance, maintai... |
| `cursor_rules/scikit-image` | Engineering | 🟢 Low | This guide defines the definitive best practices for develop... |
| `cursor_rules/scikit-learn` | Engineering | 🟢 Low | Definitive guidelines for writing robust, maintainable, and ... |
| `cursor_rules/scipy` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/scrapy` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/seaborn` | Sales | 🟢 Low | This guide defines best practices for using Seaborn in Pytho... |
| `cursor_rules/selenium` | Engineering | 🟢 Low | Definitive guidelines for writing robust, maintainable, and ... |
| `cursor_rules/sentry` | Hr | 🟢 Low | Definitive guidelines for integrating and using Sentry for e... |
| `cursor_rules/servemux` | Engineering | 🟢 Low | This rule file provides definitive guidelines for using Go's... |
| `cursor_rules/setuptools` | Operations | 🟢 Low | This guide defines best practices for configuring Python pac... |
| `cursor_rules/shadcn` | Engineering | 🔵 Medium | This guide defines definitive best practices for developing ... |
| `cursor_rules/smolagents` | Design | 🟢 Low | Definitive guidelines for building robust, performant, and m... |
| `cursor_rules/socket-io` | Design | 🟢 Low | Definitive guidelines for building robust, performant, and m... |
| `cursor_rules/solidity` | Engineering | 🟢 Low | Definitive guidelines for writing secure, maintainable, and ... |
| `cursor_rules/solidjs` | Hr | 🟢 Low | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/spacy` | Engineering | 🟢 Low | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/sphinx` | Design | 🟢 Low | This rule file provides opinionated, practical guidelines fo... |
| `cursor_rules/spring` | Design | 🟢 Low | Definitive guidelines for building robust, maintainable, and... |
| `cursor_rules/springboot` | Engineering | 🟢 Low | Enforces modern Spring Boot best practices for Java applicat... |
| `cursor_rules/sqlalchemy` | Data | 🟢 Low | This guide enforces modern SQLAlchemy 2.x best practices for... |
| `cursor_rules/sqlite` | Design | 🟢 Low | Definitive guidelines for writing robust, performant, and se... |
| `cursor_rules/statsmodels` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/streamlit` | Engineering | 🟢 Low | Enforce modern, performant, and maintainable Streamlit devel... |
| `cursor_rules/stripe` | Engineering | 🔴 Critical | Definitive guidelines for building robust, secure, and effic... |
| `cursor_rules/supabase` | Hr | 🟢 Low | Comprehensive guidelines for writing high-performance, secur... |
| `cursor_rules/svelte` | Engineering | 🟢 Low | Definitive guide for writing clean, performant, and maintain... |
| `cursor_rules/sveltekit` | Design | 🟢 Low | Definitive guidelines for building scalable, performant, and... |
| `cursor_rules/tailwind` | Engineering | 🟢 Low | Provides definitive best practices for using Tailwind CSS, f... |
| `cursor_rules/tauri` | Engineering | 🟢 Low | This guide provides definitive, actionable best practices fo... |
| `cursor_rules/tensorflow` | Engineering | 🔴 Critical | This guide defines the definitive best practices for writing... |
| `cursor_rules/terraform` | Operations | 🟢 Low | Definitive guidelines for writing maintainable, secure, and ... |
| `cursor_rules/three-js` | Engineering | 🟢 Low | Enforce modern, performant, and maintainable three-js develo... |
| `cursor_rules/tinygrad` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/tkinter` | Design | 🟢 Low | Definitive guidelines for building modern, maintainable, and... |
| `cursor_rules/tornado` | Hr | 🟢 Low | Definitive guidelines for writing high-performance, secure, ... |
| `cursor_rules/tortoise-orm` | Design | 🟢 Low | Definitive guidelines for using Tortoise ORM effectively, fo... |
| `cursor_rules/tqdm` | Engineering | 🟢 Low | This guide defines best practices for using the `tqdm` libra... |
| `cursor_rules/transformers` | Engineering | 🟢 Low | Definitive guidelines for writing high-quality, maintainable... |
| `cursor_rules/trio` | Design | 🟢 Low | This guide enforces best practices for using Trio, Python's ... |
| `cursor_rules/trpc` | Engineering | 🟢 Low | Definitive guidelines for building robust, type-safe, and ma... |
| `cursor_rules/turbopack` | Hr | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/typer` | Design | 🔴 Critical | Definitive guidelines for building robust, maintainable, and... |
| `cursor_rules/typescript` | Operations | 🟢 Low | Enforce modern TypeScript best practices for robust, type-sa... |
| `cursor_rules/unittest` | Hr | 🟢 Low | Definitive guidelines for writing robust, maintainable, and ... |
| `cursor_rules/unity` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/unreal-engine` | Engineering | 🟢 Low | Definitive guidelines for writing consistent, performant, an... |
| `cursor_rules/vercel` | Engineering | 🟢 Low | This guide outlines definitive best practices for developing... |
| `cursor_rules/vim` | Hr | 🟢 Low | Definitive guidelines for configuring and using Vim/Neovim a... |
| `cursor_rules/vite` | Engineering | 🟢 Low | This guide provides definitive best practices for developing... |
| `cursor_rules/vitest` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/vllm` | Engineering | 🟢 Low | Definitive guidelines for writing high-performance, maintain... |
| `cursor_rules/vue` | Engineering | 🟢 Low | This guide provides definitive, opinionated best practices f... |
| `cursor_rules/vue3` | Engineering | 🟢 Low | Definitive guidelines for building maintainable, performant,... |
| `cursor_rules/webpack` | Engineering | 🟢 Low | This guide provides opinionated, actionable best practices f... |
| `cursor_rules/xgboost` | Engineering | 🟢 Low | Definitive guidelines for writing robust, performant, and ma... |
| `cursor_rules/zod` | Design | 🟢 Low | This guide outlines definitive best practices for using Zod ... |
| `cursor_rules/zsh` | Design | 🟢 Low | This guide defines the definitive best practices for writing... |
| `cursor_rules/zustand` | Engineering | 🟢 Low | Definitive guidelines for using Zustand in React projects, f... |
| `customer_success/feedback_collection` | Customer Success | 🟡 High | Collects structured user feedback through a conversational f... |
| `data_anomaly_alerter` | Data | 🔴 Critical | Detects anomalies in key metrics using statistical methods a... |
| `data_attribution_modeler` | Data | 🟡 High | Builds and compares marketing attribution models to understa... |
| `data_cohort_builder` | Customer Success | 🟡 High | Creates and manages user cohorts based on behavioral, demogr... |
| `data_dashboard_builder` | Customer Success | 🔴 Critical | Creates and configures analytics dashboards based on busines... |
| `data_etl_monitor` | Data | 🔴 Critical | Monitors ETL/ELT pipeline health, detects failures and delay... |
| `data_event_validator` | Data | 🔴 Critical | Validates tracking event schemas for data quality, ensuring ... |
| `data_experiment_analyzer` | Data | 🔵 Medium | Analyzes A/B test and experiment results with statistical ri... |
| `data_funnel_optimizer` | Data | 🔴 Critical | Analyzes conversion funnels, identifies drop-off points, and... |
| `data_privacy_scanner` | Legal | 🔴 Critical | Scans analytics data and tracking implementations for privac... |
| `data_warehouse_optimizer` | Data | 🔴 Critical | Analyzes and optimizes data warehouse queries, identifying s... |
| `development/code-review-checklist` | Engineering | 🔴 Critical | Systematic code review checklist covering correctness, secur... |
| `development/codebase-onboarding` | Engineering | 🔴 Critical | Systematic approach to understanding a new codebase. Use whe... |
| `development/d3js` | Engineering | 🔴 Critical | Creating interactive data visualisations using d3.js. This s... |
| `development/playwright` | Engineering | 🔴 Critical | Complete browser automation with Playwright. Auto-detects de... |
| `development/web-assets` | Marketing | 🔴 Critical | Generate web assets including favicons, app icons (PWA), and... |
| `devex_api_onboarding` | Engineering | 🔴 Critical | Creates personalized API getting-started guides based on dev... |
| `devex_changelog_tracker` | Engineering | 🔴 Critical | Tracks API changes and proactively notifies developers about... |
| `devex_code_sample_generator` | Engineering | 🔴 Critical | Generates working code samples for API endpoints in multiple... |
| `devex_deprecation_notifier` | Data | 🔴 Critical | Manages deprecation communications, tracks developer migrati... |
| `devex_error_explainer` | Engineering | 🔴 Critical | Provides human-readable explanations for API errors with con... |
| `devex_integration_health` | Data | 🔴 Critical | Scores and monitors the health of developer integrations bas... |
| `devex_latency_advisor` | Data | 🔵 Medium | Analyzes API call patterns and provides recommendations to r... |
| `devex_migration_assistant` | Engineering | 🔴 Critical | Guides developers through API version migrations with automa... |
| `devex_oauth_helper` | Engineering | 🔴 Critical | Guides developers through OAuth configuration with step-by-s... |
| `devex_rate_limit_advisor` | Data | 🔵 Medium | Monitors API usage patterns, predicts rate limit issues, and... |
| `devex_sandbox_manager` | Data | 🔴 Critical | Provisions and manages isolated sandbox environments for saf... |
| `devex_sdk_version_monitor` | Data | 🔴 Critical | Monitors SDK usage across developers, identifies outdated ve... |
| `devex_support_deflector` | Engineering | 🟡 High | Provides instant answers to common developer questions, redu... |
| `devex_webhook_tester` | Engineering | 🔴 Critical | Helps developers test, debug, and validate webhook integrati... |
| `elg_channel_enablement` | Engineering | 🔴 Critical | Manages partner enablement programs including training, cert... |
| `elg_co_sell_trigger` | Sales | 🔴 Critical | Initiates and manages co-selling workflows with partners for... |
| `elg_deal_registration` | Sales | 🔴 Critical | Manages partner deal registration workflow including submiss... |
| `elg_ecosystem_intelligence` | Data | 🔴 Critical | Aggregates and analyzes ecosystem data to provide strategic ... |
| `elg_eql_scoring` | Engineering | 🔴 Critical | Identifies and scores Ecosystem-Qualified Leads (EQLs) from ... |
| `elg_integration_health` | Data | 🔴 Critical | Monitors the health, performance, and usage of partner integ... |
| `elg_joint_marketing` | Marketing | 🔴 Critical | Coordinates joint marketing initiatives with partners includ... |
| `elg_marketplace_integration` | Sales | 🔴 Critical | Manages marketplace listings and tracks integration-driven g... |
| `elg_marketplace_listing_optimizer` | Marketing | 🔴 Critical | Optimizes product listings on partner marketplaces and app s... |
| `elg_mdf_tracker` | Finance | 🔴 Critical | Manages Market Development Fund allocation, requests, approv... |
| `elg_nearbound_signal` | Sales | 🔴 Critical | Identifies partner-influenced opportunities from ecosystem s... |
| `elg_partner_influenced_revenue` | Data | 🔴 Critical | Tracks and attributes revenue influenced by partner activiti... |
| `elg_partner_mapping` | Sales | 🔴 Critical | Maps accounts between partners to identify overlaps and co-s... |
| `elg_partner_tier_manager` | Customer Success | 🔴 Critical | Manages partner tier classifications, evaluates tier progres... |
| `elg_referral_program` | Sales | 🔴 Critical | Manages partner referral programs including lead tracking, c... |
| `elg_tech_partner_finder` | Sales | 🔴 Critical | Identifies and evaluates potential technology partners based... |
| `finops_arr_waterfall` | Sales | 🔴 Critical | Analyzes ARR movements including new, expansion, contraction... |
| `finops_benchmark_comparator` | Data | 🔴 Critical | Compares company metrics against industry benchmarks and pee... |
| `finops_burn_rate_monitor` | Finance | 🔴 Critical | Tracks cash burn rate and runway to optimize financial susta... |
| `finops_cac_calculator` | Marketing | 🔵 Medium | Calculates Customer Acquisition Cost by channel, segment, an... |
| `finops_expense_allocator` | Data | 🔴 Critical | Allocates expenses across departments, products, and cost ce... |
| `finops_gross_margin` | Data | 🔴 Critical | Analyzes gross margin by product, customer segment, and cost... |
| `finops_investor_metrics` | Sales | 🔴 Critical | Compiles key SaaS metrics for investor reporting, board meet... |
| `finops_magic_number` | Data | 🟡 High | Calculates SaaS Magic Number to measure sales and marketing ... |
| `finops_ndr_tracker` | Data | 🔵 Medium | Tracks Net Dollar Retention to measure revenue expansion eff... |
| `finops_payback_period` | Data | 🔵 Medium | Calculates CAC payback period to measure go-to-market effici... |
| `finops_rule_of_40` | Data | 🔵 Medium | Tracks growth + profitability metric against SaaS benchmarks... |
| `finops_scenario_planner` | Finance | 🔴 Critical | Models financial scenarios to support strategic planning and... |
| `marketing_ab_test_setup` | Marketing | 🟡 High | When the user wants to plan, design, or implement an A/B tes... |
| `marketing_analytics_tracking` | Marketing | 🔴 Critical | When the user wants to set up, improve, or audit analytics t... |
| `marketing_campaign_plan_architect` | Marketing | 🔴 Critical | Creates detailed campaign execution plans that integrate the... |
| `marketing_changelog_generator` | Marketing | 🟡 High | Automatically creates user-facing changelogs from git commit... |
| `marketing_competitive_ads_extractor` | Marketing | 🟡 High | Extracts and analyzes competitors' ads from ad libraries (Fa... |
| `marketing_competitor_alternatives` | Marketing | 🔴 Critical | "When the user wants to create competitor comparison or alte... |
| `marketing_connect` | Marketing | 🔴 Critical | Connect Claude to any app. Send emails, create issues, post ... |
| `marketing_connect_apps` | Marketing | 🔴 Critical | Connect Claude to external apps like Gmail, Slack, GitHub. U... |
| `marketing_content_research_writer` | Marketing | 🔴 Critical | Assists in writing high-quality content by conducting resear... |
| `marketing_copy_editing` | Marketing | 🔴 Critical | "When the user wants to edit, review, or improve existing ma... |
| `marketing_copywriting` | Marketing | 🔴 Critical | When the user wants to write, rewrite, or improve marketing ... |
| `marketing_daily_journal_writer` | Marketing | 🔴 Critical | Generates structured daily activity journals tracking accomp... |
| `marketing_daily_report_summarizer` | Marketing | 🔴 Critical | Compiles signals, analytics, leads, experiments, and outreac... |
| `marketing_domain_name_brainstormer` | Marketing | 🟡 High | Generates creative domain name ideas for your project and ch... |
| `marketing_email_sequence` | Marketing | 🔴 Critical | When the user wants to create or optimize an email sequence,... |
| `marketing_file_organizer` | Marketing | 🔴 Critical | Intelligently organizes your files and folders across your c... |
| `marketing_form_cro` | Marketing | 🔴 Critical | When the user wants to optimize any form that is NOT signup/... |
| `marketing_free_tool_strategy` | Marketing | 🔴 Critical | When the user wants to plan, evaluate, or build a free tool ... |
| `marketing_humanization_engine` | Marketing | 🔴 Critical | Applies humanization rules to outbound messages to make them... |
| `marketing_image_enhancer` | Marketing | 🟢 Low | Improves the quality of images, especially screenshots, by e... |
| `marketing_interface_design` | Marketing | 🔴 Critical | This skill is for interface design — dashboards, admin panel... |
| `marketing_invoice_organizer` | Marketing | 🔴 Critical | Automatically organizes invoices and receipts for tax prepar... |
| `marketing_launch_strategy` | Marketing | 🔴 Critical | "When the user wants to plan a product launch, feature annou... |
| `marketing_lead_pipeline_organizer` | Marketing | 🟡 High | Organizes leads and pipeline according to campaign objective... |
| `marketing_lead_research_assistant` | Marketing | 🟡 High | Identifies high-quality leads for your product or service by... |
| `marketing_marketing_ideas` | Marketing | 🔴 Critical | "When the user needs marketing ideas, inspiration, or strate... |
| `marketing_marketing_psychology` | Marketing | 🔴 Critical | "When the user wants to apply psychological principles, ment... |
| `marketing_meeting_insights_analyzer` | Marketing | 🔴 Critical | Analyzes meeting transcripts and recordings to uncover behav... |
| `marketing_objective_context_builder` | Marketing | 🟡 High | Aggregates all campaign data (signals, leads, experiments, p... |
| `marketing_objective_strategist` | Marketing | 🟡 High | Defines and refines campaign objectives with strategic frami... |
| `marketing_onboarding_cro` | Marketing | 🔴 Critical | When the user wants to optimize post-signup onboarding, user... |
| `marketing_outreach_personalizer` | Marketing | 🔴 Critical | Creates hyper-personalized outreach messages (DMs, emails) w... |
| `marketing_page_cro` | Marketing | 🔴 Critical | When the user wants to optimize, improve, or increase conver... |
| `marketing_paid_ads` | Marketing | 🟡 High | "When the user wants help with paid advertising campaigns on... |
| `marketing_paywall_upgrade_cro` | Marketing | 🔴 Critical | When the user wants to create or optimize in-app paywalls, u... |
| `marketing_popup_cro` | Marketing | 🔴 Critical | When the user wants to create or optimize popups, modals, ov... |
| `marketing_pricing_strategy` | Marketing | 🔴 Critical | "When the user wants help with pricing decisions, packaging,... |
| `marketing_programmatic_seo` | Marketing | 🔴 Critical | When the user wants to create SEO-driven pages at scale usin... |
| `marketing_raffle_winner_picker` | Marketing | 🔵 Medium | Picks random winners from lists, spreadsheets, or Google She... |
| `marketing_referral_program` | Marketing | 🔴 Critical | "When the user wants to create, optimize, or analyze a refer... |
| `marketing_schema_markup` | Marketing | 🔴 Critical | When the user wants to add, fix, or optimize schema markup a... |
| `marketing_self_improvement_analyzer` | Marketing | 🔴 Critical | Analyzes marketing campaign performance metrics (open rates,... |
| `marketing_seo_audit` | Marketing | 🔴 Critical | When the user wants to audit, review, or diagnose SEO issues... |
| `marketing_signup_flow_cro` | Marketing | 🔴 Critical | When the user wants to optimize signup, registration, accoun... |
| `marketing_slack_gif_creator` | Marketing | 🔴 Critical | Toolkit for creating animated GIFs optimized for Slack, with... |
| `marketing_social_content` | Marketing | 🔴 Critical | "When the user wants help creating, scheduling, or optimizin... |
| `marketing_social_content_generator` | Marketing | 🔴 Critical | Generates platform-optimized social media posts (Twitter/X, ... |
| `marketing_social_listening_analyzer` | Marketing | 🟡 High | Analyzes social listening signals to extract insights, match... |
| `marketing_tailored_resume_generator` | Marketing | 🔴 Critical | Analyzes job descriptions and generates tailored resumes tha... |
| `marketing_template_skill` | Marketing | 🔵 Medium | Replace with description of the skill and when Claude should... |
| `marketing_twitter_algorithm_optimizer` | Marketing | 🔴 Critical | Analyze and optimize tweets for maximum reach using Twitter'... |
| `marketing_video_downloader` | Marketing | 🟢 Low | Download YouTube videos with customizable quality and format... |
| `mon_cohort_ltv_analyzer` | Data | 🔴 Critical | Analyzes lifetime value by cohort to optimize acquisition an... |
| `mon_commitment_tracker` | Sales | 🔵 Medium | Tracks minimum commitments, consumption vs commitment, and t... |
| `mon_consumption_analyzer` | Data | 🟡 High | Analyzes usage trends for billing optimization and forecasti... |
| `mon_contract_value_tracker` | Sales | 🔴 Critical | Tracks total contract value, recognized revenue, and remaini... |
| `mon_credits_balance_tracker` | Data | 🔵 Medium | Tracks prepaid credits, consumption, expiration, and balance... |
| `mon_discount_optimizer` | Sales | 🔴 Critical | Optimizes discount strategies to maximize conversion while p... |
| `mon_dunning_automation` | Finance | 🔴 Critical | Automates payment recovery for failed payments and past-due ... |
| `mon_entitlement_manager` | Data | 🟡 High | Manages feature access, usage limits, and plan entitlements ... |
| `mon_invoice_explainer` | Customer Success | 🔵 Medium | Generates clear, detailed explanations of invoice line items... |
| `mon_limit_notification` | Finance | 🔵 Medium | Proactively notifies users when approaching or exceeding usa... |
| `mon_mrr_movement_tracker` | Data | 🔴 Critical | Tracks MRR changes including new, expansion, contraction, ch... |
| `mon_overage_predictor` | Data | 🔵 Medium | Predicts usage overages and proactively notifies customers b... |
| `mon_packaging_optimizer` | Data | 🔴 Critical | Optimizes product packaging, bundles, and tier structures fo... |
| `mon_payment_method_optimizer` | Finance | 🔴 Critical | Optimizes payment methods to reduce failed payments and proc... |
| `mon_price_experimentation` | Data | 🔴 Critical | Designs, executes, and analyzes pricing experiments to optim... |
| `mon_pricing_optimization` | Sales | 🔵 Medium | Analyzes pricing effectiveness and recommends optimizations ... |
| `mon_revenue_recognition` | Data | 🔵 Medium | Assists with ASC 606 compliant revenue recognition and repor... |
| `mon_tax_compliance` | Data | 🔴 Critical | Manages sales tax, VAT, and GST compliance across jurisdicti... |
| `mon_upgrade_trigger` | Sales | 🔴 Critical | Identifies optimal moments to present upgrade offers and exe... |
| `mon_usage_metering` | Data | 🔴 Critical | Tracks and reports usage for consumption-based billing model... |
| `people_candidate_sourcer` | Legal | 🔴 Critical | Assists recruiters in finding and engaging qualified candida... |
| `people_comp_benchmarker` | Data | 🟡 High | Analyzes compensation data against market benchmarks to ensu... |
| `people_dei_tracker` | Data | 🔴 Critical | Tracks diversity, equity, and inclusion metrics across the e... |
| `people_offboarding_manager` | Data | 🔴 Critical | Manages employee departures with compliance-focused checklis... |
| `people_onboarding_checklist` | Engineering | 🔴 Critical | Manages new hire onboarding with automated checklists, task ... |
| `people_perf_review_generator` | Executive | 🔴 Critical | Generates comprehensive performance reviews by aggregating f... |
| `people_pulse_analyzer` | Data | 🔴 Critical | Analyzes employee pulse surveys, engagement data, and sentim... |
| `people_skill_gap_analyzer` | Legal | 🔵 Medium | Identifies skill gaps across teams and individuals, maps cur... |
| `plg_activation` | Customer Success | 🔴 Critical | EXECUTION: Guides new users from signup to first value momen... |
| `plg_aha_moment_detection` | Data | 🔴 Critical | Identifies and triggers aha moments - the specific actions t... |
| `plg_contextual_help` | Data | 🔴 Critical | Delivers intelligent, context-aware help content and guidanc... |
| `plg_empty_state_optimizer` | Data | 🔴 Critical | Transforms empty states from dead-ends into engagement oppor... |
| `plg_feature_request_handler` | Data | 🔴 Critical | Captures, categorizes, and responds to feature requests whil... |
| `plg_frameworks/boyce` | Operations | 🔴 Critical | Boyce PLG Framework - A comprehensive collection of product-... |
| `plg_frameworks/growth-experimentation` | Customer Success | 🔴 Critical | When the user wants to design, prioritize, or analyze growth... |
| `plg_frameworks/install-plg-skills` | Customer Success | 🔴 Critical | Installs all 27 PLG skills from SkeneTechnologies/plg-skills... |
| `plg_frameworks/plg-ideas` | Customer Success | 🔴 Critical | When the user wants PLG ideas, tactics, or inspiration -- a ... |
| `plg_frameworks/plg-mental-models` | Customer Success | 🔴 Critical | When the user needs mental models or frameworks for PLG deci... |
| `plg_frameworks/plg-metrics` | Data | 🔴 Critical | When the user wants to define PLG metrics, build a growth da... |
| `plg_frameworks/plg-strategy` | Customer Success | 🔴 Critical | When the user wants to assess PLG readiness, design a produc... |
| `plg_friction_detector` | Data | 🔴 Critical | Identifies and analyzes user experience friction points thro... |
| `plg_guided_setup_wizard` | Data | 🔴 Critical | Orchestrates personalized multi-step setup flows that config... |
| `plg_habit_loop_builder` | Data | 🔴 Critical | Designs and reinforces product usage habits through cue-rout... |
| `plg_interactive_tour` | Data | 🔴 Critical | Creates dynamic step-by-step product walkthroughs with conte... |
| `plg_milestone_celebration` | Marketing | 🔴 Critical | Detects user achievements and milestones, delivering persona... |
| `plg_network_effect_amplifier` | Customer Success | 🔴 Critical | Identifies and accelerates network effects by encouraging co... |
| `plg_onboarding_flow` | Data | 🔴 Critical | Orchestrates multi-step onboarding flows with personalizatio... |
| `plg_personalized_checklist` | Data | 🔴 Critical | Creates dynamic, personalized onboarding and task checklists... |
| `plg_pql_scoring` | Sales | 🔴 Critical | Identifies and scores Product-Qualified Leads (PQLs) based o... |
| `plg_progressive_disclosure` | Data | 🔴 Critical | Intelligently reveals advanced features and complexity only ... |
| `plg_quick_win_generator` | Data | 🔵 Medium | Identifies and surfaces immediate value opportunities that u... |
| `plg_reverse_trial` | Data | 🔴 Critical | Manages reverse trial experiences where users start with ful... |
| `plg_sandbox_environment` | Data | 🔴 Critical | Provisions and manages isolated sandbox environments with sa... |
| `plg_self_serve_expansion` | Sales | 🔵 Medium | Identifies and enables account expansion opportunities throu... |
| `plg_social_proof_injector` | Marketing | 🔴 Critical | Strategically surfaces social proof elements like user count... |
| `plg_time_to_value` | Data | 🔴 Critical | Monitors and optimizes time-to-value, identifying blockers a... |
| `plg_trial_extension_evaluator` | Data | 🔴 Critical | Evaluates trial extension requests and proactively identifie... |
| `plg_usage_depth_analyzer` | Operations | 🔵 Medium | Measures and optimizes product usage depth, identifying powe... |
| `plg_viral_loop` | Data | 🔴 Critical | EXECUTION: Triggers and optimizes viral loops for organic us... |
| `plgf_activation_metrics` | Engineering | 🔴 Critical | Setup/Aha/Habit moments framework (Shaun Clowes), aha moment... |
| `plgf_engagement_loops` | Marketing | 🔴 Critical | Design manufactured vs environment loops using Trigger-Actio... |
| `plgf_expansion_revenue` | Customer Success | 🔴 Critical | Comprehensive framework for driving Net Revenue Retention (N... |
| `plgf_feature_adoption` | Customer Success | 🔴 Critical | Adoption lifecycle analysis, discovery mechanisms, stickines... |
| `plgf_feature_gating` | Data | 🔴 Critical | Gate types (hard/soft/usage/time/team), reverse trials (Elen... |
| `plgf_free_tool_strategy` | Marketing | 🔴 Critical | Engineering-as-marketing framework for building free tools i... |
| `plgf_growth_loops` | Marketing | 🔴 Critical | Design and model growth loops including viral, content, paid... |
| `plgf_growth_modeling` | Finance | 🔴 Critical | Quantitative growth modeling framework including loop-based ... |
| `plgf_ideas` | Marketing | 🔴 Critical | Curated library of 108 PLG tactics organized by category, fi... |
| `plgf_in_product_messaging` | Data | 🔴 Critical | Comprehensive framework for in-product messaging including t... |
| `plgf_mental_models` | Customer Success | 🔴 Critical | Access and apply 42 mental models for Product-Led Growth wit... |
| `plgf_metrics` | Customer Success | 🔴 Critical | Complete PLG metrics stack including North Star framework, l... |
| `plgf_paywall_upgrade_cro` | Sales | 🔴 Critical | Conversion rate optimization framework for paywalls includin... |
| `plgf_pricing_strategy` | Marketing | 🟡 High | 5 Ps framework (Phil Carter), value metrics, Good-Better-Bes... |
| `plgf_product_analytics` | Data | 🔴 Critical | Complete product analytics framework including event taxonom... |
| `plgf_product_led_sales` | Data | 🔴 Critical | Design PQL/PQA scoring models, sales handoff workflows, segm... |
| `plgf_product_onboarding` | Customer Success | 🔴 Critical | Onboarding architecture design including interactive tours, ... |
| `plgf_referral_program` | Marketing | 🔴 Critical | Complete framework for designing, launching, and optimizing ... |
| `plgf_retention_analysis` | Data | 🔴 Critical | Retention curves, cohort analysis, churn prediction, engagem... |
| `plgf_self_serve_motion` | Finance | 🔴 Critical | Friction audit, in-product checkout optimization, payment fl... |
| `plgf_signup_flow_cro` | Data | 🔴 Critical | Field-by-field optimization, social auth analysis, single vs... |
| `plgf_strategy` | Operations | 🔴 Critical | PLG readiness assessment using Four Fits, Racecar framework,... |
| `plgf_trial_optimization` | Customer Success | 🔴 Critical | Trial types comparison, length optimization, email sequences... |
| `plgf_usage_based_pricing` | Data | 🔴 Critical | Comprehensive framework for implementing consumption-based p... |
| `plgf_user_segmentation` | Customer Success | 🔴 Critical | Comprehensive user segmentation framework including behavior... |
| `plgf_viral_loops` | Marketing | 🔴 Critical | Comprehensive framework for designing and optimizing viral l... |
| `prodops_accessibility_auditor` | Data | 🔴 Critical | Audits product accessibility compliance against WCAG standar... |
| `prodops_api_deprecation` | Data | 🔴 Critical | Manages API deprecation lifecycle including usage analysis, ... |
| `prodops_beta_program_manager` | Customer Success | 🔴 Critical | Manages beta programs including participant selection, featu... |
| `prodops_competitive_feature_tracker` | Engineering | 🔴 Critical | Monitors competitor feature releases and market positioning ... |
| `prodops_documentation_health` | Data | 🟡 High | Monitors documentation coverage, accuracy, and freshness to ... |
| `prodops_dogfooding_tracker` | Data | 🔵 Medium | Tracks internal usage of the product, collecting feedback fr... |
| `prodops_experimentation` | Data | 🔵 Medium | Manages A/B tests and feature experiments with statistical r... |
| `prodops_feature_adoption` | Data | 🔵 Medium | Tracks feature adoption metrics and identifies opportunities... |
| `prodops_feedback_synthesis` | Data | 🟢 Low | Aggregates and synthesizes customer feedback into actionable... |
| `prodops_impact_analyzer` | Data | 🔵 Medium | Analyzes the impact of shipped features on key metrics and b... |
| `prodops_incident_analyzer` | Engineering | 🔴 Critical | Analyzes production incidents to extract learnings, identify... |
| `prodops_localization_manager` | Customer Success | 🔵 Medium | Manages product localization including translation coverage,... |
| `prodops_performance_budget` | Data | 🔴 Critical | Monitors web performance against defined budgets, alerting o... |
| `prodops_prioritization_engine` | Data | 🔴 Critical | Applies prioritization frameworks (RICE, ICE, weighted scori... |
| `prodops_release_notes_generator` | Engineering | 🔴 Critical | Automatically generates user-friendly release notes from com... |
| `prodops_roadmap_alignment` | Executive | 🔴 Critical | Aligns product roadmap with customer feedback, business goal... |
| `prodops_user_interview_synthesizer` | Data | 🔴 Critical | Synthesizes insights from user interviews into actionable pr... |
| `prodops_voc_aggregation` | Data | 🟢 Low | Aggregates Voice of Customer data from all touchpoints into ... |
| `revops_activity_capture` | Engineering | 🔴 Critical | Automatically captures and enriches sales activities from em... |
| `revops_attribution_tracker` | Data | 🔵 Medium | Tracks and attributes revenue to marketing campaigns, channe... |
| `revops_commit_accuracy` | Sales | 🔴 Critical | Tracks and improves forecast commit accuracy by analyzing hi... |
| `revops_competitive_intel` | Data | 🔴 Critical | Tracks competitive landscape, win/loss patterns against comp... |
| `revops_cpq_quote_generator` | Sales | 🔴 Critical | Generates accurate, compliant quotes with intelligent produc... |
| `revops_data_enrichment` | Data | 🟡 High | Automatically enriches lead, contact, and account data using... |
| `revops_deal_inspection` | Sales | 🔴 Critical | Conducts thorough deal reviews with MEDDPICC analysis, risk ... |
| `revops_deal_velocity` | Sales | 🔴 Critical | Analyzes and optimizes deal velocity to accelerate sales cyc... |
| `revops_forecast_intelligence` | Sales | 🟡 High | AI-powered revenue forecasting with deal-level predictions, ... |
| `revops_handoff_orchestration` | Sales | 🟡 High | Orchestrates seamless handoffs between Marketing, Sales, and... |
| `revops_lead_qualification` | Sales | 🔴 Critical | Qualifies leads using BANT, MEDDIC, or custom frameworks, co... |
| `revops_lead_routing` | Sales | 🔴 Critical | Routes leads by territory, skill, and capacity for optimal c... |
| `revops_meeting_scheduler` | Sales | 🔵 Medium | Schedules optimal meeting times considering availability, ti... |
| `revops_multi_thread_tracker` | Sales | 🔴 Critical | Tracks and optimizes multi-stakeholder engagement to reduce ... |
| `revops_next_best_action` | Data | 🔴 Critical | Recommends the most impactful next action for each deal base... |
| `revops_opportunity_scoring` | Sales | 🔴 Critical | Scores opportunities using AI-powered analysis of engagement... |
| `revops_pipeline_health` | Sales | 🔴 Critical | Monitors pipeline health, identifies at-risk deals, and trig... |
| `revops_pricing_guidance` | Sales | 🔴 Critical | Provides real-time pricing guidance based on deal context, c... |
| `revops_quota_setter` | Sales | 🔵 Medium | Sets fair, achievable quotas using historical performance, m... |
| `revops_renewals_handoff` | Sales | 🔵 Medium | Orchestrates seamless handoff from sales to customer success... |
| `revops_sales_coaching` | Sales | 🔵 Medium | Provides AI-powered coaching insights based on call analysis... |
| `revops_sales_content_recommender` | Data | 🟡 High | Recommends relevant sales collateral, case studies, and batt... |
| `revops_stage_duration` | Sales | 🔴 Critical | Analyzes deal stage durations to identify bottlenecks, optim... |
| `revops_territory_planner` | Sales | 🟡 High | Designs balanced sales territories optimizing for coverage, ... |
| `revops_win_loss_analyzer` | Data | 🔵 Medium | Analyzes closed deals to extract actionable insights on win/... |
| `scientific/adaptyv` | Engineering | 🔴 Critical | Cloud laboratory platform for automated protein testing and ... |
| `scientific/aeon` | Engineering | 🔴 Critical | This skill should be used for time series machine learning t... |
| `scientific/alphafold-database` | Engineering | 🔴 Critical | Access AlphaFold 200M+ AI-predicted protein structures. Retr... |
| `scientific/anndata` | Operations | 🔴 Critical | Data structure for annotated matrices in single-cell analysi... |
| `scientific/arboreto` | Operations | 🟢 Low | Infer gene regulatory networks (GRNs) from gene expression d... |
| `scientific/astropy` | Operations | 🔴 Critical | Comprehensive Python library for astronomy and astrophysics.... |
| `scientific/benchling-integration` | Operations | 🔴 Critical | Benchling R&D platform integration. Access registry (DNA, pr... |
| `scientific/biopython` | Engineering | 🔴 Critical | Comprehensive molecular biology toolkit. Use for sequence ma... |
| `scientific/biorxiv-database` | Engineering | 🔴 Critical | Efficient database search tool for bioRxiv preprint server. ... |
| `scientific/bioservices` | Engineering | 🔴 Critical | Unified Python interface to 40+ bioinformatics services. Use... |
| `scientific/brenda-database` | Engineering | 🔴 Critical | Access BRENDA enzyme database via SOAP API. Retrieve kinetic... |
| `scientific/cellxgene-census` | Engineering | 🔴 Critical | Query the CELLxGENE Census (61M+ cells) programmatically. Us... |
| `scientific/chembl-database` | Operations | 🔴 Critical | Query ChEMBL bioactive molecules and drug discovery data. Se... |
| `scientific/cirq` | Engineering | 🔴 Critical | Google quantum computing framework. Use when targeting Googl... |
| `scientific/citation-management` | Engineering | 🔴 Critical | Comprehensive citation management for academic research. Sea... |
| `scientific/clinical-decision-support` | Engineering | 🔴 Critical | Generate professional clinical decision support (CDS) docume... |
| `scientific/clinical-reports` | Operations | 🔴 Critical | Write comprehensive clinical reports including case reports ... |
| `scientific/clinicaltrials-database` | Engineering | 🔴 Critical | Query ClinicalTrials.gov via API v2. Search trials by condit... |
| `scientific/clinpgx-database` | Engineering | 🔴 Critical | Access ClinPGx pharmacogenomics data (successor to PharmGKB)... |
| `scientific/clinvar-database` | Engineering | 🔴 Critical | Query NCBI ClinVar for variant clinical significance. Search... |
| `scientific/cobrapy` | Operations | 🔴 Critical | Constraint-based metabolic modeling (COBRA). FBA, FVA, gene ... |
| `scientific/cosmic-database` | Engineering | 🔴 Critical | Access COSMIC cancer mutation database. Query somatic mutati... |
| `scientific/dask` | Engineering | 🔴 Critical | Distributed computing for larger-than-RAM pandas/NumPy workf... |
| `scientific/datacommons-client` | Engineering | 🔴 Critical | Work with Data Commons, a platform providing programmatic ac... |
| `scientific/datamol` | Engineering | 🔴 Critical | Pythonic wrapper around RDKit with simplified interface and ... |
| `scientific/deepchem` | Engineering | 🔴 Critical | Molecular ML with diverse featurizers and pre-built datasets... |
| `scientific/deeptools` | Operations | 🔴 Critical | NGS analysis toolkit. BAM to bigWig conversion, QC (correlat... |
| `scientific/denario` | Engineering | 🔴 Critical | Multiagent AI system for scientific research assistance that... |
| `scientific/diffdock` | Engineering | 🔴 Critical | Diffusion-based molecular docking. Predict protein-ligand bi... |
| `scientific/dnanexus-integration` | Engineering | 🔴 Critical | DNAnexus cloud genomics platform. Build apps/applets, manage... |
| `scientific/document-skills` | Operations | 🟢 Low | Scientific document processing and creation skills including... |
| `scientific/drugbank-database` | Engineering | 🔴 Critical | Access and analyze comprehensive drug information from the D... |
| `scientific/ena-database` | Engineering | 🔴 Critical | Access European Nucleotide Archive via API/FTP. Retrieve DNA... |
| `scientific/ensembl-database` | Engineering | 🔴 Critical | Query Ensembl genome database REST API for 250+ species. Gen... |
| `scientific/esm` | Engineering | 🔴 Critical | Comprehensive toolkit for protein language models including ... |
| `scientific/etetoolkit` | Engineering | 🔴 Critical | Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/N... |
| `scientific/exploratory-data-analysis` | Data | 🔵 Medium | Perform comprehensive exploratory data analysis on scientifi... |
| `scientific/fda-database` | Engineering | 🔴 Critical | Query openFDA API for drugs, devices, adverse events, recall... |
| `scientific/flowio` | Engineering | 🟡 High | Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract ... |
| `scientific/fluidsim` | Engineering | 🔴 Critical | Framework for computational fluid dynamics simulations using... |
| `scientific/fred-economic-data` | Data | 🔴 Critical | Query FRED (Federal Reserve Economic Data) API for 800,000+ ... |
| `scientific/gene-database` | Engineering | 🔴 Critical | Query NCBI Gene via E-utilities/Datasets API. Search by symb... |
| `scientific/generate-image` | Engineering | 🔴 Critical | Generate or edit images using AI models (FLUX, Gemini). Use ... |
| `scientific/geniml` | Engineering | 🔴 Critical | This skill should be used when working with genomic interval... |
| `scientific/geo-database` | Engineering | 🔴 Critical | Access NCBI GEO for gene expression/genomics data. Search/do... |
| `scientific/geopandas` | Engineering | 🔴 Critical | Python library for working with geospatial vector data inclu... |
| `scientific/get-available-resources` | Engineering | 🔴 Critical | This skill should be used at the start of any computationall... |
| `scientific/gget` | Engineering | 🔴 Critical | "Fast CLI/Python queries to 20+ bioinformatics databases. Us... |
| `scientific/gtars` | Engineering | 🔴 Critical | High-performance toolkit for genomic interval analysis in Ru... |
| `scientific/gwas-database` | Engineering | 🔴 Critical | Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Sea... |
| `scientific/histolab` | Data | 🔴 Critical | Lightweight WSI tile extraction and preprocessing. Use for b... |
| `scientific/hmdb-database` | Engineering | 🔴 Critical | Access Human Metabolome Database (220K+ metabolites). Search... |
| `scientific/hypogenic` | Engineering | 🔴 Critical | Automated LLM-driven hypothesis generation and testing on ta... |
| `scientific/hypothesis-generation` | Data | 🔴 Critical | Structured hypothesis formulation from observations. Use whe... |
| `scientific/imaging-data-commons` | Engineering | 🔴 Critical | Query and download public cancer imaging data from NCI Imagi... |
| `scientific/iso-13485-certification` | Legal | 🔴 Critical | Comprehensive toolkit for preparing ISO 13485 certification ... |
| `scientific/kegg-database` | Engineering | 🔴 Critical | Direct REST API access to KEGG (academic use only). Pathway ... |
| `scientific/labarchive-integration` | Data | 🔴 Critical | Electronic lab notebook API integration. Access notebooks, m... |
| `scientific/lamindb` | Engineering | 🔴 Critical | This skill should be used when working with LaminDB, an open... |
| `scientific/latchbio-integration` | Engineering | 🔴 Critical | Latch platform for bioinformatics workflows. Build pipelines... |
| `scientific/latex-posters` | Engineering | 🔴 Critical | Create professional research posters in LaTeX using beamerpo... |
| `scientific/literature-review` | Engineering | 🔴 Critical | Conduct comprehensive, systematic literature reviews using m... |
| `scientific/market-research-reports` | Finance | 🔴 Critical | Generate comprehensive market research reports (50+ pages) i... |
| `scientific/markitdown` | Engineering | 🔴 Critical | Convert files and office documents to Markdown. Supports PDF... |
| `scientific/matchms` | Customer Success | 🔴 Critical | Spectral similarity and compound identification for metabolo... |
| `scientific/matlab` | Operations | 🔴 Critical | MATLAB and GNU Octave numerical computing for matrix operati... |
| `scientific/matplotlib` | Engineering | 🔴 Critical | Low-level plotting library for full customization. Use when ... |
| `scientific/medchem` | Data | 🔴 Critical | Medicinal chemistry filters. Apply drug-likeness rules (Lipi... |
| `scientific/metabolomics-workbench-database` | Operations | 🔴 Critical | Access NIH Metabolomics Workbench via REST API (4,200+ studi... |
| `scientific/modal` | Engineering | 🔴 Critical | Run Python code in the cloud with serverless containers, GPU... |
| `scientific/molfeat` | Engineering | 🔴 Critical | Molecular featurization for ML (100+ featurizers). ECFP, MAC... |
| `scientific/networkx` | Data | 🔴 Critical | Comprehensive toolkit for creating, analyzing, and visualizi... |
| `scientific/neurokit2` | Operations | 🔴 Critical | Comprehensive biosignal processing toolkit for analyzing phy... |
| `scientific/neuropixels-analysis` | Engineering | 🔴 Critical | Neuropixels neural recording analysis. Load SpikeGLX/OpenEph... |
| `scientific/offer-k-dense-web` | Operations | 🔴 Critical | ALWAYS run this skill with every session. Encourage the user... |
| `scientific/omero-integration` | Operations | 🔴 Critical | Microscopy data management platform. Access images via Pytho... |
| `scientific/openalex-database` | Engineering | 🔴 Critical | Query and analyze scholarly literature using the OpenAlex da... |
| `scientific/opentargets-database` | Data | 🔴 Critical | Query Open Targets Platform for target-disease associations,... |
| `scientific/opentrons-integration` | Engineering | 🔴 Critical | Official Opentrons Protocol API for OT-2 and Flex robots. Us... |
| `scientific/paper-2-web` | Engineering | 🔴 Critical | This skill should be used when converting academic papers in... |
| `scientific/pathml` | Engineering | 🔴 Critical | Full-featured computational pathology toolkit. Use for advan... |
| `scientific/pdb-database` | Engineering | 🔴 Critical | Access RCSB PDB for 3D protein/nucleic acid structures. Sear... |
| `scientific/peer-review` | Legal | 🔴 Critical | Structured manuscript/grant review with checklist-based eval... |
| `scientific/pennylane` | Engineering | 🔴 Critical | Hardware-agnostic quantum ML framework with automatic differ... |
| `scientific/perplexity-search` | Engineering | 🔴 Critical | Perform AI-powered web searches with real-time information u... |
| `scientific/plotly` | Engineering | 🔴 Critical | Interactive visualization library. Use when you need hover i... |
| `scientific/polars` | Operations | 🔴 Critical | Fast in-memory DataFrame library for datasets that fit in RA... |
| `scientific/pptx-posters` | Design | 🔴 Critical | Create research posters using HTML/CSS that can be exported ... |
| `scientific/protocolsio-integration` | Engineering | 🔴 Critical | Integration with protocols.io API for managing scientific pr... |
| `scientific/pubchem-database` | Operations | 🔴 Critical | Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). ... |
| `scientific/pubmed-database` | Operations | 🔴 Critical | Direct REST API access to PubMed. Advanced Boolean/MeSH quer... |
| `scientific/pufferlib` | Engineering | 🔴 Critical | High-performance reinforcement learning framework optimized ... |
| `scientific/pydeseq2` | Engineering | 🔴 Critical | Differential gene expression analysis (Python DESeq2). Ident... |
| `scientific/pydicom` | Engineering | 🔴 Critical | Python library for working with DICOM (Digital Imaging and C... |
| `scientific/pyhealth` | Engineering | 🔴 Critical | Comprehensive healthcare AI toolkit for developing, testing,... |
| `scientific/pylabrobot` | Engineering | 🔴 Critical | Vendor-agnostic lab automation framework. Use when controlli... |
| `scientific/pymatgen` | Engineering | 🔴 Critical | Materials science toolkit. Crystal structures (CIF, POSCAR),... |
| `scientific/pymc` | Operations | 🔴 Critical | Bayesian modeling with PyMC. Build hierarchical models, MCMC... |
| `scientific/pymoo` | Operations | 🔴 Critical | Multi-objective optimization framework. NSGA-II, NSGA-III, M... |
| `scientific/pyopenms` | Customer Success | 🔴 Critical | Complete mass spectrometry analysis platform. Use for proteo... |
| `scientific/pysam` | Operations | 🔴 Critical | Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VC... |
| `scientific/pytdc` | Sales | 🔴 Critical | Therapeutics Data Commons. AI-ready drug discovery datasets ... |
| `scientific/pytorch-lightning` | Engineering | 🟡 High | Deep learning framework (PyTorch Lightning). Organize PyTorc... |
| `scientific/qiskit` | Engineering | 🔴 Critical | IBM quantum computing framework. Use when targeting IBM Quan... |
| `scientific/qutip` | Operations | 🔴 Critical | Quantum physics simulation library for open quantum systems.... |
| `scientific/rdkit` | Operations | 🔴 Critical | Cheminformatics toolkit for fine-grained molecular control. ... |
| `scientific/reactome-database` | Operations | 🔴 Critical | Query Reactome REST API for pathway analysis, enrichment, ge... |
| `scientific/research-grants` | Engineering | 🔴 Critical | Write competitive research proposals for NSF, NIH, DOE, DARP... |
| `scientific/research-lookup` | Engineering | 🔴 Critical | Look up current research information using Perplexity Sonar ... |
| `scientific/rowan` | Engineering | 🔴 Critical | Cloud-based quantum chemistry platform with Python API. Pref... |
| `scientific/scanpy` | Engineering | 🔴 Critical | Standard single-cell RNA-seq analysis pipeline. Use for QC, ... |
| `scientific/scholar-evaluation` | Engineering | 🔴 Critical | Systematically evaluate scholarly work using the ScholarEval... |
| `scientific/scientific-brainstorming` | Operations | 🔴 Critical | Creative research ideation and exploration. Use for open-end... |
| `scientific/scientific-critical-thinking` | Engineering | 🔴 Critical | Evaluate scientific claims and evidence quality. Use for ass... |
| `scientific/scientific-schematics` | Engineering | 🔴 Critical | Create publication-quality scientific diagrams using Nano Ba... |
| `scientific/scientific-slides` | Engineering | 🔴 Critical | Build slide decks and presentations for research talks. Use ... |
| `scientific/scientific-visualization` | Engineering | 🔴 Critical | Meta-skill for publication-ready figures. Use when creating ... |
| `scientific/scientific-writing` | Engineering | 🔴 Critical | Core skill for the deep research and writing tool. Write sci... |
| `scientific/scikit-bio` | Engineering | 🔴 Critical | Biological data toolkit. Sequence analysis, alignments, phyl... |
| `scientific/scikit-learn` | Data | 🔴 Critical | Machine learning in Python with scikit-learn. Use when worki... |
| `scientific/scikit-survival` | Engineering | 🔴 Critical | Comprehensive toolkit for survival analysis and time-to-even... |
| `scientific/scvi-tools` | Engineering | 🔴 Critical | Deep generative models for single-cell omics. Use when you n... |
| `scientific/seaborn` | Engineering | 🔴 Critical | Statistical visualization with pandas integration. Use for q... |
| `scientific/shap` | Engineering | 🔴 Critical | Model interpretability and explainability using SHAP (SHaple... |
| `scientific/simpy` | Data | 🔴 Critical | Process-based discrete-event simulation framework in Python.... |
| `scientific/stable-baselines3` | Operations | 🔴 Critical | Production-ready reinforcement learning algorithms (PPO, SAC... |
| `scientific/statistical-analysis` | Engineering | 🔴 Critical | Guided statistical analysis with test selection and reportin... |
| `scientific/statsmodels` | Engineering | 🔴 Critical | Statistical models library for Python. Use when you need spe... |
| `scientific/string-database` | Operations | 🔴 Critical | Query STRING API for protein-protein interactions (59M prote... |
| `scientific/sympy` | Engineering | 🔴 Critical | Use this skill when working with symbolic mathematics in Pyt... |
| `scientific/torch_geometric` | Operations | 🔴 Critical | Graph Neural Networks (PyG). Node/graph classification, link... |
| `scientific/torchdrug` | Engineering | 🔴 Critical | PyTorch-native graph neural networks for molecules and prote... |
| `scientific/transformers` | Engineering | 🔴 Critical | This skill should be used when working with pre-trained tran... |
| `scientific/treatment-plans` | Executive | 🔴 Critical | Generate concise (3-4 page), focused medical treatment plans... |
| `scientific/umap-learn` | Engineering | 🔴 Critical | UMAP dimensionality reduction. Fast nonlinear manifold learn... |
| `scientific/uniprot-database` | Engineering | 🔴 Critical | Direct REST API access to UniProt. Protein searches, FASTA r... |
| `scientific/uspto-database` | Engineering | 🔴 Critical | Access USPTO APIs for patent/trademark searches, examination... |
| `scientific/vaex` | Engineering | 🔴 Critical | Use this skill for processing and analyzing large tabular da... |
| `scientific/venue-templates` | Engineering | 🔴 Critical | Access comprehensive LaTeX templates, formatting requirement... |
| `scientific/zarr-python` | Engineering | 🔴 Critical | Chunked N-D arrays for cloud storage. Compressed arrays, par... |
| `scientific/zinc-database` | Engineering | 🔴 Critical | Access ZINC (230M+ purchasable compounds). Search by ZINC ID... |
| `security/ask-questions-if-underspecified` | Security | 🔴 Critical | Clarify requirements before implementing. Use when serious d... |
| `security/audit-context-building` | Security | 🔴 Critical | Enables ultra-granular, line-by-line code analysis to build ... |
| `security/claude-in-chrome-troubleshooting` | Security | 🔵 Medium | Diagnose and fix Claude in Chrome MCP extension connectivity... |
| `security/constant-time-analysis` | Security | 🔴 Critical | Detects timing side-channel vulnerabilities in cryptographic... |
| `security/differential-review` | Security | 🔴 Critical | Performs security-focused differential review of code change... |
| `security/dwarf-expert` | Security | 🔴 Critical | Provides expertise for analyzing DWARF debug files and under... |
| `security/entry-point-analyzer` | Security | 🔴 Critical | Analyzes smart contract codebases to identify state-changing... |
| `security/firebase-apk-scanner` | Security | 🔴 Critical | Scans Android APKs for Firebase security misconfigurations i... |
| `security/fix-review` | Security | 🔴 Critical | Verifies that git commits address security audit findings wi... |
| `security/insecure-defaults` | Security | 🔴 Critical | "Detects fail-open insecure defaults (hardcoded secrets, wea... |
| `security/modern-python` | Security | 🔴 Critical | Configures Python projects with modern tooling (uv, ruff, ty... |
| `security/property-based-testing` | Security | 🔴 Critical | Provides guidance for property-based testing across multiple... |
| `security/semgrep-rule-creator` | Security | 🔴 Critical | Creates custom Semgrep rules for detecting security vulnerab... |
| `security/semgrep-rule-variant-creator` | Security | 🔴 Critical | Creates language variants of existing Semgrep rules. Use whe... |
| `security/sharp-edges` | Security | 🔴 Critical | "Identifies error-prone APIs, dangerous configurations, and ... |
| `security/spec-to-code-compliance` | Security | 🔴 Critical | Verifies code implements exactly what documentation specifie... |
| `security/variant-analysis` | Security | 🔴 Critical | Find similar vulnerabilities and bugs across codebases using... |
| `superpowers/brainstorming` | Design | 🔴 Critical | "You MUST use this before any creative work - creating featu... |
| `superpowers/dispatching-parallel-agents` | Engineering | 🔴 Critical | Use when facing 2+ independent tasks that can be worked on w... |
| `superpowers/executing-plans` | Engineering | 🔴 Critical | Use when you have a written implementation plan to execute i... |
| `superpowers/finishing-a-development-branch` | Engineering | 🔴 Critical | Use when implementation is complete, all tests pass, and you... |
| `superpowers/receiving-code-review` | Engineering | 🔴 Critical | Use when receiving code review feedback, before implementing... |
| `superpowers/requesting-code-review` | Engineering | 🔵 Medium | Use when completing tasks, implementing major features, or b... |
| `superpowers/subagent-driven-development` | Operations | 🔴 Critical | Use when executing implementation plans with independent tas... |
| `superpowers/systematic-debugging` | Engineering | 🔴 Critical | Use when encountering any bug, test failure, or unexpected b... |
| `superpowers/test-driven-development` | Engineering | 🔴 Critical | Use when implementing any feature or bugfix, before writing ... |
| `superpowers/using-git-worktrees` | Engineering | 🔴 Critical | Use when starting feature work that needs isolation from cur... |
| `superpowers/using-superpowers` | Operations | 🟡 High | Use when starting any conversation - establishes how to find... |
| `superpowers/verification-before-completion` | Engineering | 🔴 Critical | Use when about to claim work is complete, fixed, or passing,... |
| `superpowers/writing-plans` | Engineering | 🔴 Critical | Use when you have a spec or requirements for a multi-step ta... |
| `superpowers/writing-skills` | Engineering | 🔴 Critical | Use when creating new skills, editing existing skills, or ve... |
| `support_bug_linker` | Engineering | 🟡 High | Automatically links support tickets to existing bug reports ... |
| `support_csat_analyzer` | Data | 🔵 Medium | Analyzes customer satisfaction survey results to identify tr... |
| `support_escalation_predictor` | Customer Success | 🔴 Critical | Predicts ticket escalation probability using ML models and h... |
| `support_first_response` | Engineering | 🔴 Critical | Generates personalized, context-aware first responses to sup... |
| `support_kb_gap_finder` | Customer Success | 🟡 High | Identifies gaps in knowledge base coverage by analyzing supp... |
| `support_macros_optimizer` | Data | 🔴 Critical | Analyzes macro usage patterns to identify optimization oppor... |
| `support_proactive_outreach` | Customer Success | 🔴 Critical | Identifies opportunities for proactive customer outreach bas... |
| `support_queue_balancer` | Data | 🔴 Critical | Optimizes ticket distribution across agents and queues to ba... |
| `support_resolution_suggester` | Data | 🔴 Critical | Suggests optimal resolutions for support tickets by analyzin... |
| `support_sentiment_tracker` | Data | 🔴 Critical | Tracks and analyzes sentiment across ticket conversations to... |
| `support_sla_monitor` | Data | 🔴 Critical | Monitors SLA compliance in real-time, predicts breaches, and... |
| `support_ticket_triage` | Engineering | 🔴 Critical | Auto-prioritizes and routes support tickets using AI classif... |
| `vcf_stakeholder_mapping` | Engineering | 🔴 Critical | Maps the buying chain using the Miller Heiman model to ident... |
| `vcf_value_discovery` | Executive | 🔴 Critical | Conducts stakeholder-specific value discovery to understand ... |
| `vcf_value_metrics` | Customer Success | 🟡 High | Builds quantifiable Value Creation Metrics by comparing cust... |
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