llama-factory
davila7Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support
agent-orchestrator
openclawMeta-agent skill for orchestrating complex tasks through autonomous sub-agents. Decomposes macro tasks into subtasks, spawns specialized sub-agents with dynamically generated SKILL.md files, coordinates file-based communication, consolidates results, and dissolves agents upon completion. MANDATORY TRIGGERS: orchestrate, multi-agent, decompose task, spawn agents, sub-agents, parallel agents, agent coordination, task breakdown, meta-agent, agent factory, delegate tasks
geographic-clustering
dadbodgeoffGrid-based geographic clustering with O(n) performance, medoid finding for map markers, and multi-factor risk scoring from event density, sentiment, and recency.
fuzzy-matching
dadbodgeoffMulti-stage fuzzy matching pipeline for entity reconciliation. PostgreSQL trigram pre-filter, salient overlap check, and multi-factor similarity scoring.
pca-decomposition
benchflow-aiReduce dimensionality of multivariate data using PCA with varimax rotation. Use when you have many correlated variables and need to identify underlying factors or reduce collinearity.
meteorology-driver-classification
benchflow-aiClassify environmental and meteorological variables into driver categories for attribution analysis. Use when you need to group multiple variables into meaningful factor categories.
prompt-factory
alirezarezvaniWorld-class prompt powerhouse that generates production-ready mega-prompts for any role, industry, and task through intelligent 7-question flow, 69 comprehensive presets across 15 professional domains (technical, business, creative, legal, finance, HR, design, customer, executive, manufacturing, R&D, regulatory, specialized-technical, research, creative-media), multiple output formats (XML/Claude/ChatGPT/Gemini), quality validation gates, and contextual best practices from OpenAI/Anthropic/Google. Supports both core and advanced modes with testing scenarios and prompt variations.
axiom-ui-testing
Use when writing UI tests, recording interactions, tests have race conditions, timing dependencies, inconsistent pass/fail behavior, or XCTest UI tests are flaky - covers Recording UI Automation (WWDC 2025), condition-based waiting, network conditioning, multi-factor testing, crash debugging, and accessibility-first testing patterns
bio-workflows-multi-omics-pipeline
GPTomicsEnd-to-end multi-omics integration workflow. Orchestrates data harmonization, MOFA/mixOmics integration, factor interpretation, and downstream analysis across transcriptomics, proteomics, metabolomics, and other modalities. Use when integrating multiple omics datasets.
bio-multi-omics-mofa-integration
GPTomicsMulti-Omics Factor Analysis (MOFA2) for unsupervised integration of multiple data modalities. Identifies shared and view-specific sources of variation. Use when integrating RNA-seq, proteomics, methylation, or other omics to discover latent factors driving biological variation across modalities.
ai-content-pipeline
inference-shBuild multi-step AI content creation pipelines combining image, video, audio, and text. Workflow examples: generate image -> animate -> add voiceover -> merge with music. Tools: FLUX, Veo, Kokoro TTS, OmniHuman, media merger, upscaling. Use for: YouTube videos, social media content, marketing materials, automated content. Triggers: content pipeline, ai workflow, content creation, multi-step ai, content automation, ai video workflow, generate and edit, ai content factory, automated content creation, ai production pipeline, media pipeline, content at scale
premium-experience
wasintohPremium app generation that creates WOW-factor experiences. Multi-page apps with smooth animations, zero TypeScript errors, and production-ready quality. Lovable-style experience: one prompt, complete app, instant delight. MUST be used alongside vibe-orchestrator for new projects.
decision-support
datadrivenconstructionProvide data-driven decision support for construction. Analyze multiple factors and recommend optimal project decisions.
dag-confidence-scorer
curiositechAssigns confidence scores to agent outputs based on multiple factors including source quality, consistency, and reasoning depth. Produces calibrated confidence estimates. Activate on 'confidence score', 'how confident', 'certainty level', 'output confidence', 'reliability score'. NOT for validation (use dag-output-validator) or hallucination detection (use dag-hallucination-detector).
dag-capability-ranker
curiositechRanks skill matches by fit, performance history, and contextual relevance. Applies multi-factor scoring including success rate, resource usage, and task alignment. Activate on 'rank skills', 'best skill for', 'skill ranking', 'compare skills', 'optimal skill'. NOT for semantic matching (use dag-semantic-matcher) or skill catalog (use dag-skill-registry).
modern-auth-2026
curiositechModern authentication implementation for 2026 - passkeys (WebAuthn), OAuth (Google, Apple), magic links, and cross-device sync. Use for passwordless-first authentication, social login setup, Supabase Auth, Next.js auth flows, and multi-factor authentication. Activate on "passkeys", "WebAuthn", "Google Sign-In", "Apple Sign-In", "magic link", "passwordless", "authentication", "login", "OAuth", "social login". NOT for session management without auth (use standard JWT docs), authorization/RBAC (use security-auditor), or API key management (use api-architect).
design-of-experiments
lyndonklUse when optimizing multi-factor systems with limited experimental budget, screening many variables to find the vital few, discovering interactions between parameters, mapping response surfaces for peak performance, validating robustness to noise factors, or when users mention factorial designs, A/B/n testing, parameter tuning, process optimization, or experimental efficiency.
authentication-oauth
omer-metinExpert guidance on authentication implementation including OAuth 2.0/OIDC, JWT tokens, session management, and secure password handling. Covers both implementing auth from scratch and integrating auth providers. Use when "implement authentication, oauth login, jwt tokens, session management, social login, password reset, multi-factor auth, refresh tokens, Working with Auth0, Clerk, NextAuth, Passport.js, authentication, oauth, jwt, session, security, login, password, mfa, oidc" mentioned.
sensor-fusion
omer-metinPatterns for multi-sensor data fusion including Kalman filters (KF, EKF, UKF), complementary filters, particle filters, and factor graph optimization. Covers state estimation, covariance tuning, outlier rejection, and real-time implementation for robotics and autonomous systems. Use when ", " mentioned.
dad-joke-validator
leegonzalesAnalyze and score jokes on the dad joke quality spectrum with multi-dimensional feedback on pun quality, groan factor, wholesomeness, and structure. Can also generate dad jokes.
skill-factory
basher83Research-backed skill creation workflow with automated firecrawl research gathering, multi-tier validation, and comprehensive auditing. Use when "create skills with research automation", "build research-backed skills", "validate skills end-to-end", "automate skill research and creation", needs 9-phase workflow from research through final audit, wants firecrawl-powered research combined with validation, or requires quality-assured skill creation following Anthropic specifications for Claude Code.
container-development
laurigatesContainer development with Docker, Dockerfiles, 12-factor principles, multi-stage builds, and Skaffold workflows. Enforces MANDATORY non-root users, minimal Alpine/slim base images, and security hardening. Covers containerization, orchestration, and secure image construction. Use when user mentions Docker, Dockerfile, containers, docker-compose, multi-stage builds, container images, container security, or 12-factor app principles.
abstract-factory
krzysztofsurdyCreational pattern that provides an interface for creating families of related or dependent objects without specifying their concrete classes. Use when your system needs to work with multiple families of products or when you want to enforce consistency across product families.
better-auth
jackspaceProduction-ready authentication framework for TypeScript with first-class Cloudflare D1 support. Use this skill when building auth systems as a self-hosted alternative to Clerk or Auth.js, particularly for Cloudflare Workers projects. Supports social providers (Google, GitHub, Microsoft, Apple), email/password, magic links, 2FA, passkeys, organizations, and RBAC. Prevents 10+ common authentication errors including session serialization issues, CORS misconfigurations, D1 adapter setup, social provider OAuth flows, and JWT token handling. Keywords: better-auth, authentication, cloudflare d1 auth, self-hosted auth, typescript auth, clerk alternative, auth.js alternative, social login, oauth providers, session management, jwt tokens, 2fa, two-factor, passkeys, webauthn, multi-tenant auth, organizations, teams, rbac, role-based access, google auth, github auth, microsoft auth, apple auth, magic links, email password, better-auth setup, session serialization error, cors auth, d1 adapter
auth0-mfa
auth0Use when adding multi-factor authentication (MFA/2FA) or requiring additional verification for sensitive operations - covers step-up auth, adaptive MFA, and risk-based authentication with Auth0
skill-updater
ydnikolaevMaintains and updates existing skills with new patterns, standards, and fixes. Mass rollout of changes across multiple skills.
Lollapalooza Effect Detection
louloulinDetect super investment opportunities arising from the convergence of multiple positive factors.
researching-first
gitwalterResearch existing solutions before building to create multiplied value
containerizing-java-apps
gitwalterDocker multi-stage builds for Java (JDK vs JRE), GraalVM native images, Jib for containerization, Kubernetes deployment (Deployment, Service, ConfigMap, Secrets), Helm charts, Health probes (liveness, readiness, startup), Resource limits
retrieving-advanced
gitwalterMulti-index RAG, query decomposition, contextual compression, and self-querying retrievers
deploying-with-docker
gitwalterTactical Blueprint for Production-Grade Docker. Focuses on security hardening, image optimization, and multi-stage builds.
agentic-loop-mastery
gitwalterTactical Blueprint for stateful AI agents and multi-agent systems. Focuses on LangGraph orchestration, state persistence, and procedural loop logic.
java-containerization
gitwalterDocker multi-stage builds for Java (JDK vs JRE), GraalVM native images, Jib for containerization, Kubernetes deployment (Deployment, Service, ConfigMap, Secrets), Helm charts, Health probes (liveness, readiness, startup), Resource limits
orchestrating-crewai-workflows
gitwalterBuild multi-agent workflows using CrewAI patterns
Mastering Agentic Loops
gitwalterTactical blueprint for stateful AI agents and multi-agent systems. Focuses on LangGraph orchestration, state persistence, and procedural loop logic.
advanced-retrieval
gitwalterMulti-index RAG, query decomposition, contextual compression, and self-querying retrievers
managing-vision-agents
gitwalterImage analysis with multi-modal LLMs (GPT-4V, Gemini Vision), object detection integration, image generation pipelines, and visual question answering
multi-factor-model
FeiCoder多因子选股模型的完整指南，包括因子选取、有效性检验（排序法）、冗余因子剔除、综合评分模型构建和实证案例。适用于需要构建或优化多因子选股策略的量化投资者。
None
mukul975Deploy Cisco Duo multi-factor authentication across enterprise applications, VPN, RDP, and SSH access points. This skill covers Duo integration methods, adaptive authentication policies, device trust
securing-remote-access-to-ot-environment
mukul975This skill covers implementing secure remote access to OT/ICS environments for operators, engineers, and vendors while preventing unauthorized access that could compromise industrial operations. It addresses jump server architecture, multi-factor authentication, session recording, privileged access management, vendor remote access controls, and compliance with IEC 62443 and NERC CIP-005 remote access requirements.
performing-initial-access-with-evilginx3
mukul975Perform authorized initial access using EvilGinx3 adversary-in-the-middle phishing framework to capture session tokens and bypass multi-factor authentication during red team engagements.
performing-asset-criticality-scoring-for-vulns
mukul975Develop and apply a multi-factor asset criticality scoring model to weight vulnerability prioritization based on business impact, data sensitivity, and operational importance.
marginal-effects-plot
letitbkVisualize marginal effects from regression models with factor level parsing, reference category labeling, and multi-panel layouts using R ggplot2. Use when plotting AMEs from Stata margins or R marginaleffects output.
axiom-ui-testing
megastepUse when writing UI tests, recording interactions, tests have race conditions, timing dependencies, inconsistent pass/fail behavior, or XCTest UI tests are flaky - covers Recording UI Automation (WWDC 2025), condition-based waiting, network conditioning, multi-factor testing, crash debugging, and accessibility-first testing patterns
Drupal recipe content
factorial-ioCreate Drupal recipes that import content entities (taxonomy terms, nodes, media, menu links) with multilingual translations. Use this skill whenever the user wants to create a Drupal recipe with default content, import taxonomy terms or other content entities into Drupal via recipes, set up multilingual/translated content in a recipe, or export existing content for use in a recipe. Also trigger when the user mentions "default content in recipes", "recipe with translations", or "content export for recipe".
phabalicious
factorial-ioUse when a user mentions phab, phabalicious, deployment tasks, copying data between environments, or needs help with dev/staging/production workflows. Provides command suggestions, multi-step workflows, and smart execution (read-only commands execute immediately; destructive operations require confirmation first).
gin-deploy
henriqueatilaDeploy Go Gin APIs with Docker, docker-compose, and Kubernetes. Covers multi-stage Dockerfiles, health checks, graceful shutdown, CI/CD pipelines, and production configuration. Use when containerizing a Go API, setting up local dev with Docker, deploying to Kubernetes, or configuring CI/CD for a Gin application. Also activate when the user mentions Docker build, docker-compose, K8s deployment, health probes, environment variables, or 12-factor app config for a Go/Gin project.
solo-pipeline
fortunto2Launch automated multi-skill pipeline that chains skills into a loop. Use when user says "run pipeline", "automate research to PRD", "full pipeline", "research and validate", "scaffold to build", "loop until done", or "chain skills". Do NOT use for single skills (use the skill directly).