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Optimize Groq costs through tier selection, sampling, and usage monitoring.\nUse when analyzing Groq billing, reducing API costs,\nor implementing usage monitoring and budget alerts.\nTrigger with phrases like \

Implement Groq PII handling, data retention, and GDPR/CCPA compliance patterns.\nUse when handling sensitive data, implementing data redaction, configuring retention policies,\nor ensuring compliance with privacy regulations for Groq integrations.\nTrigger with phrases like \

Collect Groq debug evidence for support tickets and troubleshooting.\nUse when encountering persistent issues, preparing support tickets,\nor collecting diagnostic information for Groq problems.\nTrigger with phrases like \

Deploy Groq integrations to Vercel, Fly.io, and Cloud Run platforms.\nUse when deploying Groq-powered applications to production,\nconfiguring platform-specific secrets, or setting up deployment pipelines.\nTrigger with phrases like \

Configure Groq enterprise SSO, role-based access control, and organization management.\nUse when implementing SSO integration, configuring role-based permissions,\nor setting up organization-level controls for Groq.\nTrigger with phrases like \

Set up comprehensive observability for Groq integrations with metrics, traces, and alerts.\nUse when implementing monitoring for Groq operations, setting up dashboards,\nor configuring alerting for Groq integration health.\nTrigger with phrases like \

Optimize Groq API performance with caching, batching, and connection pooling.\nUse when experiencing slow API responses, implementing caching strategies,\nor optimizing request throughput for Groq integrations.\nTrigger with phrases like \

Execute Groq production deployment checklist and rollback procedures.\nUse when deploying Groq integrations to production, preparing for launch,\nor implementing go-live procedures.\nTrigger with phrases like \

Implement Groq rate limiting, backoff, and idempotency patterns.\nUse when handling rate limit errors, implementing retry logic,\nor optimizing API request throughput for Groq.\nTrigger with phrases like \

Apply Groq security best practices for secrets and access control.\nUse when securing API keys, implementing least privilege access,\nor auditing Groq security configuration.\nTrigger with phrases like \

Analyze, plan, and execute Groq SDK upgrades with breaking change detection.\nUse when upgrading Groq SDK versions, detecting deprecations,\nor migrating to new API versions.\nTrigger with phrases like \

Implement Groq webhook signature validation and event handling.\nUse when setting up webhook endpoints, implementing signature verification,\nor handling Groq event notifications securely.\nTrigger with phrases like \

Google Maps Grounding Lite MCP for location search, weather, and routes via mcporter.

Problem-solving strategies for groups in abstract algebra

Designing growth strategy or GTM plans - Planning experiments and A/B tests - Optimizing activation, retention, or referral flows

Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training

GSAP animations for JARVIS HUD transitions and effects

Validates plans before execution to catch issues early

Creates executable phase plans with task breakdown, dependency analysis, and goal-backward verification

Convert GSD codebase mapping to AutoForge app_spec.txt. This skill should be used when\nthe user has run /gsd:map-codebase and wants to use AutoForge on an existing project.\nTriggers: \

Validates implemented work against spec requirements with empirical evidence

Gene set enrichment analysis with correct geneset format handling. Critical guidance for loading pathway databases and running enrichment in OmicVerse.

High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection, tokenization for ML models, or fragment analysis in computational genomics and machine learning applications.

Align phases with GTM strategy, persona tiers, and KPI targets

Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance - Microsoft Research's constrained generation framework

将对话中新产生的可复用写作洞见实时沉淀到项目指南文件，保持术语口径一致、结构稳定、可检验与可复现。调用时必须指定指南文件路径。用于用户要求\

Smart contract development advisor based on Trail of Bits' best practices. Analyzes codebase to generate documentation/specifications, review architecture, check upgradeability patterns, assess implementation quality, identify pitfalls, review dependencies, and evaluate testing.

Configure CI/CD pipelines for Guidewire InsuranceSuite development.\nUse when setting up automated builds, tests, and deployments for Guidewire projects.\nTrigger with phrases like \

Diagnose and resolve common Guidewire InsuranceSuite errors.\nUse when encountering API errors, Gosu exceptions, validation failures,\nor integration issues in PolicyCenter, ClaimCenter, or BillingCenter.\nTrigger with phrases like \

Execute Guidewire primary workflow: Policy lifecycle management in PolicyCenter.\nUse when implementing quoting, binding, issuing, endorsing, or renewing policies.\nTrigger with phrases like \

Data handling best practices for Guidewire InsuranceSuite including entity management,\ndata migration, batch operations, and data governance.\nTrigger with phrases like \

Deploy Guidewire InsuranceSuite integrations to Guidewire Cloud Platform.\nUse when deploying configuration packages, managing releases,\nor implementing blue-green deployments.\nTrigger with phrases like \

Configure local Guidewire development workflow with Guidewire Studio, Gosu debugging,\nand hot reload capabilities.\nUse when setting up development environment, configuring IDE, or optimizing dev workflow.\nTrigger with phrases like \

Deep dive into Guidewire migration strategies including self-managed to Cloud,\nlegacy system migrations, data migration, and integration cutover planning.\nTrigger with phrases like \

Optimize Guidewire InsuranceSuite performance including query optimization,\nbatch processing, caching, and JVM tuning.\nTrigger with phrases like \

Production deployment readiness checklist for Guidewire InsuranceSuite Cloud.\nUse when preparing for production deployment, conducting go-live reviews,\nor validating environment readiness.\nTrigger with phrases like \

Manage Guidewire Cloud API rate limits, quotas, and throttling.\nUse when encountering 429 errors, optimizing API call patterns,\nor implementing rate limit handling strategies.\nTrigger with phrases like \

Enterprise reference architecture for Guidewire InsuranceSuite Cloud deployments.\nUse when designing system architecture, planning integrations,\nor understanding Guidewire cloud infrastructure patterns.\nTrigger with phrases like \

Master Guidewire SDK patterns including Digital SDK, REST API Client, and Gosu best practices.\nUse when implementing integrations, building frontends with Jutro, or writing server-side Gosu code.\nTrigger with phrases like \

Implement security best practices for Guidewire InsuranceSuite including OAuth2,\nJWT handling, API roles, secure Gosu coding, and data protection.\nTrigger with phrases like \

Upgrade Guidewire InsuranceSuite versions and migrate between environments.\nUse when planning version upgrades, handling breaking changes,\nor migrating from self-managed to Cloud.\nTrigger with phrases like \

Implement Guidewire App Events and webhook integrations for event-driven architecture.\nUse when setting up outbound events, message queuing, webhook receivers,\nor asynchronous integration patterns.\nTrigger with phrases like \

Gumroad API integration with managed OAuth. Access products, sales, subscribers, licenses, and webhooks for your digital storefront.\nUse this skill when users want to manage their Gumroad products, verify licenses, view sales data, or set up webhook notifications.\nFor other

Austrian online grocery shopping via gurkerl.at. Use when user asks about \

Access Guru knowledge base via MCP - ask AI questions, search documents, create drafts, and update cards. Connects to all your Guru sources including Slack, Drive, Confluence, and SharePoint.

Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrieve p-values and summary statistics, for genetic epidemiology and polygenic risk scores.

PostgreSQL bindings for H3 hexagonal grid system. Use when working with H3 cells in Postgres, including spatial indexing, geometry/geography integration, and raster analysis.

Work with HackMD documents. Use when reading, creating, updating, or deleting notes on HackMD. Supports change tracking to detect document modifications since last check. Supports personal and team workspaces.