Vector Database Optimization Bundle

Optimizes vector database performance, scalability, indexing, and search capabilities.

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Included Skills (200)

Qdrant Performance Optimizer — This skill diagnoses and resolves latency and throughput issues in Qdrant, helping developers optimize search performance for high-load or data-intensive vector database environments.
Qdrant Vertical Scaling — This skill guides developers through vertical scaling strategies for Qdrant nodes to optimize performance and resource allocation without increasing cluster complexity.
Qdrant Indexing Optimizer — This skill assists developers in diagnosing and resolving performance bottlenecks during Qdrant data ingestion, indexing, and HNSW build processes for improved search efficiency.
Qdrant Scaling Advisor — This tool assists engineers in determining optimal Qdrant cluster scaling strategies based on specific requirements for data volume, query throughput, and latency performance.
Mongodb Search And AI — Covers everything about search in MongoDB: Atlas Search (full-text), Vector Search (semantic), and Hybrid Search. Use this skill for ANY question about MongoDB search, including open-ended and explanatory ones asked before the user has any data or use case — 'how does search work in MongoDB?', 'I'm new to MongoDB search, where do I start?', 'what's the difference between Atlas Search and Vector Search?', 'which search type should I use?', 'what is vector search?', 'how does automated embedding work?', 'can you explain hybrid search?'. Do not answer these from general knowledge; use this skill. Also use to build search features: full-text queries, autocomplete, fuzzy matching, faceted search, semantic similarity, embeddings, RAG, text containment or substring matching ('contains', 'includes'), case-insensitive or multi-field text search, and filtering across many fields. Provides workflows for choosing a search type, creating indexes, writing queries, and optimizing performance via the MongoDB MCP server.
Qdrant Scaling Advisor — This tool provides expert guidance on Qdrant horizontal scaling, shard configuration, and cluster architecture to help engineers optimize performance and ensure high availability.
Qdrant Tenant Scaling — Provides architectural guidance for scaling multi-tenant Qdrant deployments, helping developers optimize performance and resource usage for large-scale vector database workloads.
Qdrant Throughput Optimizer — This skill assists developers in scaling Qdrant query throughput by providing configuration strategies for segment management, quantization, and efficient batch search operations.
Qdrant Performance Optimizer — This guide provides essential strategies for developers to enhance search speed, indexing efficiency, and memory management within their Qdrant vector database deployments.
Algolia Search Architect — This skill provides expert guidance on Algolia implementation, indexing strategies, and relevance tuning to help developers build high-performance search functionality for their applications.
Qdrant Scaling Advisor — Provides architectural guidance for scaling Qdrant deployments when data volume exceeds single-node capacity, assisting developers in choosing optimal vertical or horizontal strategies.
Qdrant Latency Optimizer — Provides actionable strategies for Qdrant users to reduce query latency and improve search performance through hardware, memory, and configuration tuning techniques.
Vector Index Optimizer — This skill assists engineers in tuning vector index parameters to achieve optimal balance between search latency, recall accuracy, and memory consumption.
Qdrant Query Optimizer — Optimizes high-volume Qdrant queries by implementing shard-level subsampling to reduce data transfer overhead and improve performance for large-scale vector search operations.
Mongodb Query Optimizer — Help with MongoDB query optimization and indexing. Use only when the user asks for optimization or performance: "How do I optimize this query?", "How do I index this?", "Why is this query slow?", "Can you fix my slow queries?", "What are the slow queries on my cluster?", etc. Do not invoke for general MongoDB query writing unless user asks for performance or index help. Prefer indexing as optimization strategy. Use MongoDB MCP when available.
Qdrant Search Optimizer — This tool helps developers diagnose and resolve search quality issues in Qdrant by isolating performance bottlenecks, tuning HNSW parameters, and optimizing retrieval pipelines.
Qdrant Search Optimizer — This skill diagnoses and enhances Qdrant vector search relevance, helping developers resolve precision and recall issues through strategic configuration and model tuning.
Qdrant Time Retention — This skill assists developers in implementing efficient sliding time window strategies for Qdrant to manage data expiration and maintain high-performance search for recent entries.
Mongodb Natural Language Querying — Generate read-only MongoDB queries (find) or aggregation pipelines using natural language, with collection schema context and sample documents. Use this skill whenever the user asks to write, create, or generate MongoDB queries, wants to filter/query/aggregate data in MongoDB, asks "how do I query...", needs help with query syntax, or discusses finding/filtering/grouping MongoDB documents. Also use for translating SQL-like requests to MongoDB syntax. Does NOT handle Atlas Search ($search operator), vector/semantic search ($vectorSearch operator), fuzzy matching, autocomplete indexes, or relevance scoring - use search-and-ai for those. Does NOT analyze or optimize existing queries - use mongodb-query-optimizer for that. Does NOT handle aggregation pipelines that involve write operations. Requires MongoDB MCP server.
Qdrant Performance Debugger — This tool diagnoses Qdrant production performance issues by analyzing metrics and observability data to assist engineers in resolving latency and resource bottlenecks.
Qdrant Deployment Advisor — This tool helps developers evaluate and select the most suitable Qdrant deployment strategy based on their specific infrastructure, latency, and production requirements.
Qdrant Memory Optimizer — This skill helps developers diagnose and resolve excessive RAM consumption in Qdrant deployments to prevent crashes and ensure optimal performance for search operations.
Qdrant Search Optimizer — This skill assists developers in selecting and implementing advanced Qdrant search strategies to improve retrieval quality, relevance, and diversity for complex datasets.
Azure AI — The Azure AI skill integrates search, speech, OpenAI, and document intelligence services to deliver vector, hybrid, and semantic search capabilities. It transforms audio and scanned documents into searchable text through speech‑to‑text, text‑to‑speech, transcription, and OCR, allowing developers and data professionals to streamline end‑to‑end AI‑powered content retrieval and processing.
Vector Search Architect — Design and implement high-performance similarity search systems to assist developers in building scalable semantic retrieval, recommendation engines, and advanced RAG applications.
Neon Postgres — Guides and best practices for working with Lakebase Postgres on Neon: connections, pooled vs direct, schema migrations, branching, autoscaling, scale-to-zero, instant restore, read replicas, IP allow lists, logical replication, and Lakebase Search. Use when the work is an existing DATABASE_URL, SQL, schema, inspect, or search. New backends, Auth, files, Functions, and LLM calls go to the parent `neon` skill. Live queries, reactive UIs, and realtime data go to `neon-realtime`. Also use for "@neondatabase/serverless", "@neondatabase/neon-js", "neon inspect db", "semantic search", "vector search", "full-text search", "BM25", or "hybrid search".
Chromadb — The skill manages vector embeddings in ChromaDB, providing efficient storage, retrieval, and similarity search. It supports developers building RAG pipelines, semantic search engines, and recommendation systems by offering a scalable vector store. Clients benefit from streamlined embedding workflows and high‑performance search capabilities.
Vector Database Specialist — This expert assists developers in architecting, optimizing, and implementing high-performance vector search and retrieval systems for RAG and semantic applications.
Hybrid Search Architect — This skill assists developers in integrating vector and keyword search techniques to enhance retrieval accuracy for RAG systems and specialized search applications.
Qdrant Observability Guide — This skill assists DevOps engineers in configuring Qdrant monitoring systems and provides actionable diagnostic workflows for resolving production performance and health issues.
Azure Search Integrator — This tool enables developers to implement vector, hybrid, and semantic search capabilities within Python applications using the Azure AI Search SDK.
Redis Search Expert — This tool provides comprehensive guidance on designing schemas, optimizing complex search queries, and implementing vector-based retrieval pipelines for Redis developers and engineers.
Technical SEO Auditor — This tool assists developers and marketers in diagnosing crawl, indexing, performance, and structured data issues to optimize website search engine visibility.
MongoDB Connection Optimizer — This tool helps developers configure and troubleshoot MongoDB client connections to ensure optimal performance and reliability across various programming languages and environments.
Sanity Best Practices — The Sanity Best Practices skill guides developers in creating clean schemas, efficient GROQ queries, and type-safe TypeGen usage, producing maintainable content models and preview setups. It covers visual editing, image handling, Portable Text, Studio structure, localization, migrations, and event-driven automation with Sanity Functions and webhooks. Frontend teams using Next.js, Nuxt, Astro, Remix, SvelteKit, Angular, Hydrogen, or the App SDK gain streamlined setup, consistent patterns, and reliable deployment workflows.
AKS AI Setup — This skill helps developers configure AI Runway on an AKS cluster for model deployment.
Pinecone Vector Database — This skill helps AI developers use Pinecone, a managed vector database, to build semantic search and RAG applications.
SEO Keyword Strategist — This skill helps SEO professionals research, cluster, and prioritize high-impact keywords to align organic search initiatives with business goals and revenue targets.
Redis Connection Optimizer — This skill provides expert guidance on configuring Redis clients, connection pooling, and command batching to help developers maximize performance and minimize latency in production.
NeMo Relay Adaptive Tuning — This skill helps developers optimize NeMo Relay plugin performance by configuring adaptive behaviors like latency, parallelism, and prompt-caching based on runtime telemetry.
MongoDB Schema Architect — This skill provides expert guidance on MongoDB data modeling patterns and anti-patterns to help developers build performant, scalable, and efficient database schemas.
Web Search Assistant — This skill provides LLM-optimized web search results to help users quickly find current information, news, and relevant sources for their research tasks.
Weaviate Application Architect — This skill provides developers with official blueprints and implementation patterns to rapidly scaffold robust, production-ready AI applications using the Weaviate vector database.
Image_search — Search the web by text query for image URLs and source pages for feeds, artifacts, and visual references. Does not identify a supplied image or person.
Automation Quality Assurance — This skill provides a comprehensive framework for developers and marketers to validate automation workflows, ensuring reliability, compliance, and performance before production deployment.
Campaign Performance Manager — This skill helps marketing teams establish robust measurement frameworks, automated dashboards, and optimization rhythms to track campaign success and drive data-informed decisions.
Social Performance Strategist — This skill helps social media managers define KPIs, establish alert thresholds, and structure reporting cadences to optimize campaign performance and stakeholder communication.
Qdrant SDK Integrator — This tool assists developers in integrating Qdrant vector databases by providing installation commands and references for various official client SDKs.
Qdrant Monitoring Architect — This skill assists DevOps engineers in configuring Prometheus metrics, health probes, alerting, and log centralization for robust Qdrant production monitoring environments.
Prisma Mongodb Upgrade — The skill provides a detailed, step‑by‑step migration guide for Prisma ORM projects using MongoDB 6, explaining how to upgrade when a direct jump to Prisma 7 is not possible. It offers clear instructions for developers moving to Prisma 7 or evaluating Prisma 8, helping them avoid common pitfalls. By ensuring a smooth transition, the skill benefits development teams that need reliable, efficient upgrades.
SEO Cluster Architect — This tool organizes keywords into strategic topic clusters to help content marketers build effective site architecture and improve internal linking performance.
Qdrant Migration Assistant — This tool guides developers through seamless Qdrant embedding model transitions, ensuring data integrity and zero-downtime updates during vector collection migrations.
Semantic File Search — This tool enables developers to perform efficient semantic file searches within their codebase using vector-powered CLI integration for Claude and Codex models.
CQRS Architecture Implementer — This skill assists software architects in implementing Command Query Responsibility Segregation to optimize performance and scalability for complex, event-driven data systems.
SEO Content Strategist — This skill assists content creators and marketers in drafting search-optimized articles that align keyword intent with effective go-to-market messaging and conversion goals.
Python Performance Optimizer — This tool profiles and optimizes Python applications to reduce latency and memory usage, helping developers identify bottlenecks and improve overall code efficiency.
Budget Pacing Optimizer — This skill assists marketing managers in reallocating advertising spend across channels and setting performance guardrails to ensure campaigns remain on track.
Vercel React Best Practices — React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.
VideoDB Media Assistant — This skill enables AI agents to upload, search, edit, and generate professional video and audio content using the powerful VideoDB SDK platform.
SageMaker Deployment Orchestrator — This tool streamlines model deployment to Amazon SageMaker by selecting optimal serving stacks and inference modes to assist developers with cloud infrastructure.
Postgres Database Expert — This skill provides developers with comprehensive guidelines for designing, securing, and optimizing PostgreSQL databases to ensure high performance and robust schema management.
PostgreSQL Performance Optimizer — This workflow assists database administrators and developers in tuning PostgreSQL queries, implementing indexing strategies, and managing production database performance for optimal efficiency.
Redis Semantic Cache — This skill enables developers to implement semantic caching for LLM responses in Redis Cloud, significantly reducing API costs and latency for applications.
Prisma Orm Setup — The skill configures Prisma ORM for new or existing applications, automatically selecting Prisma 8 for fresh projects while preserving the current version for legacy Prisma 6 or 7 apps. It establishes database connections across PostgreSQL, MySQL, SQLite, SQL Server, CockroachDB, MongoDB, and Prisma Postgres, resolving any connectivity issues. Developers and database administrators benefit from a streamlined setup and reliable, version‑specific integration.
GSAP Animation Tool — This skill empowers developers to create advanced web animations using GSAP for complex timelines, scroll effects, and high-performance motion graphics.
Redis Performance Monitor — This skill provides engineers with essential Redis monitoring metrics and diagnostic commands to effectively troubleshoot performance regressions and optimize production database instances.
Animation Choreographer — Advanced JavaScript animation skill for creating complex, high-performance web animations.
Postgres Performance Optimizer — This skill provides expert Supabase-curated guidelines to help developers write efficient SQL queries, design robust schemas, and optimize overall Postgres database performance.
Executive Dashboard Architect — This skill provides a structured framework and layout templates to help marketing leaders create clear, actionable, and board-ready performance dashboards.
Tactical Voice Assistant — This skill enables developers to build a low-latency, Iron Man-inspired conversational voice agent using the Pipecat framework, Gemini, and OpenAI services.
Postgres Optimization Expert — This skill provides developers with expert Supabase-backed guidelines for optimizing Postgres query performance, schema design, security configurations, and database connection management.
Nextjs On Cloudflare — The skill guides developers through building, migrating, and deploying Next.js applications on Cloudflare Workers with vinext, providing clear, step‑by‑step instructions for new projects and existing app transitions. It helps teams choose between vinext and OpenNext while ensuring all dependencies are correctly configured. The result is a seamless transition and efficient deployment for modern web applications.
MongoDB Database Assistant — Helps developers design schemas, build pipelines, manage indexes, and operate MongoDB clusters for flexible data storage and retrieval.
Modern C++ Expert — This skill assists developers in writing high-performance, idiomatic C++ code by leveraging modern language features, robust memory management, and efficient STL algorithms.
Motion Effects — Build any of 16 premium motion effects from scratch in your own brand, as one 8-second looping HTML file with window.seek(seconds) so it exports frame-exact to MP4 or GIF. Interfaces (button to player, search to results, card to workspace, tabs to panels), data (chart morph, dashboard zoom, spring stack, magnetic dock), type (masked type, elastic type, text to layout, image reveal) and systems (perspective shift, glass focus, flowing paths, particle logo). Use when someone says "build the chart morph", "make a button that turns into a video player", "animate my logo with particles", "motion effect", "UI animation", "product animation", "animated dashboard", "kinetic type" or names any of the 16 effects.
Search Optimization Assistant — This skill provides comprehensive SEO and AEO strategies to help developers and content creators optimize web pages for search engines and AI answer platforms.
AKS Deployment Automator — This skill automates containerization, manifest generation, and deployment of web applications to existing Azure Kubernetes Service clusters for developers and DevOps engineers.
Reel Export — Turn any horizontal or square motion video into a 1080 x 1920 Instagram Reel or TikTok that uploads cleanly. Headline and logos inside the safe zone, H.264, yuv420p, limited colour range, bt709, a silent audio track when there is no sound, and an ffprobe check before upload. Use when someone says "make this a reel", "vertical version", "export for Instagram", "TikTok version", "9:16 cut", "reel export" or has a 16:9 or 4:5 video that needs to go on a vertical feed.
SQL Performance Optimizer — This tool helps database developers diagnose slow queries, analyze execution plans, and verify indexing strategies to improve application performance and database scalability.
SEO Keyword Strategist — This skill helps SEO professionals expand seed topics into intent-based clusters and prioritize high-impact content opportunities to drive organic search growth.
Ecommerce Performance Monitor — This framework provides proactive monitoring, alerting, and diagnostic tools to help engineering and merchandising teams maintain optimal site speed and uptime.
Co-Marketing Governance Framework — This skill provides a structured governance playbook to help marketing teams manage joint campaigns, MDF budgets, and performance reporting with partners.
Webinar Performance Analyst — This skill helps marketing teams measure webinar funnel performance, diagnose audience behavior, and optimize ROI through structured data analysis and reporting.
Backtesting Framework Architect — This skill assists quantitative developers in building robust, production-grade backtesting systems that minimize common biases and ensure reliable strategy performance validation.
PDF Document Generator — Generate PDF documents programmatically with text, images, and vector graphics, assisting Node.js developers in creating structured PDF outputs.
Event Projection Architect — This skill assists developers in building efficient read models and materialized views from event streams to optimize query performance in CQRS systems.
Video Distribution Strategist — This skill assists content marketers in planning cross-channel video release strategies and analyzing performance metrics to optimize engagement, conversions, and overall campaign ROI.
React Native Optimizer — This skill provides expert best practices for React Native and Expo developers to enhance mobile app performance, animations, and UI architecture.
Hf Cloud Sagemaker Iam Preflight — Ensure a usable SageMaker execution role exists before deploying or training. Use this skill whenever about to create a SageMaker endpoint, model, training job, or any resource that requires an execution role. Use it especially when the user has not provided a role ARN explicitly, when scripts are about to call `iam:CreateRole`, or when an AccessDenied error mentions an IAM action. Never blindly call `iam:CreateRole` — always check for existing roles first. This skill prevents the most common SageMaker deployment failure: trying to create IAM resources from an SSO principal that has no IAM write permissions.
RAG System Architect — This workflow guides developers through building and optimizing RAG systems by streamlining embedding selection, vector database configuration, and retrieval performance evaluation.
Tavily Integration Guide — This skill provides developers with essential best practices and implementation patterns for integrating Tavily search, extraction, and research capabilities into AI-driven agentic workflows.
Preset — The Preset skill automatically deploys Azure OpenAI models to the most suitable region by evaluating capacity across all available locations. It checks the current region and presents alternative options if a better fit exists, ensuring rapid, high‑availability deployment. Developers and operations teams benefit from fast, optimal setup without manual region or SKU selection.
MoE Long-Context Optimizer — This guide provides performance optimization strategies for training long-context MoE models, helping engineers resolve memory constraints and maximize throughput in Megatron Bridge.
Model Fine-Tuning Assistant — This skill assists developers in refining Microsoft Foundry models through supervised, preference-based, or reinforcement learning workflows, including dataset preparation, training, and deployment.
SEO Keyword Generator — Generates and extracts up to 50 relevant, comma-separated SEO keywords from provided text to assist content creators with metadata and search optimization.
Originality AI — Originality AI calls the Originality.ai API to score text for AI authorship and detect plagiarism. Editors and content teams use it to audit SEO content, verify freelancer submissions, and build editorial review queues. The skill also answers user requests to determine whether an article is AI‑written or to run an originality check.
Screen Recording Polisher — Automates post-production for screen recordings by applying idle speed-up, dynamic zooming, and vertical cropping to help developers create professional social-ready demo videos.
Wasm — The skill compiles Rust, C/C++, Go, or AssemblyScript into WebAssembly, delivering near‑native performance in browsers, edge functions, and serverless runtimes. It enables developers to accelerate CPU‑heavy tasks such as image or video processing, codecs, physics, or cryptography, and the resulting modules deploy to Cloudflare Workers, Fastly Compute, or other WASI‑compatible environments.
Vitest Test Generator — This skill automatically generates high-performance Vitest tests for JavaScript and TypeScript projects, assisting developers in creating efficient, Jest-compatible unit and integration suites.
Webshell Threat Hunter — This skill performs hypothesis-driven threat hunting to detect web shell deployment on internet-facing servers, assisting security analysts in identifying unauthorized persistence and malicious activity.
Skill Discovery Assistant — This tool helps users search for, discover, and install modular agent skills to extend their capabilities and automate specialized workflows.
Skill Development Template — This reference tool provides a minimal, standardized structure to help developers create, validate, and test new skills within the claude-skills ecosystem.
k6 Testing Assistant — This skill helps developers and testers perform load, stress, and performance testing of APIs and websites using k6.
SwiftUI Glass Architect — This skill assists developers in implementing and reviewing iOS 26 Liquid Glass APIs with proper modifier ordering, performance optimization, and robust fallback handling.
Talent Marketplace Assistant — This skill enables candidates to manage job applications while providing employers with transparent, ranked candidate matching and comprehensive hiring lifecycle management tools.
Web Game Developer — This skill assists developers in building high-performance 2D and 3D web games using HTML5, WebGL, and JavaScript frameworks like Phaser and Three.js.
Arduino Azure Integration — This skill assists developers in connecting Arduino devices to Azure IoT Hub and Edge, ensuring secure telemetry, command handling, and robust production deployment.
Redis Cluster Architect — This skill provides expert guidance on designing sharded Redis deployments, resolving CROSSSLOT errors, and optimizing read-heavy workloads for developers and system architects.
Redis Data Modeler — This skill assists developers in selecting optimal Redis data structures and establishing consistent key naming conventions to improve application performance and maintainability.
Engineering Job Assistant — This tool helps software engineers optimize their job search by analyzing descriptions, tailoring application materials, and evaluating offers to streamline the hiring process.
Premium Frontend Architect — This skill empowers AI assistants to craft high-performance, immersive web interfaces by applying advanced design principles, intentional motion, and rigorous architectural craftsmanship for developers.
Appinsights Instrumentation — The skill guides developers through integrating Azure Application Insights into web applications, covering SDK setup, configuration, and telemetry patterns. It provides practical examples and best practices for monitoring performance, enabling software engineers and DevOps professionals to obtain reliable, actionable insights into their app’s behavior.
SEO Content Strategist — This skill assists content creators by generating high-quality, SEO-optimized articles that integrate keywords naturally while adhering to modern search engine best practices.
Voice Agent Architectures — This skill provides developers with architectural patterns and implementation strategies to build low-latency, natural-sounding voice AI systems for modern production environments.
Generative Engine Optimizer — This skill provides actionable strategies for content creators to improve AI search engine visibility and increase citation rates across major platforms.
SwiftUI Performance Auditor — This tool helps iOS developers diagnose and resolve SwiftUI rendering, layout, and performance bottlenecks through systematic code analysis and profiling guidance.
Multi-Agent Architect — This tool helps developers design robust multi-agent systems, generate precise tool schemas, and analyze execution logs to optimize performance, latency, and cost.
Performance Optimization Suite — This tool identifies bottlenecks and memory leaks in Node.js, Python, and Go applications to help engineers optimize system latency and resource efficiency.
Spline 3D Integration — This skill assists developers in embedding and managing interactive Spline 3D scenes across various web frameworks, ensuring optimal performance and runtime control.
Sales Coaching Architect — This tool generates personalized development plans for sales representatives by analyzing skill gaps, call performance, and certification milestones to drive team growth.
Search Specialist — Expert web researcher using advanced search techniques and strategies to find and synthesize information.
AI Tool Architect — This skill guides developers in designing robust, efficient AI agent tools through optimized schemas and descriptions to ensure reliable model performance.
E2E Testing Architect — This skill assists developers in building reliable, maintainable end-to-end test suites to ensure critical user workflows remain stable and regression-free during rapid deployment.
Async Python Architect — This skill provides expert guidance for developers building high-performance, non-blocking Python applications using asynchronous programming patterns, concurrency, and robust error handling techniques.
Skill Customization Tool — Adapts agent skills to a user's specific tools, habits, and workflows for improved triggering and personalized performance.
Cross-Channel Campaign Coordinator — This skill helps marketing teams synchronize messaging, cadence, and tracking across multiple platforms to ensure consistent campaign execution and performance measurement.
Backend Architecture Advisor — This skill provides scalable backend architecture patterns and API design best practices to help developers build robust, high-performance Node.js and Next.js server-side applications.
Copy Experiment Strategist — This skill assists marketers in designing, executing, and analyzing rigorous copy experiments to optimize hooks, offers, and CTAs for improved campaign performance.
Email Deliverability Specialist — This skill assists email marketers and operations teams in diagnosing inbox placement issues, monitoring sender reputation, and optimizing infrastructure for improved delivery performance.
React Native Architect — This skill provides production-ready architectural patterns for React Native and Expo developers to build scalable, high-performance, and offline-first mobile applications efficiently.
Python Dependency Manager — This skill assists developers in managing Python environments and dependencies efficiently using the high-performance uv tool for faster, reproducible project workflows.
Win Loss Analyzer — This skill provides a structured framework for capturing and analyzing qualitative and quantitative win/loss data to help product and sales teams improve performance.
Helm Chart Architect — This skill provides expert guidance for developers to create, organize, and manage robust Helm charts for efficient Kubernetes application packaging and deployment.
SLA Performance Optimizer — This skill helps revenue operations teams design, measure, and monitor lead conversion SLAs to improve pipeline velocity and cross-departmental accountability.
Vercel Deployment Specialist — Provides expert guidance for developers deploying Next.js applications to Vercel, covering environment configuration, serverless functions, and production-ready deployment workflows.
Angular Development Expert — This skill assists developers in building modern, high-performance Angular applications using Signals, Standalone Components, Zoneless architecture, and advanced server-side rendering techniques.
Attribution Governance Framework — This skill provides a comprehensive guide for marketing teams to standardize campaign tagging, attribution modeling, and quality assurance processes for accurate performance measurement.
Content Launch Orchestrator — This skill streamlines multi-team publishing workflows, ensuring SEO assets and technical launches meet quality, compliance, and performance standards before going live.
Coaching Reinforcement Engine — This tool helps managers assign targeted practice drills and accountability cadences to reinforce skill development and improve performance outcomes for their teams.
Bun Runtime Assistant — This skill assists developers in building, migrating, and optimizing JavaScript and TypeScript projects using the high-performance Bun runtime environment.
Performance Marketing Specialist — This skill empowers performance marketers to create, optimize, and scale paid advertising campaigns to achieve efficient customer acquisition across various digital platforms.
Systematic Debugging Framework — This skill provides developers with a structured, methodical approach to isolate, analyze, and resolve complex software defects and performance issues efficiently.
Renewal Playbook Architect — This skill helps customer success teams design and maintain structured renewal and risk mitigation motions to improve retention and net revenue performance.
Paid Media Architect — This skill helps digital marketers structure paid media campaigns to optimize testing, delivery, and performance while maintaining account health and signal quality.
Vertical Solution Architect — This tool provides sales and marketing teams with modular industry-specific templates, pricing frameworks, and architectural assets to accelerate go-to-market execution.
Landing Page Optimizer — This tool audits and enhances landing pages to improve conversion rates, site performance, and search engine visibility for digital marketers and developers.
CLIP Model Skill — A skill for fine-tuning, classifying, and deploying CLIP vision-language models.
Bare Metal Deployment — Deploys DOCA binaries directly on x86 or BlueField ARM hardware for developers and system administrators.
Mongodb Qe Size Estimation — Estimates the storage and memory impact of encrypting fields in collections with Queryable Encryption (QE) enabled. Do NOT use for collections that use Client-Side Field Level Encryption (CSFLE) instead of QE.
NVSHMEM Performance Router — Routes users to the correct NVSHMEM tuning specialist for their specific performance optimization goal.
Azure Storage — The Azure Storage skill teaches developers and architects how to use Azure’s object, file, queue, table, and data lake services, including hot, cool, cold, and archive access tiers. It guides users through uploading, downloading, and lifecycle policy management while comparing tier performance and cost. This enables professionals to design and optimize scalable, cost‑effective storage solutions in Azure.
Azure Resource Lookup — The Azure Resource Lookup skill enumerates and displays Azure resources across subscriptions or resource groups, allowing administrators to list websites, web apps, app services, virtual machines, storage accounts, and container apps with simple prompts. It supports inventory, tag analysis, orphaned resource discovery, unattached disk identification, and cross‑subscription queries, giving administrators a comprehensive view of an organization’s Azure footprint. This skill is designed for inventory and discovery tasks, not for deployment, cost optimization, or non‑Azure environments.
Portable Text Serializer — This tool renders and serializes Portable Text across various frontend frameworks and formats, assisting developers in integrating structured content into their web applications.
MoE VLM Trainer — This skill provides expert guidance for training MoE vision language models using Megatron Bridge, helping engineers optimize FSDP and 3D-parallel performance strategies.
Etsy Search Scraper — Fetches live Etsy search listings for keywords or categories to analyze rankings and shop data.
Modellix Media Generator — This skill enables AI agents to perform asynchronous image, video, and speech generation or transcription tasks using the official Modellix API and CLI.
Jetson Speculative Decoding — This tool optimizes Jetson vLLM deployments by configuring speculative decoding to reduce per-token latency for developers facing performance bottlenecks in low-concurrency workloads.
Application Performance Optimizer — This tool helps developers identify and resolve performance bottlenecks by measuring metrics and applying optimizations to improve application speed, memory, and responsiveness.
Deployment Hardening — Secures OpenClaw deployments with preflight checks, CI/CD guardrails, and post-deploy verification.
Expo Deployment Manager — This tool streamlines Expo application deployments by automating EAS build, submission, and configuration tasks for mobile developers and release engineers across all platforms.
AI Text Sanitizer — This CLI tool programmatically removes common AI writing patterns from generated text to ensure high-quality, natural-sounding content before final publication.
Terraform Infrastructure Orchestrator — This workflow assists cloud engineers in provisioning, managing, and scaling infrastructure through automated Terraform module creation and multi-environment deployment best practices.
Go gRPC Architect — This skill assists Go developers in designing and implementing secure, high-performance gRPC microservices with standardized Protobuf contracts and robust observability.
Performance Profiling Assistant — This tool provides systematic measurement, analysis, and optimization techniques to help developers improve application speed, responsiveness, and overall runtime efficiency.
Web Game Developer — This skill assists developers in selecting optimal frameworks and implementing best practices for building high-performance HTML5, WebGL, and WebGPU browser-based games.
React Performance Optimizer — This tool helps React developers identify render bottlenecks and implement targeted optimizations to improve application responsiveness and overall component efficiency.
Sanity Content Converter — This tool converts HTML and Markdown into Sanity Portable Text, helping developers and content teams seamlessly migrate legacy data into modern content pipelines.
AWS Envelope Encryption — This skill guides developers in implementing envelope encryption using AWS KMS to securely manage data encryption keys and optimize cryptographic performance.
Network Deception Deployment — This skill assists security professionals in deploying and managing network honeypots to detect unauthorized access, lateral movement, and malicious reconnaissance activities.
Azure Local Orchestrator — This skill assists IT professionals in planning, deploying, and managing Azure Local hyperconverged infrastructure, including workload configuration, lifecycle updates, and cluster troubleshooting.
Sales Performance Analyst — This tool generates comprehensive performance scorecards and actionable coaching recommendations to help sales managers optimize team productivity and professional development.
Voice AI Architect — This skill assists developers in building low-latency, production-ready voice applications using advanced real-time streaming technologies and industry-leading audio synthesis and transcription providers.
No-Code Automation Architect — This skill guides developers and business users in building, optimizing, and scaling reliable automation workflows using Zapier and Make platforms effectively.
PostgreSQL Database Assistant — This skill helps developers design schemas, write queries, manage indexes, and operate PostgreSQL databases efficiently.
GraphQL Development Assistant — This skill assists developers in designing robust, efficient GraphQL schemas and resolvers while implementing best practices for performance, security, and microservice federation.
Azure Portal Link Builder — Generates deep links to specific Azure portal blades for supported resources using natural language search queries.
Wazuh Detection Engineer — This skill automates Wazuh SIEM deployment, custom rule development, and alert management to help security teams streamline endpoint monitoring and incident response.
Firebase Backend Architect — This skill assists developers in designing efficient Firebase architectures, optimizing Firestore data models, and securing backend infrastructure to prevent costly performance pitfalls.
Semantic Research Tool — Performs semantic search and similar content discovery using the Exa API for researchers and developers.
Azure Python Deployer — This skill automates the deployment of Flask, Django, and FastAPI applications to Azure App Service Linux for developers streamlining their cloud infrastructure workflows.
Multi-Agent Code Review — Reviews code diffs for correctness, security, and performance using a coordinated team of specialized agents.
Qdrant Upgrade Assistant — This tool provides developers with step-by-step guidance for performing seamless, zero-downtime Qdrant version upgrades while maintaining full data integrity and compatibility.
Azure Maps Integration — This skill provides .NET developers with comprehensive location-based services, including geocoding, routing, and weather data, to enhance mapping capabilities within their applications.
Telegram Mini App Architect — Expert developer specializing in building, monetizing, and scaling high-performance Telegram Mini Apps integrated with the TON blockchain ecosystem for global users.
Typesense Search Guide — Learn to deploy and use Typesense, a typo-tolerant search engine, for building instant search experiences in your applications.
Enrichment Provider Evaluator — This tool helps operations teams analyze enrichment vendor performance, costs, and quality to optimize data routing and inform strategic contract decisions.
JavaScript Pattern Expert — This skill provides developers with modern ES6+ features and functional programming patterns to write clean, maintainable, and high-performance JavaScript code.
Artifact_testing — The skill verifies deliverables such as PDFs, PPTX, DOCX, XLSX, CSV, and web artifacts before release. It executes type‑specific gate scripts, performs render‑and‑look checks, and scans for leftover placeholders to ensure quality and compliance. Engineers, QA teams, and release managers rely on it to guarantee that artifacts meet standards before deployment.
Video CLIP Trainer — Fine-tunes InternVideo2-CLIP for video-text retrieval and classification, helping developers build multimodal AI models.
PostgreSQL Development Assistant — This assistant provides expert guidance on advanced PostgreSQL features, data types, and optimization patterns to help developers build high-performance, scalable database applications.
MCP Create Declarative Agent — Skill converted from mcp-create-declarative-agent.prompt.md
Deployment Specialist — Helps developers with C4 container-level system deployment tasks and best practices.
Jetpack Compose Architect — Provides expert architectural guidance and performance optimization strategies for Android developers building modern, scalable user interfaces with Jetpack Compose.
Vector Graphics Automator — This tool enables users to create, edit, and convert vector diagrams and technical drawings using LibreOffice Draw for streamlined graphics workflows.
Azure Developer CLI — This skill assists developers in designing, managing, and troubleshooting Azure Developer CLI projects by applying current Microsoft best practices and infrastructure configuration standards.
Unreal C++ Expert — This skill provides expert guidance for Unreal Engine 5 C++ development, helping developers write robust, performant, and standard-compliant code for complex game systems.
Conversion Landing Writer — Crafts high-converting, SEO-optimized landing pages for marketers and business owners by balancing human-centric persuasion with search and answer engine visibility.
Agent Skill Manager — Manage and discover agent capabilities within the Gemini Enterprise platform to streamline skill registration, lifecycle maintenance, and automated scaffolding for developers.
Audio Narrative Generator — Transforms text content into real-time audio narratives using Azure OpenAI's Realtime API.
Azure IoT Edge Developer — This skill assists developers in building, deploying, and managing robust Python-based IoT Edge modules for efficient telemetry processing and seamless cloud integration.