Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my…
Expert-level Apache Kafka, event streaming, Kafka Streams, and distributed messaging
Expert-level Flask web development, REST APIs, extensions, and production deployment
Guides Qdrant data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much data', 'need more storage', 'vertical or horizontal scaling', 'tenant…
Different techniques to optimize the performance of Qdrant, including indexing strategies, query optimization, and hardware considerations.
Tracing & incident analyzer: traces why a feature doesn't work after deploy, locates the root cause in code across all layers (frontend → API → backend → DB), generates PlantUML…
Design and prototype in Paper Design (app.paper.design) — read/write designs via MCP, convert to React/Tailwind code, import HTML/CSS, sync design tokens.
Expert-level IoT systems, embedded devices, edge computing, and IoT protocols
Expert-level cloud financial operations, cost optimization, and cloud economics
Diagnoses and fixes slow Qdrant indexing and data ingestion. Use when someone reports 'uploads are slow', 'indexing takes forever', 'optimizer is stuck', 'HNSW build time too…
Mid-conversation reflection skill that pauses execution and zooms out from detail-mode to honestly reassess direction, assumptions, and bias.
Design systems, component libraries, responsive UI/UX, accessibility. Build premium interfaces that enterprise clients expect.
Expert in AI engineering development environments, tooling, and workflows from the AI Engineering from Scratch curriculum. Use when you need help with setup and tooling.
Solve a small tabular MDP exactly via policy iteration or value iteration. Report convergence behavior. Use when you need help with dp solver.
LLM Wiki pattern + Cognee tarzı hibrit hafıza — Vector (ChromaDB) + Graph (Neo4j/NetworkX) + Relational (SQLite) üçlüsü.
Profile and audit mobile app performance -- cold/warm/hot startup time, memory leaks, battery drain, network efficiency, frame rate jank, and binary size.
Generate an aggregate agent quality report from evaluation results, showing scores, regressions, and recommendations
Create optimized Dockerfiles with multi-stage builds, security hardening, layer caching, and health checks.
Assist with Kubernetes interactions including debugging (kubectl logs, describe, exec, port-forward), resource management (deployments, services, configmaps, secrets), and cluster…
Go coding standards and style conventions grounded in Effective Go, Go Code Review Comments, and production-proven idioms.
Expert in the Vercel AI SDK. Covers Core API (generateText, streamText), UI hooks (useChat, useCompletion), tool calling, and streaming UI components with React and Next.js.
Platform APIs for model management, pricing, and usage tracking. Use when you need help with fal platform.
Use when the user wants to batch evaluate multiple content pieces — run the eval pipeline across an entire content library, campaign assets, or set of deliverables to get a…
Comprehensive web, mobile, and backend development workflow bundling frontend, backend, full-stack, and mobile development skills for end-to-end application delivery.
Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio).
Design de handoffs fluides entre agents — transfert de contexte, d'état et de responsabilité. Se déclenche avec "handoff", "transfert agent", "agent handoff", "passer la — from…
Patterns d'utilisation Redis pour le cache, pub/sub, streams et sessions. Se déclenche avec "Redis", "cache distribué", "pub/sub Redis", "Redis streams", "session store — from…
Diagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput too low', 'filtered search is…
Guides Qdrant query latency optimization. Use when someone asks 'search is slow', 'how to reduce latency', 'p99 is too high', 'tail latency', 'single query too slow', 'how to make…
RFC compliance validator for Token Administration Console implementations - OAuth 2.0, Bearer Token, Token Introspection.
Java coding standards for Spring Boot services: naming, immutability, Optional usage, streams, exceptions, generics, and project layout.
Plan a strategic roadmap across prioritization, epic definition, stakeholder alignment, and sequencing. Use when turning strategy into a release plan that teams can execute.
Pick an action format (discrete bin, FAST, flow-matching, dual-system) and VLA family (RT-2, OpenVLA, π0, GR00T) for a robot task.
Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text/image analysis, blocklist management, or harm detection for hate,…
Guides Qdrant query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughput', 'queries per second too low', 'batch search', 'read replicas',…
Django architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.
Use when optimizing database queries, indexes, N+1 problems, slow queries, or analyzing query performance.
Pick attention implementation, KV cache strategy, quantization, and speculative decoding for a new inference deployment. Use when you need help with inference optimizer.
Automate Raisely tasks via Rube MCP (Composio). Always search tools first for current schemas. Use when you need help with raisely automation. — from anubhavg-icpl/vibe
Comprehensive Bun runtime expertise covering all major features. Use when working with Bun projects, migrating from Node.js, or leveraging Bun-specific APIs.
Guides Qdrant query volume scaling. Use when someone asks 'query returns too many results', 'scroll performance', 'large limit values', 'paginating search results', 'fetching many…
Deep expertise in code-specific embedding models — voyage-code-3, jina-embeddings-v2-base-code, jina-code-embeddings, CodeRankEmbed, GraphCodeBERT.
Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient r — from…
Codified expertise for production scheduling, job sequencing, line balancing, changeover optimisation, and bottleneck resolution in discrete and batch manufacturing.
Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propo — from…
Design spec with 98 rules for building CLI tools that AI agents can safely use. Covers structured JSON output, error handling, input contracts, safety guardrails, exit co — from…
You are an expert in Prisma ORM with deep knowledge of schema design, migrations, query optimization, relations modeling, and database operations across PostgreSQL, MySQL, and…
Flutter development for screens, features, and business logic. USE WHEN: creating screens, implementing navigation, adding AppServices, fixing bugs, state management, RBAC…
Create and manage production-ready Grafana dashboards for comprehensive system observability. Use when you need help with grafana dashboards. — from anubhavg-icpl/vibe
Redis expert for data structures, caching patterns, Lua scripting, and cluster operations
Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory leak', or asks 'why is memory…
Design a long-context evaluation battery for a given model and use case. Use when you need help with long context eval.
Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity.
MCP server development including tool design, resource endpoints, prompt templates, and transport configuration
Bun runtime patterns and best practices. Package management, bundling, testing, scripts. Use when working with Bun as the JavaScript runtime.
Build Unity games with optimized C# scripts, efficient rendering, and proper asset management. Masters Unity 6 LTS, URP/HDRP pipelines, and cross-platform deployment.
Generate and track compliance matrices for RFP requirements. Use when building requirements tracking features, implementing compliance checklists, or ensuring proposal coverage.
Terraform infrastructure-as-code agent skill and plugin for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw.
Extract design systems from reference UI images and generate implementation-ready UI design prompts. Use when users provide UI screenshots/mockups and want to create cons — from…
Mobile development patterns for React Native and Flutter including navigation, state management, and responsive design