Skills and MCP tagged “qdrant”

omni-settings cheaper-inference skill Inspects and updates global OmniRoute settings, including system prompts, thinking budgets, IP filters, and proxy rules. Claude Code CX Codex Cursor +1 999installs rag-architect https://github.com/Jeffallan skill Designs production RAG systems: chunks documents, generates embeddings, configures vector stores, builds hybrid search pipelines, and evaluates retrieval quality. Claude Code CX Codex Cursor +1 4,700installs qdrant-search-quality official github skill Diagnoses why Qdrant returns irrelevant matches and points to ways to improve search quality. Useful after an embedding model change or as your data grows. GitHub Copilot 61installs qdrant-scaling official github skill Guides Qdrant scaling decisions across data volume, query throughput, latency, and result payload sizes. GitHub Copilot 61installs qdrant-performance-optimization official github skill This skill maps Qdrant performance work across search speed, index building, and memory use. Use it when a deployment needs a focused performance review. GitHub Copilot 61installs qdrant-model-migration official github skill This skill guides Qdrant embedding-model migrations without taking search offline. Use it when changing providers, vector dimensions, or moving from dense to hybrid search. GitHub Copilot 61installs qdrant-deployment-options official github skill Guides the choice between Qdrant deployment types based on latency, operational overhead, and data residency needs. GitHub Copilot 61installs qdrant-clients-sdk official github skill This skill guides Qdrant integration through official SDKs and APIs. Use it when building with Python, TypeScript, Rust, Go, .NET, or Java. GitHub Copilot 61installs qdrant-monitoring official github skill Guides Qdrant observability setup and incident diagnostics through metrics. Useful when search requests slow down or memory usage spikes. GitHub Copilot 60installs qdrant-version-upgrade official github skill Provides rules for upgrading Qdrant and its SDK without downtime or data corruption. Helps plan rolling cluster upgrades and multi-version storage migrations. GitHub Copilot 59installs