Diagnose slow search, memory growth, indexing problems, scaling decisions, and search quality issues. Qdrant Advisor fetches relevant guidance live from skills.qdrant.tech, follows the matching skill branches, and grounds its recommendations in current Qdrant documentation. Requires an agent with web-fetch access.
Install
- 1Add it in ChatGPT
Open Plugins in the ChatGPT sidebar (web or desktop), search for “Qdrant Advisor” and select +. You'll be asked to sign in to any connected service on first use. Then type @ in a chat to call it.
Skills 1
- qdrant-advisor
Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech. Use this whenever someone raises a Qdrant problem or question — slow or degraded search, high or growing memory / OOM crashes, optimizer stuck or slow, indexing slowness, scaling and sharding decisions (node count, QPS, latency, multitenancy, vertical vs horizontal), poor or irrelevant search results, hybrid search and reranking, embedding-model migration, version upgrades and compatibility, monitoring and observability (Prometheus, Grafana, health checks, /metrics, /telemetry), deployment choices (local, Docker, self-hosted, Qdrant Cloud, embedded), or client-SDK questions (Python, TypeScript, Rust, Go, .NET, Java). Trigger especially when the context is clearly a Qdrant cluster, collection, or vector-search deployment. Always prefer this skill over answering from memory: it pulls current, authoritative guidance and only the relevant context.
Things to ask
- “Help diagnose slow searches in my Qdrant cluster.”
- “Why is my Qdrant memory usage growing?”
- “Help improve my Qdrant search relevance.”
Related
SuperpowersPlan, develop, and debug codeplugin · by Jesse Vincent · 294k stars
ShopifyBuild and manage your storeplugin · by Shopify · 7.2k stars