10 actions in 6 pieces of software · ranked by words, meaning and measured trust · 666 ms
skillqdrant/skillsrecord
- qdrant-monitoring
Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', 'set up alerts', 'cluster health check', or needs to set up Prometheus, Grafana, health chec
- qdrant-monitoring
skillqdrant/skillsrecord
- qdrant-performance-optimization
Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning configuration or capacity changes to improve speed and efficiency. For diagnosing an active production slowdown or analyzing live metrics, use qdrant-mo
- qdrant-performance-optimization
skillqdrant/skillsrecord
- 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 slow
- qdrant-advisor
skillqdrant/skillsrecord
- qdrant-skills
Agent skills for Qdrant vector search covering scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, and Java.
- qdrant-skills
libraryqdrant/qdrant-clientrecord11,978,802 downloads/month
- client
- search
- vector
- neural
- matching
- 6Qdrant Neo4j Crawl4AI MCP Serverfound in code, not yet checkedno passport yet
MCP serverBjornMelin/qdrant-neo4j-crawl4ai-mcp
- monitor_web_content
Start monitoring a web page for content changes.
- monitor_web_content
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.