Qdrant Search Quality
QdrantOfficial
A diagnostic guide for troubleshooting and optimizing search relevance in Qdrant vector databases.
Data and AIClaude CodeClaude appsOpenAI Codex+14 more
Apache-2.0GitHub stars of the source repository267
QdrantOfficial
@qdrant on GitHubSkills from Qdrant’s repositories that passed our trust, licence and security gates. Each keeps its author’s attribution.
Sources and trust
| Repository | Tier | Verdict | Authorship | Checked | Skills |
|---|---|---|---|---|---|
| qdrant/skills | Vendor | Approved · created 2026-01-29, pushed 2026-11-07, 267 stars | Written in-house | 2026-11-07 | 32 |
Files are mirrored only where the licence allows redistribution; otherwise we link to the source.
32 published skills
Qdrant Hybrid Search Prefetches
QdrantOfficial
Guide to configuring hybrid retrieval and multi-representation search using Qdrant prefetch queries.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Tenant Scaling
QdrantOfficial
Best practices for scaling multi-tenant architectures in Qdrant, focusing on performance and resource efficiency.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Hybrid Search Combining
QdrantOfficial
Guidelines for fusing multiple search results into a single ranked list using RRF, DBSF, or custom formulas.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Deployment Options
QdrantOfficial
A decision framework for selecting the appropriate Qdrant deployment model based on operational needs.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Multitenancy
QdrantOfficial
Architectural patterns for managing multi-tenant data isolation and resource allocation in Qdrant.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Model Migration
QdrantOfficial
A guide for migrating embedding models in Qdrant while maintaining production availability.
Cloud and DevOpsClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Vertical Scaling
QdrantOfficial
Best practices and decision criteria for vertically scaling Qdrant vector database nodes.
Cloud and DevOpsClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Hybrid Cloud Setup
QdrantOfficial
A comprehensive guide for deploying and managing Qdrant Hybrid Cloud on Kubernetes infrastructure.
Cloud and DevOpsClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Migration Tool
QdrantOfficial
Guides the use of the Qdrant Migration Tool CLI to transfer vector data from various databases into Qdrant.
Cloud and DevOpsClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Search Speed Optimization
QdrantOfficial
A diagnostic and optimization workflow for resolving performance bottlenecks in Qdrant vector search operations.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Scaling Qps
QdrantOfficial
Guidelines for optimizing Qdrant query throughput and scaling read capacity.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Search Quality Diagnosis
QdrantOfficial
A diagnostic framework for identifying and resolving search quality issues in Qdrant vector databases.
Software developmentClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Monitoring Debugging
QdrantOfficial
A diagnostic guide for troubleshooting Qdrant production performance, memory usage, and optimization issues using built-in metrics.
Cloud and DevOpsClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Scaling
QdrantOfficial
A routing guide for navigating Qdrant scaling strategies based on specific performance symptoms.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Sizing
QdrantOfficial
A systematic approach to calculating resource requirements for Qdrant deployments including RAM, disk, CPU, and node count.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Monitoring
QdrantOfficial
A routing guide for monitoring and troubleshooting Qdrant vector database deployments.
Cloud and DevOpsClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Version Upgrade
QdrantOfficial
A guide for safely upgrading Qdrant server and SDK versions while maintaining data integrity and service availability.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Horizontal Scaling
QdrantOfficial
Expert guidance on diagnosing and executing horizontal scaling strategies for Qdrant vector databases.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Managed Cloud Quickstart
QdrantOfficial
A guide to provisioning, connecting, and configuring Qdrant Managed Cloud clusters for development and production.
Cloud and DevOpsClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Clients SDK
QdrantOfficial
A guide to Qdrant client SDKs and API resources for vector database integration.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0Low riskGitHub stars of the source repository267
Qdrant Relevance Feedback
QdrantOfficial
Implement Qdrant Relevance Feedback to improve vector search quality by distilling feedback model signals directly into the search process.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Memory Usage Optimization
QdrantOfficial
A guide to diagnosing and optimizing memory usage in Qdrant vector databases.
Software developmentClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267
Qdrant Indexing Performance Optimization
QdrantOfficial
Diagnose and resolve performance bottlenecks in Qdrant vector database ingestion and indexing processes.
Data and AIClaude CodeClaude appsOpenAI Codex+14 moreApache-2.0GitHub stars of the source repository267