# Qdrant AI Agent Skills Qdrant publishes official AI agent skills for its tools, services, and developer workflows. Creating advanced vector search technology. Browse 31 official AI agent skills across 1 Qdrant repository, with install commands and source links. Official page: https://skillscout.sh/official/qdrant/ Markdown page: https://skillscout.sh/official/qdrant/qdrant_skills_skillscout.md Vendor website: https://qdrant.tech/ ## Prompt for your agent Fetch this Markdown manifest as plain text: https://skillscout.sh/official/qdrant/qdrant_skills_skillscout.md. If your browser cannot display the Markdown directly, use curl or another text fetcher. Recommend the relevant Qdrant skills package or packages for my goal, explain which individual skills matter, and wait for my approval. After I approve, install with the npx command. If no project is open, install it as an agent skill I can use later. ## Skills packages ### qdrant/skills Includes 31 official skills: qdrant-clients-sdk, qdrant-search-quality, qdrant-performance-optimization, qdrant-monitoring, qdrant-scaling, qdrant-deployment-options. Install: ```bash npx skills add qdrant/skills -y ``` Source: https://github.com/qdrant/skills ## Individual skills ### qdrant-clients-sdk Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-clients-sdk -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-clients-sdk ### qdrant-search-quality Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-search-quality -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-search-quality ### qdrant-performance-optimization Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-performance-optimization -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-performance-optimization ### qdrant-monitoring Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-monitoring -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-monitoring ### qdrant-scaling Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-scaling -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-scaling ### qdrant-deployment-options Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-deployment-options -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-deployment-options ### qdrant-model-migration Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-model-migration -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-model-migration ### qdrant-version-upgrade Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-version-upgrade -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-version-upgrade ### qdrant-advisor Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-advisor -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/meta/qdrant-advisor ### qdrant-edge Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-edge -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-edge ### qdrant-multitenancy Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-multitenancy -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-multitenancy ### qdrant-sizing Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@qdrant-sizing -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-sizing ### minimize-latency Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@minimize-latency -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-scaling/minimize-latency ### hybrid-search Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@hybrid-search -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-search-quality/search-strategies/hybrid-search ### search-strategies Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@search-strategies -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-search-quality/search-strategies ### debugging Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@debugging -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-monitoring/debugging ### diagnosis Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@diagnosis -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-search-quality/diagnosis ### horizontal-scaling Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@horizontal-scaling -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-scaling/scaling-data-volume/horizontal-scaling ### indexing-performance-optimization Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@indexing-performance-optimization -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-performance-optimization/indexing-performance-optimization ### memory-usage-optimization Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@memory-usage-optimization -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-performance-optimization/memory-usage-optimization ### qdrant-monitoring-setup Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@setup -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-monitoring/setup ### scaling-data-volume Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@scaling-data-volume -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-scaling/scaling-data-volume ### scaling-qps Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@scaling-qps -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-scaling/scaling-qps ### scaling-query-volume Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@scaling-query-volume -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-scaling/scaling-query-volume ### search-speed-optimization Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@search-speed-optimization -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-performance-optimization/search-speed-optimization ### sliding-time-window Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@sliding-time-window -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-scaling/scaling-data-volume/sliding-time-window ### tenant-scaling Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@tenant-scaling -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-scaling/scaling-data-volume/tenant-scaling ### vertical-scaling Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@vertical-scaling -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-scaling/scaling-data-volume/vertical-scaling ### relevance-feedback Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@relevance-feedback -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-search-quality/search-strategies/relevance-feedback ### combining-searches Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@combining-searches -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-search-quality/search-strategies/hybrid-search/combining-searches ### search-types Official Qdrant skill from qdrant/skills. Install: ```bash npx skills add qdrant/skills@search-types -y ``` Package: qdrant/skills Source: https://github.com/qdrant/skills/tree/HEAD/skills/qdrant-search-quality/search-strategies/hybrid-search/search-types ## qdrant/skills package overview Includes 31 official skills: qdrant-clients-sdk, qdrant-search-quality, qdrant-performance-optimization, qdrant-monitoring, qdrant-scaling, qdrant-deployment-options. ### Top skills in this package - qdrant-clients-sdk: Official Qdrant skill from qdrant/skills. - qdrant-search-quality: Official Qdrant skill from qdrant/skills. - qdrant-performance-optimization: Official Qdrant skill from qdrant/skills. - qdrant-monitoring: Official Qdrant skill from qdrant/skills. - qdrant-scaling: Official Qdrant skill from qdrant/skills. - qdrant-deployment-options: Official Qdrant skill from qdrant/skills. - qdrant-model-migration: Official Qdrant skill from qdrant/skills. - qdrant-version-upgrade: Official Qdrant skill from qdrant/skills. ### Install Install the full package: ```bash npx skills add qdrant/skills -y ``` Install a specific skill: ```bash npx skills add qdrant/skills@qdrant-clients-sdk -y ``` Use the package when you want your agent to choose the relevant skill from this official repository. Source: https://github.com/qdrant/skills#readme