# Qdrant Docs > Comprehensive reference documentation for Qdrant Docs. - Skill: `knuckles-team/qdrant-docs` (Agent Skill, multi-file: 130 files) - Install (CLI): `npx skillmds@latest add knuckles-team/qdrant-docs` - Raw SKILL.md: https://api.skillmd.com/api/skills/knuckles-team/qdrant-docs/raw - Safety review: pending - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: Docs & Writing - Author: Knuckles-Team (https://skillmd.com/u/knuckles-team) - Updated: 2026-09-17 - Page: https://skillmd.com/skills/knuckles-team/qdrant-docs --- # Qdrant Docs Documentation Comprehensive reference documentation for Qdrant Docs. **Original Sources**: - [https://qdrant.tech/documentation/](https://qdrant.tech/documentation/) **Contains**: 128 markdown files with full folder structure (crawled at depth 2). *Last updated: March 08, 2026* ## 📚 Table of Contents - 📁 **concepts_collections/** - 📁 **httpsqdrant.techdocumentationconceptscollectionscollectionsCollections/** - [About Cookies On This Site](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/About-cookies-on-this-site.md) - [Privacy Preference Center](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/Privacy-Preference-Center.md) - [Httpsqdrant.Techdocumentationconceptscollectionscheck Collection Existencecheck Collection Existence](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionschec-85fac356.md) - [Httpsqdrant.Techdocumentationconceptscollectionscollection Aliasescollection Aliases](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionscoll-773ed46a.md) - [Httpsqdrant.Techdocumentationconceptscollectionscollection Infocollection Info](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionscoll-629c7061.md) - [Httpsqdrant.Techdocumentationconceptscollectionscreate A Collectioncreate A Collection](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionscrea-a266f8bd.md) - [Httpsqdrant.Techdocumentationconceptscollectionsdelete Collectiondelete Collection](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionsdele-d3af52dd.md) - [Httpsqdrant.Techdocumentationconceptscollectionssetting Up Multitenancysetting Up Multitenancy](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionssett-d38f1a3d.md) - [Httpsqdrant.Techdocumentationconceptscollectionsupdate Collection Parametersupdate Collection Parameters](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionsupda-e901f465.md) - [Concepts Collections](reference/concepts_collections/concepts_collections.md) - [[](https://qdrant.tech/documentation/concepts/collections/#collections)Collections](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscoll-f68b195d.md) - [Table of Contents](reference/concepts_collections/toc.md) - 📁 **concepts_indexing/** - 📁 **httpsqdrant.techdocumentationconceptsindexingindexingIndexing/** - [About Cookies On This Site](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/About-cookies-on-this-site.md) - [Privacy Preference Center](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/Privacy-Preference-Center.md) - [Httpsqdrant.Techdocumentationconceptsindexingfull Text Indexfull Text Index](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/httpsqdrant.techdocumentationconceptsindexingfull-te-70f04cf8.md) - [Httpsqdrant.Techdocumentationconceptsindexingpayload Indexpayload Index](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/httpsqdrant.techdocumentationconceptsindexingpayload-548d95eb.md) - [Httpsqdrant.Techdocumentationconceptsindexingsparse Vector Indexsparse Vector Index](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/httpsqdrant.techdocumentationconceptsindexingsparse--611e591c.md) - [Httpsqdrant.Techdocumentationconceptsindexingvector Indexvector Index](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/httpsqdrant.techdocumentationconceptsindexingvector--fe20beef.md) - [Concepts Indexing](reference/concepts_indexing/concepts_indexing.md) - [[](https://qdrant.tech/documentation/concepts/indexing/#indexing)Indexing](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing.md) - [Table of Contents](reference/concepts_indexing/toc.md) - 📁 **concepts_payload/** - [Concepts Payload](reference/concepts_payload/concepts_payload.md) - [[](https://qdrant.tech/documentation/concepts/payload/#payload)Payload](reference/concepts_payload/httpsqdrant.techdocumentationconceptspayloadpayloadPayload.md) - [Table of Contents](reference/concepts_payload/toc.md) - 📁 **concepts_points/** - 📁 **httpsqdrant.techdocumentationconceptspointspointsPoints/** - [About Cookies On This Site](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/About-cookies-on-this-site.md) - [Privacy Preference Center](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/Privacy-Preference-Center.md) - [Httpsqdrant.Techdocumentationconceptspointsawaiting Resultawaiting Result](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsawaiting--5ee78d21.md) - [Httpsqdrant.Techdocumentationconceptspointsbatch Updatebatch Update](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsbatch-upd-cb822970.md) - [Httpsqdrant.Techdocumentationconceptspointsconditional Updatesconditional Updates](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointscondition-3523a819.md) - [Httpsqdrant.Techdocumentationconceptspointscounting Pointscounting Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointscounting--820e436f.md) - [Httpsqdrant.Techdocumentationconceptspointsdelete Pointsdelete Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsdelete-po-fcf8adfa.md) - [Httpsqdrant.Techdocumentationconceptspointsmodify Pointsmodify Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsmodify-po-5decb0c4.md) - [Httpsqdrant.Techdocumentationconceptspointspoint Idspoint Ids](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointspoint-idsPoint-IDs.md) - [Httpsqdrant.Techdocumentationconceptspointsretrieve Pointsretrieve Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsretrieve--07c3a96f.md) - [Httpsqdrant.Techdocumentationconceptspointsscroll Pointsscroll Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsscroll-po-e374f657.md) - [Httpsqdrant.Techdocumentationconceptspointsupload Pointsupload Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsupload-po-1eb4d590.md) - [Httpsqdrant.Techdocumentationconceptspointsvectorsvectors](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsvectorsVectors.md) - [Concepts Points](reference/concepts_points/concepts_points.md) - [[](https://qdrant.tech/documentation/concepts/points/#points)Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints.md) - [Table of Contents](reference/concepts_points/toc.md) - 📁 **guides_quantization/** - 📁 **httpsqdrant.techdocumentationguidesquantizationquantizationQuantization/** - [About Cookies On This Site](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/About-cookies-on-this-site.md) - [Privacy Preference Center](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/Privacy-Preference-Center.md) - [Httpsqdrant.Techdocumentationguidesquantizationbinary Quantizationbinary Quantization](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/httpsqdrant.techdocumentationguidesquantizationbinar-2c5ccbca.md) - [Httpsqdrant.Techdocumentationguidesquantizationhow To Choose The Right Quantization Methodhow To Choose The Right Quantization Method](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/httpsqdrant.techdocumentationguidesquantizationhow-t-a12cf424.md) - [Httpsqdrant.Techdocumentationguidesquantizationproduct Quantizationproduct Quantization](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/httpsqdrant.techdocumentationguidesquantizationprodu-39f7fe99.md) - [Httpsqdrant.Techdocumentationguidesquantizationquantization Tipsquantization Tips](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/httpsqdrant.techdocumentationguidesquantizationquant-2c7b2103.md) - [Httpsqdrant.Techdocumentationguidesquantizationscalar Quantizationscalar Quantization](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/httpsqdrant.techdocumentationguidesquantizationscala-2d9e369a.md) - [Httpsqdrant.Techdocumentationguidesquantizationsetting Up Quantization In Qdrantsetting Up Quantization In Qdrant](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/httpsqdrant.techdocumentationguidesquantizationsetti-c9df433b.md) - [Guides Quantization](reference/guides_quantization/guides_quantization.md) - [[](https://qdrant.tech/documentation/guides/quantization/#quantization)Quantization](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquant-c8d6cdb9.md) - [Table of Contents](reference/guides_quantization/toc.md) - 📁 **guides_text-search/** - [About Cookies On This Site](reference/guides_text-search/About-cookies-on-this-site.md) - [Privacy Preference Center](reference/guides_text-search/Privacy-Preference-Center.md) - [Guides Text Search](reference/guides_text-search/guides_text-search.md) - [Httpsqdrant.Techdocumentationguidestext Searchcombining Semantic And Lexical Search With Hybrid Searchcombining Semantic And Lexical Search With Hybrid Search](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchcombin-2d7163a0.md) - [Httpsqdrant.Techdocumentationguidestext Searchconclusionconclusion](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchconclu-ac8fc932.md) - [Httpsqdrant.Techdocumentationguidestext Searchfilteringfiltering Pt1](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchfilter-23bb2e2a.md) - [Httpsqdrant.Techdocumentationguidestext Searchfilteringfiltering Pt2](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchfilter-7c57d9ba.md) - [Httpsqdrant.Techdocumentationguidestext Searchfilteringfiltering Pt3](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchfilter-1a1cf739.md) - [Httpsqdrant.Techdocumentationguidestext Searchfull Text Searchfull Text Search](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchfull-t-2ded306f.md) - [Httpsqdrant.Techdocumentationguidestext Searchtext Searchtext Search](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchtext-s-bac43a87.md) - [Table of Contents](reference/guides_text-search/toc.md) - [Build](reference/build.md) - [Cloud Intro](reference/cloud-intro.md) - [Concepts](reference/concepts.md) - [Concepts Explore](reference/concepts_explore.md) - [Concepts Filtering](reference/concepts_filtering.md) - [Concepts Hybrid Queries](reference/concepts_hybrid-queries.md) - [Concepts Inference](reference/concepts_inference.md) - [Concepts Optimizer](reference/concepts_optimizer.md) - [Concepts Search Relevance](reference/concepts_search-relevance.md) - [Concepts Search](reference/concepts_search.md) - [Concepts Snapshots](reference/concepts_snapshots.md) - [Concepts Storage](reference/concepts_storage.md) - [Concepts Vectors](reference/concepts_vectors.md) - [Documentation](reference/documentation.md) - [Edge](reference/edge.md) - [Edge Edge Data Synchronization Patterns](reference/edge_edge-data-synchronization-patterns.md) - [Edge Edge Fastembed Embeddings](reference/edge_edge-fastembed-embeddings.md) - [Edge Edge Quickstart](reference/edge_edge-quickstart.md) - [Edge Edge Synchronization Guide](reference/edge_edge-synchronization-guide.md) - [Faq Database Optimization](reference/faq_database-optimization.md) - [Faq Qdrant Fundamentals](reference/faq_qdrant-fundamentals.md) - [Fastembed](reference/fastembed.md) - [Fastembed Fastembed Colbert](reference/fastembed_fastembed-colbert.md) - [Fastembed Fastembed Minicoil](reference/fastembed_fastembed-minicoil.md) - [Fastembed Fastembed Postprocessing](reference/fastembed_fastembed-postprocessing.md) - [Fastembed Fastembed Quickstart](reference/fastembed_fastembed-quickstart.md) - [Fastembed Fastembed Rerankers](reference/fastembed_fastembed-rerankers.md) - [Fastembed Fastembed Semantic Search](reference/fastembed_fastembed-semantic-search.md) - [Fastembed Fastembed Splade](reference/fastembed_fastembed-splade.md) - [Guides Administration](reference/guides_administration.md) - [Guides Capacity Planning](reference/guides_capacity-planning.md) - [Guides Common Errors](reference/guides_common-errors.md) - [Guides Configuration](reference/guides_configuration.md) - [Guides Distributed Deployment](reference/guides_distributed_deployment.md) - [Guides Installation](reference/guides_installation.md) - [Guides Low Latency Search](reference/guides_low-latency-search.md) - [Guides Monitoring](reference/guides_monitoring.md) - [Guides Multiple Partitions](reference/guides_multiple-partitions.md) - [Guides Multitenancy](reference/guides_multitenancy.md) - [Guides Optimize](reference/guides_optimize.md) - [Guides Running With Gpu](reference/guides_running-with-gpu.md) - [Guides Security](reference/guides_security.md) - [Guides Usage Statistics](reference/guides_usage-statistics.md) - [Interfaces](reference/interfaces.md) - [Overview](reference/overview.md) - [Overview Vector Search](reference/overview_vector-search.md) - [Tutorials Develop Async Api](reference/tutorials-develop_async-api.md) - [Tutorials Develop Bulk Upload](reference/tutorials-develop_bulk-upload.md) - [Tutorials Lp Overview](reference/tutorials-lp-overview.md) - [Tutorials Operations](reference/tutorials-operations.md) - [Tutorials Operations Create Snapshot](reference/tutorials-operations_create-snapshot.md) - [Tutorials Operations Embedding Model Migration](reference/tutorials-operations_embedding-model-migration.md) - [Tutorials Operations Large Scale Search](reference/tutorials-operations_large-scale-search.md) - [Tutorials Operations Migration](reference/tutorials-operations_migration.md) - [Tutorials Search Engineering](reference/tutorials-search-engineering.md) - [Tutorials Search Engineering Code Search](reference/tutorials-search-engineering_code-search.md) - [Tutorials Search Engineering Collaborative Filtering](reference/tutorials-search-engineering_collaborative-filtering.md) - [Tutorials Search Engineering Hybrid Search Fastembed](reference/tutorials-search-engineering_hybrid-search-fastembed.md) - [Tutorials Search Engineering Neural Search](reference/tutorials-search-engineering_neural-search.md) - [Tutorials Search Engineering Pdf Retrieval At Scale](reference/tutorials-search-engineering_pdf-retrieval-at-scale.md) - [Tutorials Search Engineering Reranking Hybrid Search](reference/tutorials-search-engineering_reranking-hybrid-search.md) - [Tutorials Search Engineering Retrieval Quality](reference/tutorials-search-engineering_retrieval-quality.md) - [Tutorials Search Engineering Static Embeddings](reference/tutorials-search-engineering_static-embeddings.md) - [Tutorials Search Engineering Using Multivector Representations](reference/tutorials-search-engineering_using-multivector-repre-ba14dd23.md) - [Tutorials Search Engineering Using Relevance Feedback](reference/tutorials-search-engineering_using-relevance-feedback.md) - [Web Ui](reference/web-ui.md) ## 🤖 Agent Usage Guide - When the user asks anything about **Qdrant Docs**, consult the reference files. - Prefer exact quotes and direct links to the relevant file/section. - The hierarchical TOC above makes navigation fast and intuitive. - All images and assets are preserved so links work perfectly.