File contents 1 --- 2 name: qdrant-docs 3 description: Comprehensive reference documentation for Qdrant Docs. 4 --- 5 6 # Qdrant Docs Documentation 7 8 Comprehensive reference documentation for Qdrant Docs. 9 10 **Original Sources**: 11 - [https://qdrant.tech/documentation/](https://qdrant.tech/documentation/) 12 13 **Contains**: 128 markdown files with full folder structure (crawled at depth 2). 14 *Last updated: March 08, 2026* 15 16 ## 📚 Table of Contents 17 18 - 📁 **concepts_collections/** 19 - 📁 **httpsqdrant.techdocumentationconceptscollectionscollectionsCollections/** 20 - [About Cookies On This Site](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/About-cookies-on-this-site.md) 21 - [Privacy Preference Center](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/Privacy-Preference-Center.md) 22 - [Httpsqdrant.Techdocumentationconceptscollectionscheck Collection Existencecheck Collection Existence](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionschec-85fac356.md) 23 - [Httpsqdrant.Techdocumentationconceptscollectionscollection Aliasescollection Aliases](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionscoll-773ed46a.md) 24 - [Httpsqdrant.Techdocumentationconceptscollectionscollection Infocollection Info](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionscoll-629c7061.md) 25 - [Httpsqdrant.Techdocumentationconceptscollectionscreate A Collectioncreate A Collection](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionscrea-a266f8bd.md) 26 - [Httpsqdrant.Techdocumentationconceptscollectionsdelete Collectiondelete Collection](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionsdele-d3af52dd.md) 27 - [Httpsqdrant.Techdocumentationconceptscollectionssetting Up Multitenancysetting Up Multitenancy](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionssett-d38f1a3d.md) 28 - [Httpsqdrant.Techdocumentationconceptscollectionsupdate Collection Parametersupdate Collection Parameters](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscollect-17f4a59a/httpsqdrant.techdocumentationconceptscollectionsupda-e901f465.md) 29 - [Concepts Collections](reference/concepts_collections/concepts_collections.md) 30 - [[](https://qdrant.tech/documentation/concepts/collections/#collections)Collections](reference/concepts_collections/httpsqdrant.techdocumentationconceptscollectionscoll-f68b195d.md) 31 - [Table of Contents](reference/concepts_collections/toc.md) 32 - 📁 **concepts_indexing/** 33 - 📁 **httpsqdrant.techdocumentationconceptsindexingindexingIndexing/** 34 - [About Cookies On This Site](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/About-cookies-on-this-site.md) 35 - [Privacy Preference Center](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/Privacy-Preference-Center.md) 36 - [Httpsqdrant.Techdocumentationconceptsindexingfull Text Indexfull Text Index](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/httpsqdrant.techdocumentationconceptsindexingfull-te-70f04cf8.md) 37 - [Httpsqdrant.Techdocumentationconceptsindexingpayload Indexpayload Index](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/httpsqdrant.techdocumentationconceptsindexingpayload-548d95eb.md) 38 - [Httpsqdrant.Techdocumentationconceptsindexingsparse Vector Indexsparse Vector Index](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/httpsqdrant.techdocumentationconceptsindexingsparse--611e591c.md) 39 - [Httpsqdrant.Techdocumentationconceptsindexingvector Indexvector Index](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing/httpsqdrant.techdocumentationconceptsindexingvector--fe20beef.md) 40 - [Concepts Indexing](reference/concepts_indexing/concepts_indexing.md) 41 - [[](https://qdrant.tech/documentation/concepts/indexing/#indexing)Indexing](reference/concepts_indexing/httpsqdrant.techdocumentationconceptsindexingindexingIndexing.md) 42 - [Table of Contents](reference/concepts_indexing/toc.md) 43 - 📁 **concepts_payload/** 44 - [Concepts Payload](reference/concepts_payload/concepts_payload.md) 45 - [[](https://qdrant.tech/documentation/concepts/payload/#payload)Payload](reference/concepts_payload/httpsqdrant.techdocumentationconceptspayloadpayloadPayload.md) 46 - [Table of Contents](reference/concepts_payload/toc.md) 47 - 📁 **concepts_points/** 48 - 📁 **httpsqdrant.techdocumentationconceptspointspointsPoints/** 49 - [About Cookies On This Site](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/About-cookies-on-this-site.md) 50 - [Privacy Preference Center](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/Privacy-Preference-Center.md) 51 - [Httpsqdrant.Techdocumentationconceptspointsawaiting Resultawaiting Result](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsawaiting--5ee78d21.md) 52 - [Httpsqdrant.Techdocumentationconceptspointsbatch Updatebatch Update](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsbatch-upd-cb822970.md) 53 - [Httpsqdrant.Techdocumentationconceptspointsconditional Updatesconditional Updates](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointscondition-3523a819.md) 54 - [Httpsqdrant.Techdocumentationconceptspointscounting Pointscounting Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointscounting--820e436f.md) 55 - [Httpsqdrant.Techdocumentationconceptspointsdelete Pointsdelete Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsdelete-po-fcf8adfa.md) 56 - [Httpsqdrant.Techdocumentationconceptspointsmodify Pointsmodify Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsmodify-po-5decb0c4.md) 57 - [Httpsqdrant.Techdocumentationconceptspointspoint Idspoint Ids](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointspoint-idsPoint-IDs.md) 58 - [Httpsqdrant.Techdocumentationconceptspointsretrieve Pointsretrieve Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsretrieve--07c3a96f.md) 59 - [Httpsqdrant.Techdocumentationconceptspointsscroll Pointsscroll Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsscroll-po-e374f657.md) 60 - [Httpsqdrant.Techdocumentationconceptspointsupload Pointsupload Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsupload-po-1eb4d590.md) 61 - [Httpsqdrant.Techdocumentationconceptspointsvectorsvectors](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints/httpsqdrant.techdocumentationconceptspointsvectorsVectors.md) 62 - [Concepts Points](reference/concepts_points/concepts_points.md) 63 - [[](https://qdrant.tech/documentation/concepts/points/#points)Points](reference/concepts_points/httpsqdrant.techdocumentationconceptspointspointsPoints.md) 64 - [Table of Contents](reference/concepts_points/toc.md) 65 - 📁 **guides_quantization/** 66 - 📁 **httpsqdrant.techdocumentationguidesquantizationquantizationQuantization/** 67 - [About Cookies On This Site](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/About-cookies-on-this-site.md) 68 - [Privacy Preference Center](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/Privacy-Preference-Center.md) 69 - [Httpsqdrant.Techdocumentationguidesquantizationbinary Quantizationbinary Quantization](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/httpsqdrant.techdocumentationguidesquantizationbinar-2c5ccbca.md) 70 - [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) 71 - [Httpsqdrant.Techdocumentationguidesquantizationproduct Quantizationproduct Quantization](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/httpsqdrant.techdocumentationguidesquantizationprodu-39f7fe99.md) 72 - [Httpsqdrant.Techdocumentationguidesquantizationquantization Tipsquantization Tips](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/httpsqdrant.techdocumentationguidesquantizationquant-2c7b2103.md) 73 - [Httpsqdrant.Techdocumentationguidesquantizationscalar Quantizationscalar Quantization](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/httpsqdrant.techdocumentationguidesquantizationscala-2d9e369a.md) 74 - [Httpsqdrant.Techdocumentationguidesquantizationsetting Up Quantization In Qdrantsetting Up Quantization In Qdrant](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquantiza-c73c0adb/httpsqdrant.techdocumentationguidesquantizationsetti-c9df433b.md) 75 - [Guides Quantization](reference/guides_quantization/guides_quantization.md) 76 - [[](https://qdrant.tech/documentation/guides/quantization/#quantization)Quantization](reference/guides_quantization/httpsqdrant.techdocumentationguidesquantizationquant-c8d6cdb9.md) 77 - [Table of Contents](reference/guides_quantization/toc.md) 78 - 📁 **guides_text-search/** 79 - [About Cookies On This Site](reference/guides_text-search/About-cookies-on-this-site.md) 80 - [Privacy Preference Center](reference/guides_text-search/Privacy-Preference-Center.md) 81 - [Guides Text Search](reference/guides_text-search/guides_text-search.md) 82 - [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) 83 - [Httpsqdrant.Techdocumentationguidestext Searchconclusionconclusion](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchconclu-ac8fc932.md) 84 - [Httpsqdrant.Techdocumentationguidestext Searchfilteringfiltering Pt1](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchfilter-23bb2e2a.md) 85 - [Httpsqdrant.Techdocumentationguidestext Searchfilteringfiltering Pt2](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchfilter-7c57d9ba.md) 86 - [Httpsqdrant.Techdocumentationguidestext Searchfilteringfiltering Pt3](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchfilter-1a1cf739.md) 87 - [Httpsqdrant.Techdocumentationguidestext Searchfull Text Searchfull Text Search](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchfull-t-2ded306f.md) 88 - [Httpsqdrant.Techdocumentationguidestext Searchtext Searchtext Search](reference/guides_text-search/httpsqdrant.techdocumentationguidestext-searchtext-s-bac43a87.md) 89 - [Table of Contents](reference/guides_text-search/toc.md) 90 - [Build](reference/build.md) 91 - [Cloud Intro](reference/cloud-intro.md) 92 - [Concepts](reference/concepts.md) 93 - [Concepts Explore](reference/concepts_explore.md) 94 - [Concepts Filtering](reference/concepts_filtering.md) 95 - [Concepts Hybrid Queries](reference/concepts_hybrid-queries.md) 96 - [Concepts Inference](reference/concepts_inference.md) 97 - [Concepts Optimizer](reference/concepts_optimizer.md) 98 - [Concepts Search Relevance](reference/concepts_search-relevance.md) 99 - [Concepts Search](reference/concepts_search.md) 100 - [Concepts Snapshots](reference/concepts_snapshots.md) 101 - [Concepts Storage](reference/concepts_storage.md) 102 - [Concepts Vectors](reference/concepts_vectors.md) 103 - [Documentation](reference/documentation.md) 104 - [Edge](reference/edge.md) 105 - [Edge Edge Data Synchronization Patterns](reference/edge_edge-data-synchronization-patterns.md) 106 - [Edge Edge Fastembed Embeddings](reference/edge_edge-fastembed-embeddings.md) 107 - [Edge Edge Quickstart](reference/edge_edge-quickstart.md) 108 - [Edge Edge Synchronization Guide](reference/edge_edge-synchronization-guide.md) 109 - [Faq Database Optimization](reference/faq_database-optimization.md) 110 - [Faq Qdrant Fundamentals](reference/faq_qdrant-fundamentals.md) 111 - [Fastembed](reference/fastembed.md) 112 - [Fastembed Fastembed Colbert](reference/fastembed_fastembed-colbert.md) 113 - [Fastembed Fastembed Minicoil](reference/fastembed_fastembed-minicoil.md) 114 - [Fastembed Fastembed Postprocessing](reference/fastembed_fastembed-postprocessing.md) 115 - [Fastembed Fastembed Quickstart](reference/fastembed_fastembed-quickstart.md) 116 - [Fastembed Fastembed Rerankers](reference/fastembed_fastembed-rerankers.md) 117 - [Fastembed Fastembed Semantic Search](reference/fastembed_fastembed-semantic-search.md) 118 - [Fastembed Fastembed Splade](reference/fastembed_fastembed-splade.md) 119 - [Guides Administration](reference/guides_administration.md) 120 - [Guides Capacity Planning](reference/guides_capacity-planning.md) 121 - [Guides Common Errors](reference/guides_common-errors.md) 122 - [Guides Configuration](reference/guides_configuration.md) 123 - [Guides Distributed Deployment](reference/guides_distributed_deployment.md) 124 - [Guides Installation](reference/guides_installation.md) 125 - [Guides Low Latency Search](reference/guides_low-latency-search.md) 126 - [Guides Monitoring](reference/guides_monitoring.md) 127 - [Guides Multiple Partitions](reference/guides_multiple-partitions.md) 128 - [Guides Multitenancy](reference/guides_multitenancy.md) 129 - [Guides Optimize](reference/guides_optimize.md) 130 - [Guides Running With Gpu](reference/guides_running-with-gpu.md) 131 - [Guides Security](reference/guides_security.md) 132 - [Guides Usage Statistics](reference/guides_usage-statistics.md) 133 - [Interfaces](reference/interfaces.md) 134 - [Overview](reference/overview.md) 135 - [Overview Vector Search](reference/overview_vector-search.md) 136 - [Tutorials Develop Async Api](reference/tutorials-develop_async-api.md) 137 - [Tutorials Develop Bulk Upload](reference/tutorials-develop_bulk-upload.md) 138 - [Tutorials Lp Overview](reference/tutorials-lp-overview.md) 139 - [Tutorials Operations](reference/tutorials-operations.md) 140 - [Tutorials Operations Create Snapshot](reference/tutorials-operations_create-snapshot.md) 141 - [Tutorials Operations Embedding Model Migration](reference/tutorials-operations_embedding-model-migration.md) 142 - [Tutorials Operations Large Scale Search](reference/tutorials-operations_large-scale-search.md) 143 - [Tutorials Operations Migration](reference/tutorials-operations_migration.md) 144 - [Tutorials Search Engineering](reference/tutorials-search-engineering.md) 145 - [Tutorials Search Engineering Code Search](reference/tutorials-search-engineering_code-search.md) 146 - [Tutorials Search Engineering Collaborative Filtering](reference/tutorials-search-engineering_collaborative-filtering.md) 147 - [Tutorials Search Engineering Hybrid Search Fastembed](reference/tutorials-search-engineering_hybrid-search-fastembed.md) 148 - [Tutorials Search Engineering Neural Search](reference/tutorials-search-engineering_neural-search.md) 149 - [Tutorials Search Engineering Pdf Retrieval At Scale](reference/tutorials-search-engineering_pdf-retrieval-at-scale.md) 150 - [Tutorials Search Engineering Reranking Hybrid Search](reference/tutorials-search-engineering_reranking-hybrid-search.md) 151 - [Tutorials Search Engineering Retrieval Quality](reference/tutorials-search-engineering_retrieval-quality.md) 152 - [Tutorials Search Engineering Static Embeddings](reference/tutorials-search-engineering_static-embeddings.md) 153 - [Tutorials Search Engineering Using Multivector Representations](reference/tutorials-search-engineering_using-multivector-repre-ba14dd23.md) 154 - [Tutorials Search Engineering Using Relevance Feedback](reference/tutorials-search-engineering_using-relevance-feedback.md) 155 - [Web Ui](reference/web-ui.md) 156 157 ## 🤖 Agent Usage Guide 158 159 - When the user asks anything about **Qdrant Docs**, consult the reference files. 160 - Prefer exact quotes and direct links to the relevant file/section. 161 - The hierarchical TOC above makes navigation fast and intuitive. 162 - All images and assets are preserved so links work perfectly.
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Frequently asked questions How do I install the Qdrant Docs skill? Run npx skillmds@latest add knuckles-team/qdrant-docs in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.
What does the Qdrant Docs skill do? Comprehensive reference documentation for Qdrant Docs. It is listed under Docs & Writing on SkillMD.
Is Qdrant Docs safe to use? This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.
Which AI agents work with Qdrant Docs? This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.
Is Qdrant Docs free to use? Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.
Who published Qdrant Docs? Knuckles-Team (@knuckles-team) published this skill. Their other Agent Skills are listed on their SkillMD profile.
Knuckles-Team