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qdrant

21 indexed repositories · View on GitHub

qdrant
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cl...

Rust · 34673 stars
fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding

Python · 3210 stars
mcp-server-qdrant
An official Qdrant Model Context Protocol (MCP) server implementation

Python · 1532 stars
qdrant-client
Python client for Qdrant vector search engine

Python · 1357 stars
quaterion
Blazing fast framework for fine-tuning similarity learning models

Python · 662 stars
qdrant-js
JavaScript/Typescript SDK for Qdrant Vector Database

TypeScript · 464 stars
qdrant-web-ui
Self-hosted web UI for Qdrant

JavaScript · 431 stars
rust-client
Rust client for Qdrant vector search engine

Rust · 415 stars
vector-db-benchmark
Framework for benchmarking vector search engines

Python · 371 stars
skills
Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, versio...

Python · 237 stars
qdrant-dotnet
Qdrant .Net SDK

C# · 229 stars
examples
A collection of examples and tutorials for Qdrant vector search engine

Jupyter Notebook · 222 stars
qdrant-helm

Go · 191 stars
java-client
Official Java client for Qdrant

Java · 97 stars
migration
Tool to migrate data into Qdrant

Go · 82 stars
n8n-nodes-qdrant
Official n8n node for interfacing with Qdrant

TypeScript · 78 stars
demo-code-search

Python · 62 stars
landing_page
Landing page for qdrant.tech

SCSS · 60 stars
bfb
*high-load* benchmarking tool

Rust · 21 stars
qdrant-cloud-support-tools
Tools to help Qdrant Cloud users troubleshoot issues and help Qdrant Support Engineers diagnose problems

Shell · 4 stars
1 more repository lives on View on GitHub

Beginner friendly Everything

Open All

[Bug]: Apache License 2.0 in pypi.org Open

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

qdrant/fastembed#712 · 1 comment · Opened Sep 19, 2026
Local mode accepts relevance-feedback queries with an empty feedback list Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

qdrant/qdrant-client#1446 · Opened Sep 16, 2026
Local mode: wrong-kind query vector reports the named vector as 'not found' (e.g. 1-D query against a multivector) Open

Difficulty 2/5 1-3 hours Newbie friendliness 70/100

qdrant/qdrant-client#1444 · Opened Sep 16, 2026
MMR candidates_limit default ignores offset, so pages 2+ come back empty Open

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

qdrant/qdrant#10600 · Opened Sep 11, 2026
Local mode: re-upserting an identical cosine vector changes its stored value Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

qdrant/qdrant-client#1411 · 1 comment · Opened Sep 9, 2026
Support templating in env[].valueFrom for release-scoped Secret names Open

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

qdrant/qdrant-helm#502 · Opened Sep 1, 2026
[Bug]: models with max_length=0 in tokenizer config break Open

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

qdrant/fastembed#685 · Opened Aug 19, 2026
Bug: qdrant-find does not escape structural tags in stored content Open

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

qdrant/mcp-server-qdrant#179 · Opened Aug 18, 2026
Spelling mistake in article "Why Rust?" Open

Difficulty 1/5 Under an hour Newbie friendliness 90/100

qdrant/landing_page#2636 · Opened Aug 15, 2026
Qdrant/bm25 refetches from the Hub when fully cached (offline probe ignores the mock model_file) Open

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

qdrant/fastembed#675 · Opened Aug 14, 2026
ApiClient.request_sync rejects successful synchronous responses as non-awaitable Open

Difficulty 2/5 1-3 hours Newbie friendliness 70/100

qdrant/qdrant-client#1336 · 2 comments · Opened Aug 13, 2026
Bump fastmcp==2.7.0 to clear CRITICAL SSRF/path traversal and 14 OSV findings Open

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

qdrant/mcp-server-qdrant#173 · Opened Aug 6, 2026
AsyncQdrantClient (REST): per-call timeout= is not applied to the underlying httpx client Open

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

qdrant/qdrant-client#1325 · 3 comments · Opened Aug 6, 2026
feat(client): expose 'closed' property on QdrantClient and AsyncQdrantClient facades Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

qdrant/qdrant-client#1299 · 1 comment · Opened Jul 31, 2026
json_to_proto silently narrows u64 payload values above i64::MAX to a lossy f64 Open

accepted

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

qdrant/qdrant#9960 · Opened Jul 24, 2026
Empty multi-dense vector panics in RawVector conversion instead of returning an error Open

accepted

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

qdrant/qdrant#9954 · Opened Jul 24, 2026
Docs: list a community-maintained Kotlin client (Kdrant) on the client libraries page Open

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

qdrant/landing_page#2524 · Opened Jul 21, 2026
Scalar quantization quantile clips outliers by vector count instead of value count Open

accepted

Difficulty 1/5 Under an hour Newbie friendliness 88/100

qdrant/qdrant#9902 · 2 comments · Opened Jul 19, 2026
[Bug]: Resize transform passes non-square dimensions to Pillow in the wrong order Open

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

qdrant/fastembed#649 · Opened Jul 3, 2026
fix: values_count check_empty() never matches points missing the field key (Fixes #9586) Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

qdrant/qdrant#9632 · 1 comment · Opened Jun 30, 2026
Docs Enhancement: Add a "Use vector embeddings generated by a model" section to the Quickstart Open

Difficulty 2/5 1-3 hours Newbie friendliness 74/100

qdrant/landing_page#2459 · Opened Jun 26, 2026
fix: file handle leak when portalocker.lock() raises exception in local mode Open

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

qdrant/qdrant-client#1234 · 2 comments · Opened Jun 20, 2026
Strict mode inconsistently validates zero values — allows creation of unusable collections Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

qdrant/qdrant#9372 · 1 comment · Opened Jun 8, 2026
Surface the skills search URL more prominently Open

enhancement Stale

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

qdrant/skills#73 · Opened Jun 8, 2026
Values_count lte 0 does not match points where the payload key is missing Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

qdrant/qdrant#9065 · Opened May 17, 2026
Allow using existing ServiceAccount without creating a new one Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

qdrant/qdrant-helm#459 · 1 comment · 1 reaction · Opened May 8, 2026
Upsert with Cloud Inference vectors hangs indefinitely (HTTP/2 issue with undici) Open

Difficulty 1/5 Under an hour Newbie friendliness 68/100

qdrant/qdrant-js#131 · Opened Apr 7, 2026
Qdrant API ignores base URL path when server URL contains a subpath Open

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

qdrant/qdrant-client#1146 · 3 comments · Opened Jan 28, 2026
Support pinning container image by digest (repo@sha256) in values Open

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

qdrant/qdrant-helm#388 · 2 comments · 8 reactions · Opened Sep 15, 2025
Add Semantic Kernel (Python and Dotnet) as frameworks with support for Qdrant! Open

Difficulty 2/5 1-3 hours Newbie friendliness 62/100

qdrant/landing_page#1279 · Opened Nov 8, 2024
Add open source license Open

Difficulty 1/5 Under an hour Newbie friendliness 65/100

qdrant/demo-code-search#10 · Opened Jun 24, 2024
can not get "time" from api using the sdk Open

Difficulty 2/5 1-3 hours Newbie friendliness 70/100

qdrant/qdrant-client#647 · 5 comments · Opened Jun 13, 2024
Add information about requested URL to UnexpectedResponse exception to simplify troubleshooting Open

enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

qdrant/qdrant-client#456 · Opened Jan 23, 2024

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