/qdrant-clients-sdk

name: qdrant-clients-sdk
description: "Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments."
allowed-tools:
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  - Bash

Qdrant Clients SDK

Qdrant has the following officially supported client SDKs:

• Python — [qdrant-client](https://github.com/qdrant/qdrant-client) · Installation: `pip install qdrant-client[fastembed]`
• JavaScript / TypeScript — [qdrant-js](https://github.com/qdrant/qdrant-js) · Installation: `npm install @qdrant/js-client-rest`
• Rust — [rust-client](https://github.com/qdrant/rust-client) · Installation: `cargo add qdrant-client`
• Go — [go-client](https://github.com/qdrant/go-client) · Installation: `go get github.com/qdrant/go-client`
• .NET — [qdrant-dotnet](https://github.com/qdrant/qdrant-dotnet) · Installation: `dotnet add package Qdrant.Client`
• Java — [java-client](https://github.com/qdrant/java-client) · Available on Maven Central: https://central.sonatype.com/artifact/io.qdrant/client

API Reference

All interaction with Qdrant can happen through the REST API or gRPC API. We recommend using the REST API if you are using Qdrant for the first time or working on a prototype.

• REST API - [OpenAPI Reference](https://skills.qdrant.tech/api-reference.md) - [GitHub](https://github.com/qdrant/qdrant/blob/master/docs/redoc/master/openapi.json)
• gRPC API - [gRPC protobuf definitions](https://github.com/qdrant/qdrant/tree/master/lib/api/src/grpc/proto)

Code examples

To obtain code examples for a specific client and use case, you can send a search request to the library of curated code snippets for the Qdrant client.

curl -X GET "https://skills.qdrant.tech/snippets/search?language=python&query=how+to+upload+points"

Available languages: `python`, `typescript`, `rust`, `java`, `go`, `csharp`

Each result is a markdown section with the client, the source page, a short description, and the code:

## Snippet 1

*qdrant-client* (vlatest) — <source page URL>

<what the snippet does and which options it uses>

<code block>

Default response format is markdown, if snippet output is required in JSON format, you can add `&format=json` to the query string.