qdrant-clients-sdk

This is a concise reference skill for working with Qdrant's official client SDKs across languages. It solves the discovery problem of finding the right client library, install command, and API surface for the Qdrant vector database. It lists the officially supported SDKs (Python qdrant-client, JavaScript/TypeScript qdrant-js, Rust, Go, .NET, and Java) with their exact installation commands, and points to the REST and gRPC API references (OpenAPI and protobuf definitions).

Beyond the static list, the skill documents a curated code-snippet retrieval mechanism: a read-only HTTP GET against the Qdrant skills endpoint (skills.qdrant.tech/snippets/search) with language and query parameters returns example snippets for a given client and use case, in Markdown by default or JSON when requested. Supported languages include python, typescript, rust, java, go, and csharp. The example in the doc shows retrieving a Python snippet for uploading points, illustrating PointStruct usage, parallel uploads, retries, and idempotent id behavior. The skill declares only read-oriented allowed tools (Read, Grep, Glob, Bash).

Target users are developers integrating any application with Qdrant who want quick, authoritative pointers to the correct SDK and idiomatic code examples. Use cases include selecting and installing a client, looking up REST or gRPC API details, and fetching curated snippets for common operations such as uploading and searching points. It is a lightweight catalogue-and-lookup skill rather than a code-executing tool.