PASAR API

🇲🇾 Qdrant Vector Database

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QdrantBackend & devtoolstier: openauth: API keypricing: freemiumverified 2026-06-15

Open-source vector database with REST + gRPC APIs for high-dimensional embedding search and RAG pipelines. Free starter cluster in cloud. Self-hostable under Apache 2.0.

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# Qdrant Vector Database needs an API key.
# No single public base URL ~ start from the docs:
# https://qdrant.tech/documentation/cloud/

AI prompt

I'm integrating a Malaysia API into my app.

API: Qdrant Vector Database
Provider: Qdrant
Auth: requires an API key (sign up: https://qdrant.tech/documentation/cloud/)
Pricing: freemium
Important note: Open-source vector database with REST + gRPC APIs for high-dimensional embedding search and RAG pipelines. Free starter cluster in cloud. Self-hostable under Apache 2.0.

Source: Qdrant (https://qdrant.tech/documentation/cloud/)
Source type: Curated source
Endpoint type: Docs-first integration
Integration difficulty: Needs API key
Last checked: 2026-06-15
Production caveat: Keep credentials server-side and confirm current limits, pricing, and webhook/error behaviour in the provider docs.

Help me set up the correct onboarding/authentication path and make the first valid request ~ explain exactly where credentials go and what must happen before production.

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