1bench — native Qdrant GUI

[functioncrafter]

Hey Qdrant community,

Built 1bench — a native desktop GUI for Qdrant.

Qdrant-specific:

• 2D Vector Visualization — embeddings as a scatter plot, color by payload field, click to inspect, Find Similar from any point on the plot
• Find Similar — one-click from anywhere: a point row, the scatter plot, a search result, or a raw vector you paste in
• Visual Vector Search Builder — no JSON required; combine payload filters (match, range, boolean, array) with score thresholds, then open in the raw editor to tweak
• Query history per connection, searchable and re-runnable; pin collections, saved queries, and connections as favorites
• Cluster Overview — version, cluster ID, node count, total collections and points, per-collection status/vector count/storage, cluster health and telemetry (most Qdrant GUIs skip this)
• Browse and edit points inline; upsert via clean forms; compact in-cell vector display with copy-as-JSON/CSV
• Visual New Collection wizard — distance metrics (Cosine / Euclid / Dot / Manhattan) and embedding-size presets for common models (OpenAI 1536/3072, Cohere/BGE 1024, MiniLM 384)
• Named vectors for hybrid setups (dense + sparse, or text + image)
• Quantization presets — scalar int8 (≈ 4× memory savings), binary (≈ 32×)
• JSON export/import carries the collection config, so re-importing on a fresh instance recreates the collection with the right dims and distance
• Works with Qdrant Cloud and self-hosted
• SSH tunnel support for private instances

It also supports Postgres, Redis, Elasticsearch, ClickHouse, and more if you run a multi-DB stack — but built to be first-class for Qdrant.

100% local, zero telemetry, direct connection (no proxy).

Feedback welcome — what's the vector GUI experience still missing for you?

[timvisee]

Very cool. 🚀 Thanks for sharing!

[functioncrafter]

Thanks @timvisee — means a lot coming from the Qdrant side.

If anything jumps out as missing once you've had a poke, I'd love to hear it — team feedback is gold.