baselhusam/qdrant-exporter repository overview

⁠Qdrant Observatory — Grafana Dashboard

A full observability dashboard for self-hosted Qdrant — surfaces per-collection, per-shard, cluster health, and search performance metrics that Qdrant's native /metrics endpoint doesn't expose.

Powered by qdrant-exporter⁠, an open-source Prometheus exporter that reads from Qdrant's /telemetry and /cluster JSON endpoints and converts them into Prometheus metrics.

⁠What's in this dashboard

29 panels across 4 rows:

Key metrics not available in native Qdrant /metrics:

• Vectors and points per collection
• Indexed vectors ratio — below 1.0 means searches may fall back to brute force
• Live optimizer state per collection
• Search latency broken down by search path type (HNSW, plain, filtered, exact, sparse)
• Shard transfer progress
• Raft consensus health

⁠Requirements

• Grafana 10+
• Prometheus scraping qdrant-exporter⁠ on port 9153
• Qdrant v1.7.0+ (fully tested on v1.13.0 – v1.17.1)

⁠Setup

The easiest way is via the bundled Docker Compose in the exporter repo — one command gives you Qdrant, the exporter, Prometheus, and this dashboard fully wired:

# Full stack from scratch
docker compose --profile fullstack up -d

# Or attach to an existing Qdrant on localhost:6333
docker compose --profile monitoring up -d

Grafana opens at http://localhost:3000 (admin / admin) with the dashboard auto-provisioned.

For manual setup, import qdrant-overview.json and point the DS_PROMETHEUS input at the Prometheus instance that scrapes qdrant-exporter.

⁠Links

• Exporter repo: https://github.com/baselhusam/qdrant_exporter⁠
• Qdrant docs: https://qdrant.tech/documentation⁠