qdrant-monitoring-debugging
Diagnoses Qdrant production issues using metrics and observability tools to enhance performance and resolve common errors.
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The qdrant-monitoring-debugging skill was audited on Jun 5, 2026 and we found 5 security issues across 1 threat category. Review the findings below before installing.
Categories Tested
Security Issues
low line 15
External URL reference
SourceSKILL.md
| 15 | - Use `/collections/{collection_name}/optimizations` endpoint (v1.17+) to check status [Optimization monitoring](https://search.qdrant.tech/md/documentation/operations/optimizer/?s=optimization-monito |
low line 18
External URL reference
SourceSKILL.md
| 18 | - Web UI has an Optimizations tab with timeline view and per-task duration metrics [Web UI](https://search.qdrant.tech/md/documentation/operations/optimizer/?s=web-ui) |
low line 28
External URL reference
SourceSKILL.md
| 28 | - Qdrant uses two types of RAM: resident memory (data structures, quantized vectors) and OS page cache (cached disk reads). Page cache filling available RAM is normal. [Memory article](https://qdrant. |
low line 31
External URL reference
SourceSKILL.md
| 31 | - Estimate expected memory: `num_vectors * dimensions * 4 bytes * 1.5` for vectors, plus payload and index overhead [Capacity planning](https://search.qdrant.tech/md/documentation/operations/capacity- |
low line 44
External URL reference
SourceSKILL.md
| 44 | - Compare filtered vs unfiltered query times. Large gap means missing payload index. [Payload index](https://search.qdrant.tech/md/documentation/manage-data/indexing/?s=payload-index) |
Scanned on Jun 5, 2026
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Categorydevelopment
UpdatedJune 15, 2026
openclawbackendapidata-engineerml-ai-engineerbackend-developerqa-engineerdata-analystdevelopmentdata analytics
jcasnellie69/homelab-config