vector-index-tuning
Optimize vector indexes for performance, memory, and recall using HNSW tuning and quantization strategies.
Install
npx skills add https://github.com/wshobson/agents --skill vector-index-tuningStats
| Total installs | 3,492 |
| Weekly installs | 3.5K |
| GitHub stars | 32.4K |
| First seen | Jan 20, 2026 |
| Source | @wshobson/agents |
Summary
- Covers HNSW parameter tuning (M, efConstruction, efSearch) with benchmarking templates and automated recommendation logic based on vector count and target recall
- Includes quantization strategies: scalar INT8, product quantization, binary quantization, and FP16 compression with memory estimation tools
- Provides Qdrant collection configuration templates optimized for three scenarios: recall-focused, speed-focused, balanced, and memory-constrained deployments
- Includes search performance monitoring, latency profiling (p50/p95/p99), and recall measurement against ground truth
Tags
Related skills
| Skill | Installs | vs vector-index-tuning |
|---|---|---|
| similarity-search-patterns | 3,525 | +33 |
| hybrid-search-implementation | 3,526 | +34 |
| llm-evaluation | 3,892 | +400 |
| ckm:slides | 3,723 | +231 |
| build-links | 3,952 | +460 |
FAQ
- How many installs does vector-index-tuning have?
- vector-index-tuning has 3,492 total installs and 3.5K installs this week.
- Where is vector-index-tuning hosted?
- vector-index-tuning is published by @wshobson/agents at https://github.com/wshobson/agents.
- How many GitHub stars does vector-index-tuning have?
- vector-index-tuning has 32.4K GitHub stars.
- When was vector-index-tuning first indexed?
- OrangeBot.AI first indexed vector-index-tuning on Jan 20, 2026.
- How do I install vector-index-tuning?
- Run: npx skills add https://github.com/wshobson/agents --skill vector-index-tuning