similarity-search-patterns
Production-ready patterns and templates for vector similarity search, hybrid search, and RAG retrieval optimization.
Install
npx skills add https://github.com/wshobson/agents --skill similarity-search-patternsStats
| Total installs | 3,525 |
| Weekly installs | 3.5K |
| GitHub stars | 32.4K |
| First seen | Jan 20, 2026 |
| Source | @wshobson/agents |
Summary
- Covers four major vector database implementations: Pinecone, Qdrant, pgvector with PostgreSQL, and Weaviate, each with production-ready code templates
- Explains three index types (Flat, HNSW, IVF+PQ) with trade-offs between search speed, recall accuracy, and data scale
- Includes four distance metrics (Cosine, Euclidean, Dot Product, Manhattan) and guidance on when to use each
- Demonstrates hybrid search combining dense vectors with keyword search, reranking, and metadata filtering patterns
- Provides best practices for index tuning, recall evaluation, and latency optimization
Tags
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FAQ
- How many installs does similarity-search-patterns have?
- similarity-search-patterns has 3,525 total installs and 3.5K installs this week.
- Where is similarity-search-patterns hosted?
- similarity-search-patterns is published by @wshobson/agents at https://github.com/wshobson/agents.
- How many GitHub stars does similarity-search-patterns have?
- similarity-search-patterns has 32.4K GitHub stars.
- When was similarity-search-patterns first indexed?
- OrangeBot.AI first indexed similarity-search-patterns on Jan 20, 2026.
- How do I install similarity-search-patterns?
- Run: npx skills add https://github.com/wshobson/agents --skill similarity-search-patterns