SKILL·526A72

faiss

davila7
Updated 2 months ago
207 views
18,478
1,685
18,478
View on GitHub
OtherRAGFAISSSimilarity SearchVector SearchFacebook AIGPU AccelerationBillion-ScaleK-NNHNSWHigh PerformanceLarge Scale

About

FAISS is Facebook's high-performance library for efficient similarity search and clustering of dense vectors, supporting billions of vectors and GPU acceleration. It's ideal for fast k-NN search and large-scale vector retrieval when you need pure similarity search without metadata filtering. Use this skill for high-performance applications requiring low-latency, billion-scale search operations.

Quick Install

Claude Code

Recommended
Primary
npx skills add davila7/claude-code-templates -a claude-code
Plugin CommandAlternative
/plugin add https://github.com/davila7/claude-code-templates
Git CloneAlternative
git clone https://github.com/davila7/claude-code-templates.git ~/.claude/skills/faiss

Copy and paste this command in Claude Code to install this skill

GitHub Repository

davila7/claude-code-templates
Path: cli-tool/components/skills/ai-research/rag-faiss
0
anthropicanthropic-claudeclaudeclaude-code
FAQ

Frequently asked questions

What is the faiss skill?

faiss is a Claude Skill by davila7. Skills package instructions and resources that Claude loads on demand, so Claude can perform faiss-related tasks without extra prompting.

How do I install faiss?

Use the install commands on this page: add faiss to Claude Code as a plugin, or clone its repository into your skills directory, then restart Claude so it picks up the skill.

What category does faiss belong to?

faiss is in the Other category, tagged RAG, FAISS, Similarity Search, Vector Search, Facebook AI and GPU Acceleration.

Is faiss free to use?

Yes. faiss is listed on AIMCP and free to install. It runs inside Claude, so no separate service account is required to use the skill itself.

Related Skills

llamaguard
Other

LlamaGuard is Meta's 7-8B parameter model for moderating LLM inputs and outputs across six safety categories like violence and hate speech. It offers 94-95% accuracy and can be deployed using vLLM, Hugging Face, or Amazon SageMaker. Use this skill to easily integrate content filtering and safety guardrails into your AI applications.

View skill
cost-optimization
Other

This Claude Skill helps developers optimize cloud costs through resource rightsizing, tagging strategies, and spending analysis. It provides a framework for reducing cloud expenses and implementing cost governance across AWS, Azure, and GCP. Use it when you need to analyze infrastructure costs, right-size resources, or meet budget constraints.

View skill
sports-betting-analyzer
Other

This Claude Skill analyzes sports betting markets including spreads, over/unders, and prop bets by examining historical trends and situational statistics to identify value bets. It provides structured markdown output with actionable recommendations for educational purposes. Developers should use this for sports betting analysis tools while noting it's designed for entertainment/education only.

View skill
quantizing-models-bitsandbytes
Other

This skill quantizes LLMs to 8-bit or 4-bit precision using bitsandbytes, achieving 50-75% memory reduction with minimal accuracy loss. It's ideal for running larger models on limited GPU memory or accelerating inference, supporting formats like INT8, NF4, and FP4. The skill integrates with HuggingFace Transformers and enables QLoRA training and 8-bit optimizers.

View skill