← All skills

using-vector-databases

70 / 100 · Review before installing

Check before installing.

By ancoleman/ai-design-components (GitHub) · design · 530 stars · scanned at commit 76551b7

Vector database implementation for AI/ML applications, semantic search, and RAG systems. Use when building chatbots, search engines, recommendation systems, or similarity-based retrieval. Covers Qdrant (primary), Pinecone, Milvus, pgvector, Chroma, embedding generation (OpenAI, Voyage, Cohere), chunking strategies, and hybrid search patterns.

Works with any agent that supports SKILL.md skills.

What this skill can do

Safer alternatives

Low-risk skills in the same category (design) that look related. Check that one does what you need.

• 100 Low riskvector-database-engineerrmyndharis/antigravity-skills · 1,992 stars
• 100 Low riskvector-db-proaicodedecode/awesome-muse-skills · 54 stars
• 100 Low riskvector-db-designerlionelsimai/claude-skills-collection · 36 stars

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'using-vector-databases' ] || [ -L ~/.agents/skills/'using-vector-databases' ]; then echo 'A skill folder named using-vector-databases already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/ancoleman/ai-design-components' "$d" && git -C "$d" checkout --quiet '76551b7b19ebc667764ec75da14990d0aef8b6e5' -- 'skills/using-vector-databases' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/using-vector-databases' ~/.agents/skills/'using-vector-databases' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'using-vector-databases' ~/.claude/skills/'using-vector-databases' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for ancoleman/ai-design-components shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/ancoleman/ai-design-components.svg)](https://zalavijaysinh.github.io/skilltrust/repos/ancoleman/ai-design-components/)

Score history