Vibe Index
🎯

qdrant

🎯Skill

from itechmeat/llm-code

VibeIndex|
What it does

Enables vector database operations with advanced filtering, indexing, and deployment options for efficient similarity search and data management.

πŸ“¦

Part of

itechmeat/llm-code(31 items)

qdrant

Installation

Quick InstallInstall with npx
npx add-skill itechmeat/llm-code
Quick InstallInstall with npx
npx add-skill itechmeat/llm-code --list
Quick InstallInstall with npx
npx add-skill itechmeat/llm-code --skill vite --skill fastapi
Quick InstallInstall with npx
npx add-skill itechmeat/llm-code -a claude-code -a github-copilot
Quick InstallInstall with npx
npx add-skill itechmeat/llm-code -y
πŸ“– Extracted from docs: itechmeat/llm-code
Need more details? View full documentation on GitHub β†’
3Installs
-
AddedFeb 4, 2026
View on GitHubBack to Skills

Skill Details

SKILL.md

"Qdrant vector database: collections, points, payload filtering, indexing, quantization, snapshots, and Docker/Kubernetes deployment."

Overview

# Qdrant (Skill Router)

This file is intentionally introductory.

It acts as a router: based on your situation, open the right note under references/.

Start here (fast)

  • New to Qdrant? Read: references/concepts.md.
  • Want the fastest local validation? Read: references/quickstart.md + references/deployment.md.
  • Integrating with Python? Read: references/api-clients.md.

Choose by situation

Data modeling

  • What should go into vectors vs payload vs your main DB? Read: references/modeling.md.
  • Working with IDs, upserts, and write semantics? Read: references/points.md.
  • Need to understand payload types and update modes? Read: references/payload.md.

Retrieval (search)

  • One consolidated entry point (search + filtering + explore + hybrid): references/retrieval.md.

Performance & indexing

  • Index types and tradeoffs: references/indexing.md.
  • Storage/optimizer internals that matter operationally: references/storage.md + references/optimizer.md.
  • Practical tuning, monitoring, troubleshooting: references/ops-checklist.md.

Deployment & ops

  • Installation/Docker/Kubernetes: references/deployment.md.
  • Configuration layering: references/configuration.md.
  • Security/auth/TLS boundary: references/security.md.
  • Backup/restore: references/snapshots.md.

API interface choice

  • REST vs gRPC, Python SDK: references/api-clients.md.

How to maintain this skill

  • Keep SKILL.md short (router + usage guidance).
  • Put details into references/*.md.
  • Merge or reorganize references when it improves discoverability.

Critical prohibitions

  • Do not ingest/quote large verbatim chunks of vendor docs; summarize in your own words.
  • Do not invent defaults not explicitly grounded in documentation; record uncertainties as TODOs.
  • Do not design backup/restore without testing a restore path.
  • Do not use NFS as the primary persistence backend (installation docs explicitly warn against it).
  • Do not expose internal cluster communication ports publicly; rely on private networking.
  • Do not use API keys/JWT over untrusted networks without TLS.
  • Do not rely on implicit runtime defaults for production; record effective configuration.

Links

  • Concepts: https://qdrant.tech/documentation/concepts/
  • Installation: https://qdrant.tech/documentation/guides/installation/

More from this repository10

🎯
skill-master🎯Skill

skill-master skill from itechmeat/llm-code

🎯
react-testing-library🎯Skill

react-testing-library skill from itechmeat/llm-code

🎯
commits🎯Skill

commits skill from itechmeat/llm-code

🎯
changelog🎯Skill

changelog skill from itechmeat/llm-code

🎯
social-writer🎯Skill

social-writer skill from itechmeat/llm-code

🎯
project-creator🎯Skill

project-creator skill from itechmeat/llm-code

🎯
vitest🎯Skill

Runs fast, Vite-powered tests with Jest-compatible API, supporting TypeScript, mocking, and browser testing out of the box.

🎯
coderabbit🎯Skill

coderabbit skill from itechmeat/llm-code

🎯
openspec🎯Skill

openspec skill from itechmeat/llm-code

🎯
vite🎯Skill

Accelerates frontend development by providing a lightning-fast build tool with instant server startup, hot module replacement, and flexible configuration.