Qdrant Edge

Qdrant Edge is an AI Engineering skill for Claude Code, published by qdrant in skills.

230 stars28 forkson qdrant/skillsAdded 2026/09/03Repository updated 2026/09/02

agent-skillsai-agentsclaude-codecodexcursorembeddingshybrid-searchmonitoringmultitenancyperformanceqdrantquantizationscalingsearch-qualityvector-databasevector-search

Install in seconds

Install Qdrant Edge

Copy Qdrant Edge into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/qdrant/skills/tree/main/skills/qdrant-edge ~/.claude/skills/qdrant-edge

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/qdrant/skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: skills/qdrant-edge/SKILL.md in qdrant/skills
Installs to: ~/.claude/skills/qdrant-edge
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2793 skills

What Qdrant Edge does

Qdrant Edge guides building with Qdrant’s embedded in-process shard. Use it for local sync patterns, BM25 and hybrid search on device, snapshots, and operating Edge correctly in Python or Rust.

Qdrant Edge is cataloged under AI Engineering on DirSkills. Qdrant Edge comes from a repository tagged agent-skills, ai-agents, claude-code, codex and cursor.

Documentation

README

Excerpt

Building on Qdrant Edge

Edge is the Qdrant engine embedded in your process (Python or Rust), not a thin local vector store to wrap. The failure mode is rebuilding what the shard already ships: keyword scoring, snapshot apply, faceting, counting. Before writing any of that, check the shard API. Two things Edge does NOT give you are a one-call cloud sync and query-time fusion, so knowing which is which keeps you from both reinventing built-ins and expecting capabilities Edge lacks. Edge is single-node and shares the server's data format.

Edge is in beta: pin your version, the API drifts between releases Qdrant Edge.

Syncing a Shard with a Qdrant Server

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Qdrant Edge

What else does qdrant publish alongside Qdrant Edge?
Qdrant Edge is one of 25 skills that DirSkills catalogs from qdrant/skills, the repository it ships in. Its siblings there include Qdrant Advisor, Qdrant Clients SDK and Qdrant Deployment Options. Each one is a separate skill with its own page in this directory, installs the same way Qdrant Edge does, and is maintained by qdrant in that same repository. The rest of the collection is listed on the qdrant/skills page.
How does Qdrant Edge compare to other AI Engineering skills?
Qdrant Edge ranks #2478 by stars among the 2793 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Qdrant Edge against them. Open each page to compare what they document and how they install.