qdrant-edge
qdrant/skillsSkill
Guides building on Qdrant Edge, the embedded in-process shard. Use when someone asks 'how to sync Edge with the server', 'keep a local shard in sync with Qdrant Cloud', 'BM25 or keyword search on Edge', 'hybrid search on Edge', 'embeddings on device', 'Edge snapshots', 'apply a partial snapshot', 'why is my Edge search empty after inserts', or is writing custom sync, BM25, or fusion code against qdrant-edge. Also use when deciding what Edge ships built-in versus what you must implement.
Why this score
This repo hosts 10 skills, so its 260 stars are split between them (about 26 each) for scoring.
Popularity score: 63/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 20, 2026 at commit d2127f6e1b9c, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This oneqdrant-edge qdrant/skills · Skill | 63 | ★ 260 | ≈126 always | 16d ago |
| edge-shard-query qdrant/qdrant · Skill Both about edge and shard | 97 | ★ 35k | ≈99 always | 16d ago |
| qdrant-specialist luanmorenommaciel/agentspec · Subagent Same job: ai engineering | 59 | ★ 253 | ≈43 in chat | 24d ago |
| browser-edge-cases aden-hive/hive · Skill Both about edge | 79 | ★ 11k | ≈47 always | 16d ago |
| azure-aks-edge-essentials MicrosoftDocs/Agent-Skills · Skill Both about edge and hybrid | 68 | ★ 787 | ≈157 always | 16d ago |
| edge-tts aahl/skills · Skill Both about edge and keyword | 56 | ★ 163 | ≈85 always | 2mo ago |