Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
qdrant-edge
Prototype with this skill first; keep a fallback candidate ready.
Fastest prototype
qdrant-edge
Best first install candidate based on install readiness and adoption.
Freshest repo
qdrant-edge
Most recent maintenance signal among this shortlist.
| Signal | qdrant-edge 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. |
|---|---|
| Quality | 70/100 Strong |
| Decision verdict | 69/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. |
| Adoption | 230 stars Verified outcomes are shown on each skill page |
| Freshness | Sep 2, 2026 |
| Use-case fit | |
| Workflow fit | |
| Platform hints | Claude Code |
| Warnings | No OpenAgentSkill engagement data yet |
| Best for | RAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projects |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 views 0 install copies |
| Install | $ npx skills add qdrant/skills --skill qdrant-edge |