qdrant skills

62 tagged qdrant, measured the same way as everything else here.

Browse within: python 27deployment 26scaling 26vector-database 26RAG 13Orchestration 12ReAct 12a2a-protocol 11agent-orchestration 11langgraph 11falkordb 5graph-database 5nodejs 5

memory-management

01

verygoodplugins/mcp-automem

Skill Claude CodeCodex

Persistent memory management for Claude Code via AutoMem. Use this skill when: Starting a session (recall project context, decisions, patterns) Making architectural decisions or library choices Fixing bugs (store root cause and solution) Learning user preferences or code style Debugging issues (search for similar past…

64 6d ago A 70 tokens original MIT

automem

02

verygoodplugins/mcp-automem

Skill Claude CodeCodex

Persistent AutoMem memory via the legacy curl-based AutoMem skill.

64 6d ago A 16 tokens original MIT

automem

03

verygoodplugins/mcp-automem

Skill Claude CodeCodex

Persistent AutoMem memory via mcporter-exposed AutoMem tools.

64 6d ago A 16 tokens original MIT

mas-knowledge

04

redhat-community-ai-tools/UnifAI

Skill Claude CodeCodexCursor

MAS domain knowledge — architecture, component routing, rules, recipes. Use when working on any file under multi-agent/.

44 15d ago A 27 tokens original Apache-2.0

rag-knowledge

05

redhat-community-ai-tools/UnifAI

Skill Claude CodeCodexCursor

RAG domain knowledge — architecture, component routing, rules, and reference tables. Use when working on any file under rag/.

44 15d ago A 29 tokens original Apache-2.0

ui-knowledge

06

redhat-community-ai-tools/UnifAI

Skill Claude CodeCodexCursor

Domain knowledge for the UnifAI frontend. React/TypeScript SPA with feature-oriented layout. Use when working on files under ui/client/src/.

44 15d ago A 33 tokens original Apache-2.0

Knuckles-Team/vector-mcp

Skill Claude CodeCodex

Select and connect the right vector-store backend for the vector-mcp MCP server — chromadb, postgres/pgvector, qdrant, couchbase, or mongodb — and supply the correct dbtype/connection parameters that every collection and search call needs. Use when the agent must decide which engine to target, wire up…

15 3d ago A 113 tokens original MIT

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides embedding model migration in user without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to update to a new model', 'zero-downtime model change', 'how to re-embed my data', or 'can I use two models at once'. Also use when upgrading model dimensions, switching…

5 3mo ago A 84 tokens

2aronS/qdrant-scale

Skill Claude CodeCodex

Guides user search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback'…

5 3mo ago A 92 tokens

2aronS/qdrant-scale

Skill Claude CodeCodex

Use when someone asks 'how to combine lexical and semantic retrieval', 'dense and sparse in one search?', 'how to combine multiple fields for retrieval?', 'payloads or sparse vectors for lexical?', 'which sparse embedding model to use?', 'BM25 vs SPLADE?'.

5 3mo ago A 62 tokens

phenomenoner/hermes-agent-harness-plus

Skill Claude CodeCodex

Use when adding, checking, or troubleshooting a local Qdrant recall sidecar for Hermes Agent skills or recent sessions. Prefer local-first indexing, dry-run previews, and privacy-preserving defaults.

2 2d ago A 47 tokens original MIT

qdrant-edge

14

gururaser/qdrant-edge-skill

Skill Claude CodeCodex

Expert guide for building applications with Qdrant Edge — the embedded, offline-capable vector search engine for edge devices (robots, kiosks, mobile phones, IoT, home assistants). Use this skill whenever the user mentions Qdrant Edge, qdrant-edge-py, EdgeShard, on-device vector search, offline vector search, embedded…

1 6mo ago A 129 tokens

ultron

16

SkiTemplar/ultron-control-center

Skill Claude CodeCodex

Master orchestrator for the ULTRON system. Routes requests across memory layers, skill packs, hooks, and the AI Router (primary→fallback chain). Loads on every Ultron session via the SessionStart hook. Customize this file for your own workflows — the shipped version is a minimal starting template.

1 8d ago A 63 tokens original MIT

zime-memory

18

zime78/zime-memory

Skill Claude CodeCodex

A personal memory system that stores text, images, files, and secrets in separate collections. It can find stored items by meaning rather than only by exact words.

0 5mo ago A 130 tokens

agent-preview

19

spelech/contextcortex

Skill Claude CodeCodex

Use when generating visual artifacts, interactive HTML/JS apps, web mockups, charts, images, or reports that need to be presented to the user over remote SSH sessions via a live browser preview.

0 today A 43 tokens