Databases · Qdrant

Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode.

giancarloerra/SocratiCode

Explore and understand codebases using SocratiCode semantic search, dependency graphs, and context artifacts.

giancarloerra/SocratiCode

Guide to using and contributing cognee community packages: database adapters, data-source connectors, custom tasks and retrievers, and Keywords AI observability.

topoteretes/cognee

Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.

qdrant/skills

Explains how to run Qdrant, a Rust vector database, for RAG and semantic search, covering collections, points, distance metrics and filtered or batched queries.

Orchestra-Research/AI-Research-SKILLs

Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech.

qdrant/skills

Guides Qdrant deployment selection. An agent skill from qdrant/skills.

qdrant/skills

Mem0 memory bridge for AI Girlfriend — search/read/write long-term memories from Qdrant vector DB.

momori777/Artemis

Guides Qdrant search strategy selection. An agent skill from qdrant/skills.

qdrant/skills

Build retrieval-augmented generation systems: pick a vector database and embedding model, choose retrieval and reranking strategies, and start from a LangGraph pipeline.

wshobson/agents

Diagnoses and guides Qdrant horizontal scaling decisions. An agent skill from qdrant/skills.

qdrant/skills

Diagnoses and fixes slow Qdrant indexing and data ingestion.

qdrant/skills

Plan, then execute, a migration of a project from the mem0 open-source / self-hosted SDK (local Memory class) to the mem0 Platform / hosted SDK (MemoryClient).

mem0ai/mem0

Diagnoses and reduces Qdrant memory usage. An agent skill from qdrant/skills.

qdrant/skills

Guides Qdrant query latency optimization. An agent skill from qdrant/skills.

qdrant/skills

Guides embedding model migration in Qdrant without downtime.

qdrant/skills

Diagnoses Qdrant production issues using metrics and observability tools.

qdrant/skills

Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization.

qdrant/skills

Browse and search the OpenConstructionERP cost database: classification tree, SQL and semantic search, autocomplete, certainty badges, and the resource catalog.

datadrivenconstruction/DDC_Skills_for_AI_Agents_in_Construction

Guides Qdrant data volume scaling decisions. An agent skill from qdrant/skills.

qdrant/skills

Hunt vector-store / embedding-layer weaknesses in RAG pipelines (OWASP LLM08 Vector and Embedding Weaknesses) — persistent corpus poisoning that survives across sessions and users (distinct from…

elementalsouls/Claude-BugHunter

Deploy, manage, and optimize vector databases for AI applications.

sickn33/agentic-awesome-skills

Guides Qdrant query throughput (QPS) scaling. An agent skill from qdrant/skills.

qdrant/skills

Diagnoses and fixes slow Qdrant search. An agent skill from qdrant/skills.

qdrant/skills

Guides sliding time window scaling in Qdrant. An agent skill from qdrant/skills.

qdrant/skills

Guides Qdrant multi-tenant scaling. An agent skill from qdrant/skills.

qdrant/skills

Guides Qdrant vertical scaling decisions. An agent skill from qdrant/skills.

qdrant/skills

Vector database implementation for AI/ML applications, semantic search, and RAG systems.

ancoleman/ai-design-components

Different techniques to optimize the performance of Qdrant, including indexing strategies, query optimization, and hardware considerations.

github/awesome-copilot

Guides Qdrant scaling decisions. An agent skill from github/awesome-copilot.

github/awesome-copilot

Diagnoses Qdrant search quality issues. An agent skill from github/awesome-copilot.

github/awesome-copilot

Guides Qdrant search strategy selection. An agent skill from github/awesome-copilot.

github/awesome-copilot

Guidance on how to upgrade your Qdrant version without interrupting the availability of your application and ensuring data integrity.

github/awesome-copilot

Guides Qdrant query volume scaling. An agent skill from qdrant/skills.

qdrant/skills

Diagnoses and improves Qdrant search relevance. An agent skill from github/awesome-copilot.

github/awesome-copilot

Security-first SOP for multi-tenant RAG systems. An agent skill from agentsope/SkillAlchemy.

agentsope/SkillAlchemy

Vector search engine for production RAG systems. An agent skill from Luciole-Studio/Misaka-Agent.

Luciole-Studio/Misaka-Agent

Expert in vector databases, embedding strategies, and semantic search implementation.

aiskillstore/marketplace

Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak.

qdrant/skills

Guides building on Qdrant Edge, the embedded in-process shard.

qdrant/skills

Setting up and running Qdrant Hybrid Cloud on your own Kubernetes cluster (managed, on-prem, or edge): prerequisites, storage/CSI and backups, installing the Qdrant Cloud agent and operator…

qdrant/skills

Explains hybrid search in Qdrant. An agent skill from qdrant/skills.

qdrant/skills

Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion).

qdrant/skills

Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model.

qdrant/skills

Guides use of the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from another vector database into Qdrant.

qdrant/skills

Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications.

qdrant/skills

Diagnoses Qdrant search quality issues. An agent skill from qdrant/skills.

qdrant/skills

Sizes a Qdrant deployment before it is provisioned. An agent skill from qdrant/skills.

qdrant/skills