Topic · Databases

Best vector databases skills, page 4

Skills #145–192 of 250, ranked by score.

Vector databases skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Vector databases skills, ranked
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145

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

aiskillstore/marketplace4308 repos~563Automated safety check: PassNo licencetoday
146

Salesforce Data Cloud Retrieve phase. An agent skill from Jaganpro/sf-skills.

Jaganpro/sf-skills424—~1.4kAutomated safety check: PassMIT5 mo ago
147

Operating-system distillation of LlamaIndex — the leading RAG / document-agent framework.

agentsope/SkillAlchemy459—~6.4kAutomated safety check: PassMIT1 mo ago
148

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

agentsope/SkillAlchemy459—~9.8kAutomated safety check: PassMIT1 mo ago
149

编写"数据库筑基课"文章的专用 Skill,面向数据库架构师、DBA 和业务开发者。输入一个筑基课文章标题及相关参考资料(技术文档、产品手册、开源项目地址、deepwiki、论文等),输出图文并茂、结构完整的 Markdown 筑基课文章,保存至项目 markdown/…

digoal/blog8.6k—~1.9kAutomated safety check: WarnGPL-2.010 days ago
150

Agent RAG and long-term memory with Pinecone. An agent skill from Luciole-Studio/Misaka-Agent.

Luciole-Studio/Misaka-Agent1391 repo~763Automated safety check: PassMITtoday
151
151.Memory

Semantic memory and context - store and retrieve information with embeddings for similarity search.

harperreed/dotfiles334—~484Automated safety check: PassNo licence5 days ago
152

Ingest new procedural memory (skills, patterns, docs) into the vector database.

Qredence/agentic-fleet111—~226Automated safety check: PassMIT5 mo ago
153
153.Index

A skill your agent uses when the user wants to rebuild or refresh ScholarAIO keyword, full-text, FTS5, FAISS, or semantic search indexes after data or metadata changes.

ZimoLiao/scholaraio576—~196Automated safety check: PassMIT12 days ago
154

Provides chunking strategies for RAG systems. An agent skill from giuseppe-trisciuoglio/developer-kit.

giuseppe-trisciuoglio/developer-kit3551 repo~1.6kAutomated safety check: NotesMIT27 days ago
155

Provides Retrieval-Augmented Generation (RAG) implementation patterns with LangChain4j for Java.

giuseppe-trisciuoglio/developer-kit3551 repo~3.3kAutomated safety check: NotesMIT27 days ago
156

Provides configuration patterns for LangChain4J vector stores in RAG applications.

giuseppe-trisciuoglio/developer-kit3551 repo~2.7kAutomated safety check: NotesMIT27 days ago
157
157.Qdrant

Provides Qdrant vector database integration patterns with LangChain4j.

giuseppe-trisciuoglio/developer-kit3551 repo~1.6kAutomated safety check: NotesMIT27 days ago
158

Managed vector DB for production RAG and search. An agent skill from Luciole-Studio/Misaka-Agent.

Luciole-Studio/Misaka-Agent1391 repo~2.1kAutomated safety check: PassMITtoday
159
159.Qdrant

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

Luciole-Studio/Misaka-Agent1391 repo~3.4kAutomated safety check: PassMITtoday
160

Develop and debug the Multimodal DataPrep microservice: its FastAPI media endpoints, in-process embedding pipeline, batch jobs, object detection, telemetry and Metrics Manager publishing, and…

open-edge-platform/edge-ai-libraries169—~1.3kAutomated safety check: PassApache-2.0today
161

Build production RAG systems with semantic chunking, incremental indexing, and filtered retrieval.

aiskillstore/marketplace4301 repo~2.7kAutomated safety check: PassNo licencetoday
162
162.AI ML

AI and machine learning workflow covering LLM application development, RAG implementation, agent architecture, ML pipelines, and AI-powered features.

aiskillstore/marketplace4304 repos~1.5kAutomated safety check: PassNo licencetoday
163

Migrate an existing memory setup ONTO MemMesh — either from another vendor (Mem0, Zep, Letta/MemGPT, a raw vector store) or from MemMesh Local (SQLite) up to MemMesh Hosted.

ThinkfleetAI/memmesh420—~1kAutomated safety check: PassApache-2.01 mo ago
164

Store and query vector embeddings using Amazon S3 Vectors, a cost-effective long-term vector storage service with its own API namespace (s3vectors).

aws/agent-toolkit-for-aws2.8k—~1.9kAutomated safety check: PassApache-2.0today
165

A skill your agent uses when operating PAIDF Curation and Retrieval or NVIDIA Cosmos Curator pipelines (split, filter, caption, embed, dedup, shard, image annotate) or PAIDF Data Mining…

NVIDIA/skills3.5k—~3.5kAutomated safety check: PassApache-2.0today
166

A skill your agent uses when building Spring Boot applications with Neo4j using Spring Data Neo4j (SDN 7.x/8.x) — @Node entity mapping, @Relationship, @RelationshipProperties, Neo4jRepository…

neo4j-contrib/neo4j-skills114—~3.7kAutomated safety check: NotesMITyesterday
167

Bulk-export Podium conversation, review, and contact history into a vector-store-ready corpus with cursor-paginated full crawls, CDC via updatedat watermarks, attachment URL refresh on expiry…

jeremylongshore/tons-of-skills-marketplace2.8k—~4.9kAutomated safety check: PassMITtoday
168

Bridge a live Podium call transcript or webchat turn to an LLM by fetching relevant historical conversation context as a structured RAG bundle — vector search over embedded prior conversations +…

jeremylongshore/tons-of-skills-marketplace2.8k—~5.2kAutomated safety check: PassMITtoday
169

Execute use when provisioning Vertex AI infrastructure with Terraform.

jeremylongshore/tons-of-skills-marketplace2.8k—~709Automated safety check: PassMITtoday
170

Enable and configure Moltbot/Clawdbot memory search for persistent context.

sundial-org/awesome-openclaw-skills6631 repo~1kAutomated safety check: PassNo licence7 mo ago
171

Vector database retrieval and evidence-based answering for medical research topics.

aipoch/medical-research-skills2k—~2kAutomated safety check: PassMIT21 days ago
172

Guides migration, provisioning, search, log-analytics, trace-analytics, and Agentic AI Assistant workflows for Amazon OpenSearch Service and Serverless across six capabilities — migration…

aws/agent-toolkit-for-aws2.8k—~2.4kAutomated safety check: PassApache-2.0today
173

RAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup, chunking strategies, and retrieval optimization.

majiayu000/claude-skill-registry6663 repos~1.1kAutomated safety check: PassMITtoday
174

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

majiayu000/claude-skill-registry6663 repos~2.1kAutomated safety check: PassMITtoday
175
175.I3

RAG Builder with Parallel Document Processing Vector database construction with local embeddings (zero cost) Handles PDF download, text extraction, chunking, and vector database creation Absorbed B5…

brycewang-stanford/Auto-Empirical-Research-Skills4.5k—~1.8kAutomated safety check: PassUnknown2 days ago
176

Save a single piece of brand knowledge — a campaign learning, guideline, competitive finding, performance insight, or approved asset — to the persistent memory layer with SHA-256 deduplication…

indranilbanerjee/digital-marketing-pro8551 repo~2.2kAutomated safety check: PassMIT4 days ago
177

Build NodeTool document ingestion, vector indexing, retrieval, and RAG pipelines.

nodetool-ai/nodetool556—~1.4kAutomated safety check: PassAGPL-3.0today
178
178.Qdrant EdgeOfficial

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

qdrant/skills253—~1.3kAutomated safety check: PassApache-2.0today
179

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/skills253—~1.7kAutomated safety check: PassApache-2.0today
180

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

qdrant/skills253—~912Automated safety check: PassApache-2.0today
181

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

qdrant/skills253—~1.3kAutomated safety check: PassApache-2.0today
182

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

qdrant/skills253—~2.4kAutomated safety check: PassApache-2.0today
183

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

qdrant/skills253—~1.9kAutomated safety check: PassApache-2.0today
184

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

qdrant/skills253—~1.6kAutomated safety check: PassApache-2.0today
185

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

qdrant/skills253—~2.3kAutomated safety check: PassApache-2.0today
186
186.Qdrant SizingOfficial

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

qdrant/skills253—~2.4kAutomated safety check: PassApache-2.0today
187

Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity.

qdrant/skills253—~1.3kAutomated safety check: PassApache-2.0today
188
188.Geniml

Machine learning toolkit for genomic interval (BED) data; use it when you need to tokenize BED collections and train embeddings for regions/cells/labels, build consensus peak universes, or run…

aipoch/medical-research-skills2k—~1.9kAutomated safety check: PassMIT21 days ago
189

Create and manage Neo4j vector indexes, run vector similarity search (ANN/kNN), store embeddings on nodes or relationships, use SEARCH clause (Neo4j 2026.01+, preferred) or…

neo4j-contrib/neo4j-skills114—~5.6kAutomated safety check: NotesMITyesterday
190

Multi-agent swarm orchestration via RuFlo + Claude Code. An agent skill from LeoYeAI/openclaw-master-skills.

LeoYeAI/openclaw-master-skills2.2k—~5.3kAutomated safety check: PassMIT2 mo ago
191

Performs molecular similarity searches using Tanimoto coefficient on fingerprints via RDKit.

FreedomIntelligence/OpenClaw-Medical-Skills3.1k—~1.7kAutomated safety check: PassNo licence2 mo ago
192

Build GraphRAG retrieval pipelines on Neo4j using the neo4j-graphrag Python package (v1.22.0+).

neo4j-contrib/neo4j-skills114—~4.2kAutomated safety check: NotesMITyesterday