229 of these skill files have been read, by 199 distinct authors, and what they tell an agent counted. What RAG & retrieval authors agree on, and what they forbid

• 241

  Rag implementation

  lingxling/awesome-skills-cn/antigravity-awesome-skills/plugins/antigravity-bundle-llm-application-developer/skills/rag-implementation · Skill

  238★ repo

  热门Skills中文cn学习版+教程，提供7000+Skills，集成claude skills (11w+Star) | awesome-openclaw-skills (4w+Star) | ui-ux-pro-max-skill (4w+Star)等10余个热门Skill项目

• 242

  Embedding strategies

  lingxling/awesome-skills-cn/antigravity-awesome-skills/skills/embedding-strategies · Skill

  238★ repo

  热门Skills中文cn学习版+教程，提供7000+Skills，集成claude skills (11w+Star) | awesome-openclaw-skills (4w+Star) | ui-ux-pro-max-skill (4w+Star)等10余个热门Skill项目

• 243

  Rag engineer

  lingxling/awesome-skills-cn/antigravity-awesome-skills/skills/rag-engineer · Skill

  238★ repo

  热门Skills中文cn学习版+教程，提供7000+Skills，集成claude skills (11w+Star) | awesome-openclaw-skills (4w+Star) | ui-ux-pro-max-skill (4w+Star)等10余个热门Skill项目

• 244

  Rag implementation

  lingxling/awesome-skills-cn/antigravity-awesome-skills/skills/rag-implementation · Skill

  238★ repo

  热门Skills中文cn学习版+教程，提供7000+Skills，集成claude skills (11w+Star) | awesome-openclaw-skills (4w+Star) | ui-ux-pro-max-skill (4w+Star)等10余个热门Skill项目

• 245

  Vector database engineer

  lingxling/awesome-skills-cn/antigravity-awesome-skills/skills/vector-database-engineer · Skill

  238★ repo

  热门Skills中文cn学习版+教程，提供7000+Skills，集成claude skills (11w+Star) | awesome-openclaw-skills (4w+Star) | ui-ux-pro-max-skill (4w+Star)等10余个热门Skill项目

• 246

  Qdrant deployment options

  qdrant/skills/skills/qdrant-deployment-options · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 247

  Qdrant edge

  qdrant/skills/skills/qdrant-edge · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 248

  Qdrant model migration

  qdrant/skills/skills/qdrant-model-migration · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 249

  Qdrant monitoring

  qdrant/skills/skills/qdrant-monitoring · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 250

  Debugging

  qdrant/skills/skills/qdrant-monitoring/debugging · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 251

  Setup

  qdrant/skills/skills/qdrant-monitoring/setup · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 252

  Qdrant multitenancy

  qdrant/skills/skills/qdrant-multitenancy · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 253

  Qdrant performance optimization

  qdrant/skills/skills/qdrant-performance-optimization · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 254

  Indexing performance optimization

  qdrant/skills/skills/qdrant-performance-optimization/indexing-performance-optimization · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 255

  Memory usage optimization

  qdrant/skills/skills/qdrant-performance-optimization/memory-usage-optimization · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 256

  Search speed optimization

  qdrant/skills/skills/qdrant-performance-optimization/search-speed-optimization · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 257

  Qdrant scaling

  qdrant/skills/skills/qdrant-scaling · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 258

  Minimize latency

  qdrant/skills/skills/qdrant-scaling/minimize-latency · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 259

  Scaling data volume

  qdrant/skills/skills/qdrant-scaling/scaling-data-volume · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 260

  Horizontal scaling

  qdrant/skills/skills/qdrant-scaling/scaling-data-volume/horizontal-scaling · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 261

  Sliding time window

  qdrant/skills/skills/qdrant-scaling/scaling-data-volume/sliding-time-window · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 262

  Tenant scaling

  qdrant/skills/skills/qdrant-scaling/scaling-data-volume/tenant-scaling · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 263

  Vertical scaling

  qdrant/skills/skills/qdrant-scaling/scaling-data-volume/vertical-scaling · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 264

  Scaling qps

  qdrant/skills/skills/qdrant-scaling/scaling-qps · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 265

  Scaling query volume

  qdrant/skills/skills/qdrant-scaling/scaling-query-volume · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 266

  Qdrant search quality

  qdrant/skills/skills/qdrant-search-quality · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 267

  Diagnosis

  qdrant/skills/skills/qdrant-search-quality/diagnosis · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 268

  Search strategies

  qdrant/skills/skills/qdrant-search-quality/search-strategies · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 269

  Hybrid search

  qdrant/skills/skills/qdrant-search-quality/search-strategies/hybrid-search · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 270

  Combining searches

  qdrant/skills/skills/qdrant-search-quality/search-strategies/hybrid-search/combining-searches · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 271

  Search types

  qdrant/skills/skills/qdrant-search-quality/search-strategies/hybrid-search/search-types · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 272

  Relevance feedback

  qdrant/skills/skills/qdrant-search-quality/search-strategies/relevance-feedback · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 273

  Qdrant version upgrade

  qdrant/skills/skills/qdrant-version-upgrade · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 274

  Cloudflare vectorize

  secondsky/claude-skills/plugins/cloudflare-vectorize/skills/cloudflare-vectorize · Skill

  204★ repo

  Production-ready skills for Claude Code CLI - Cloudflare, React, Tailwind v4, and AI integrations

• 275

  Rag evaluation metrics

  PramodDutta/qaskills/seed-skills/rag-evaluation-metrics · Skill

  201★ repo

  QA Skills Directory QA Skills is a curated directory of testing-specific skills for AI coding agents (Claude Code, Cursor, Copilot, etc.).

• 276

  Rag regression testing

  PramodDutta/qaskills/seed-skills/rag-regression-testing · Skill

  201★ repo

  QA Skills Directory QA Skills is a curated directory of testing-specific skills for AI coding agents (Claude Code, Cursor, Copilot, etc.).

• 277

  Ragas rag evaluation

  PramodDutta/qaskills/seed-skills/ragas-rag-evaluation · Skill

  201★ repo

  QA Skills Directory QA Skills is a curated directory of testing-specific skills for AI coding agents (Claude Code, Cursor, Copilot, etc.).

• 278

  Scrna embedding

  BioTender-max/awesome-bio-agent-skills/skills/clawbio/scrna-embedding · Skill

  no license140★ repo

  A curated collection of AI agent skills for biomedical research, covering genomics, proteomics, single-cell analysis, clinical AI, and protein design.

• 279

  Xs workspace rag

  karaage0703/ai-assistant-workspace/skills/xs-workspace-rag · Skill

  136★ repo
• 280

  Dspy embedding retrieval

  OmidZamani/dspy-skills/skills/dspy-embedding-retrieval · Skill

  120★ repo

  Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically

• 281

  Dspy rag pipeline

  OmidZamani/dspy-skills/skills/dspy-rag-pipeline · Skill

  120★ repo

  Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically

• 282

  Neo4j document import skill

  neo4j-contrib/neo4j-skills/neo4j-document-import-skill · Skill

  101★ repo

  Neo4j Skills for Coding and other Agents including Cypher

• 283

  Neo4j graphrag skill

  neo4j-contrib/neo4j-skills/neo4j-graphrag-skill · Skill

  101★ repo

  Neo4j Skills for Coding and other Agents including Cypher

• 284

  Rag implementation

  aisa-group/skill-inject/data/skills/rag-implementation · Skill

  90★ repo

  Skill-Inject: Measuring Agent Vulnerability to Skill File Attacks

• 285

  Recsys pipeline architect

  mturac/everything-openai-codex/skills/recsys-pipeline-architect · Skill

  88★ repo

  EOC: open-source operating system for OpenAI Codex workflows with agents, skills, hooks, rules, memory, safety gates, and cross-harness adapters.

• 286

  Rag engineer

  tranhieutt/software_development_department/.claude/skills/rag-engineer · Skill

  70★ repo

  Software Development Department

• 287

  Vector database engineer

  tranhieutt/software_development_department/.claude/skills/vector-database-engineer · Skill

  70★ repo

  Software Development Department

• 288

  Memory hubness gate

  Tibsfox/gsd-skill-creator/project-claude/skills/memory-hubness-gate · Skill

  no license69★ repo

  Introduces a comprehensive agent-based framework for guided software development (GSD)

• 289

  Rag and memory

  DevelopersGlobal/ai-agent-skills/skills/rag-and-memory · Skill

  65★ repo

  AI agent skills for production grade applications

• 290

  Scrna embedding

  ComeOnOliver/skillshub/skills/ClawBio/ClawBio/scrna-embedding · Skill

  59★ repo

  🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

• 291

  Langchain rag

  ComeOnOliver/skillshub/skills/Harmeet10000/skills/langchain-rag · Skill

  59★ repo

  🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

• 292

  Chroma

  ComeOnOliver/skillshub/skills/Orchestra-Research/AI-Research-SKILLs/chroma · Skill

  59★ repo

  🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

• 293

  Pinecone

  ComeOnOliver/skillshub/skills/TerminalSkills/skills/pinecone · Skill

  59★ repo

  🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

• 294

  Qdrant

  ComeOnOliver/skillshub/skills/TerminalSkills/skills/qdrant · Skill

  59★ repo

  🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

• 295

  Rag pipeline

  ComeOnOliver/skillshub/skills/aiskillstore/marketplace/abdulsamad94/rag-pipeline · Skill

  59★ repo

  🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

• 296

  Surrealdb python

  ComeOnOliver/skillshub/skills/aiskillstore/marketplace/activeinferenceinstitute/surrealdb-python · Skill

  59★ repo

  🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

• 297

  Building rag systems

  ComeOnOliver/skillshub/skills/aiskillstore/marketplace/asmayaseen/building-rag-systems · Skill

  59★ repo

  🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

• 298

  Agentdb semantic vector search

  ComeOnOliver/skillshub/skills/aiskillstore/marketplace/dnyoussef/agentdb-semantic-vector-search · Skill

  59★ repo

  🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

• 299

  Agentdb vector search

  ComeOnOliver/skillshub/skills/aiskillstore/marketplace/dnyoussef/agentdb-vector-search · Skill

  59★ repo

  🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

• 300

  Ai rag pipeline

  ComeOnOliver/skillshub/skills/aiskillstore/marketplace/inference-sh-9/ai-rag-pipeline · Skill

  59★ repo

  🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.