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

• 601

  Flutter embedding native views

  build-with-dhiraj/ai-workflow-framework-portability-kit/Skills/flutter-embedding-native-views · Skill

  4★ repo

  Portable, self-contained snapshot of a complete Claude Code setup — 36 specialist agents, 134 skills, plugins, MCP servers & host tooling. Clone, claude login, run one script, restore the whole orchestration stack in ~20 min.

• 602

  Rag patterns

  build-with-dhiraj/ai-workflow-framework-portability-kit/Skills/rag-patterns · Skill

  4★ repo

  Portable, self-contained snapshot of a complete Claude Code setup — 36 specialist agents, 134 skills, plugins, MCP servers & host tooling. Clone, claude login, run one script, restore the whole orchestration stack in ~20 min.

• 603

  Ai science vision rag

  Pavel-Kravchenko/Bioinformatics/Skills/ai-science-vision-rag · Skill

  no license4★ repo

  208 bioinformatics skills for Claude Code — NGS, single-cell, metagenomics, structural biology, algorithms, AI for science

• 604

  Document rag

  Pavel-Kravchenko/Bioinformatics/Skills/document-rag · Skill

  no license4★ repo

  208 bioinformatics skills for Claude Code — NGS, single-cell, metagenomics, structural biology, algorithms, AI for science

• 605

  Rag implementation

  carlopezzuto/agents/.claude/skills/rag-implementation · Skill

  3★ repo

  Claude Code configuration with 42 specialized agents, 33 skills, 28 commands, and a hook system for development best practices

• 606

  Creo ai generation

  oyusypenko/creo/skills/creo-ai-generation · Skill

  3★ repo

  AI-powered design review, UX analysis, SEO audit, content generation, DevOps & testing toolkit for Claude Code. 12 skills, 12 parallel subagents. One-liner install.

• 607

  Data chunking large datasets

  soden46/syarif-laravel-ai-skills/skills/data-chunking-large-datasets · Skill

  3★ repo

  Reusable Laravel AI skills for Codex, Claude Code, and other AI coding assistants

• 608

  Vector search

  soden46/syarif-laravel-ai-skills/skills/vector-search · Skill

  3★ repo

  Reusable Laravel AI skills for Codex, Claude Code, and other AI coding assistants

• 609

  Local rag builder

  Ldxs001/workbuddy-skills/skills/local-rag-builder · Skill

  3★ repo

  一个包含agent和skill的集合：RAG、技能审查、周报生成、项目管理、质量监控...及技术方案/内部设计文档

• 610

  Embedding strategies

  LiHongwei-cn/lihongwei-cn/mundo-cloud/skills/uncategorized/embedding-strategies · Skill

  3★ repo

  MUNDO - THE EMPEROR. Complete AI orchestration system with 1208 skills, 25 capability modules, self-evolving, collective consciousness. GitHub Actions 24/7 automation.

• 611

  Rag implementation

  LiHongwei-cn/lihongwei-cn/mundo-cloud/skills/uncategorized/rag-implementation · Skill

  3★ repo

  MUNDO - THE EMPEROR. Complete AI orchestration system with 1208 skills, 25 capability modules, self-evolving, collective consciousness. GitHub Actions 24/7 automation.

• 612

  Embedding architect

  AtulPurohit/Antigravity-Awesome-Skills/plugins/ai-llm-engineering/skills/embedding-architect · Skill

  no license3★ repo

  Installable GitHub library of 300+ professional agentic skills for Claude Code, Antigravity IDE, Gemini CLI, Cursor, and Copilot. Features a custom NPX installer, 9 stack-specific bundles, validation schemas, security auditing, and an interactive catalog explorer app.

• 613

  Rag builder

  AtulPurohit/Antigravity-Awesome-Skills/plugins/ai-llm-engineering/skills/rag-builder · Skill

  no license3★ repo

  Installable GitHub library of 300+ professional agentic skills for Claude Code, Antigravity IDE, Gemini CLI, Cursor, and Copilot. Features a custom NPX installer, 9 stack-specific bundles, validation schemas, security auditing, and an interactive catalog explorer app.

• 614

  Semantic search

  AtulPurohit/Antigravity-Awesome-Skills/plugins/ai-llm-engineering/skills/semantic-search · Skill

  no license3★ repo

  Installable GitHub library of 300+ professional agentic skills for Claude Code, Antigravity IDE, Gemini CLI, Cursor, and Copilot. Features a custom NPX installer, 9 stack-specific bundles, validation schemas, security auditing, and an interactive catalog explorer app.

• 615

  Vector database

  AtulPurohit/Antigravity-Awesome-Skills/plugins/database-data-ops/skills/vector-database · Skill

  no license3★ repo

  Installable GitHub library of 300+ professional agentic skills for Claude Code, Antigravity IDE, Gemini CLI, Cursor, and Copilot. Features a custom NPX installer, 9 stack-specific bundles, validation schemas, security auditing, and an interactive catalog explorer app.

• 616

  Embedding architect

  AtulPurohit/Antigravity-Awesome-Skills/skills/embedding-architect · Skill

  no license3★ repo

  Installable GitHub library of 300+ professional agentic skills for Claude Code, Antigravity IDE, Gemini CLI, Cursor, and Copilot. Features a custom NPX installer, 9 stack-specific bundles, validation schemas, security auditing, and an interactive catalog explorer app.

• 617

  Rag builder

  AtulPurohit/Antigravity-Awesome-Skills/skills/rag-builder · Skill

  no license3★ repo

  Installable GitHub library of 300+ professional agentic skills for Claude Code, Antigravity IDE, Gemini CLI, Cursor, and Copilot. Features a custom NPX installer, 9 stack-specific bundles, validation schemas, security auditing, and an interactive catalog explorer app.

• 618

  Semantic search

  AtulPurohit/Antigravity-Awesome-Skills/skills/semantic-search · Skill

  no license3★ repo

  Installable GitHub library of 300+ professional agentic skills for Claude Code, Antigravity IDE, Gemini CLI, Cursor, and Copilot. Features a custom NPX installer, 9 stack-specific bundles, validation schemas, security auditing, and an interactive catalog explorer app.

• 619

  Vector database

  AtulPurohit/Antigravity-Awesome-Skills/skills/vector-database · Skill

  no license3★ repo

  Installable GitHub library of 300+ professional agentic skills for Claude Code, Antigravity IDE, Gemini CLI, Cursor, and Copilot. Features a custom NPX installer, 9 stack-specific bundles, validation schemas, security auditing, and an interactive catalog explorer app.

• 620

  Rag architect

  zacklecon/claude-skills/skills/rag-architect · Skill

  3★ repo

  ⚙️ Build and deploy 66 versatile Claude AI skills and 9 workflows designed to enhance productivity for full-stack developers.

• 621

  Chroma

  ihatesea69/HieuNghi-AI-Skills/airesearch_skills/15-rag/chroma · Skill

  3★ repo

  101 curated Agent Skills for Claude Code, GitHub Copilot, Cursor, and Gemini CLI. Covers React/Next.js, Postgres, HuggingFace ML, AI research engineering (vLLM, DeepSpeed, LangChain, RAG, fine-tuning) and dev.to blog writing.

• 622

  Pinecone

  ihatesea69/HieuNghi-AI-Skills/airesearch_skills/15-rag/pinecone · Skill

  3★ repo

  101 curated Agent Skills for Claude Code, GitHub Copilot, Cursor, and Gemini CLI. Covers React/Next.js, Postgres, HuggingFace ML, AI research engineering (vLLM, DeepSpeed, LangChain, RAG, fine-tuning) and dev.to blog writing.

• 623

  Qdrant

  ihatesea69/HieuNghi-AI-Skills/airesearch_skills/15-rag/qdrant · Skill

  3★ repo

  101 curated Agent Skills for Claude Code, GitHub Copilot, Cursor, and Gemini CLI. Covers React/Next.js, Postgres, HuggingFace ML, AI research engineering (vLLM, DeepSpeed, LangChain, RAG, fine-tuning) and dev.to blog writing.

• 624

  Sentence transformers

  ihatesea69/HieuNghi-AI-Skills/airesearch_skills/15-rag/sentence-transformers · Skill

  3★ repo

  101 curated Agent Skills for Claude Code, GitHub Copilot, Cursor, and Gemini CLI. Covers React/Next.js, Postgres, HuggingFace ML, AI research engineering (vLLM, DeepSpeed, LangChain, RAG, fine-tuning) and dev.to blog writing.

• 625

  Rag pipeline designer

  JayRHa/AgentSkills/rag-pipeline-designer · Skill

  3★ repo

  The largest community-driven library of Agent Skills (SKILL.md + scripts/references/examples) for Claude, Codex, Gemini CLI, Cursor and friends.

• 626

  Ai rag patterns

  Muvon/octomind-tap/skills/ai-rag-patterns · Skill

  3★ repo

  Octomind Agents Registry

• 627

  Agent platform rag engine management

  hamzabellouch/agent-skills/AI API and Agent Platform/agent-platform-rag-engine-management · Skill

  3★ repo

  Comprehensive collection of 380+ production-ready Agent Skills (26 domains) conforming to the Agent Skills Standard, featuring native auto-discovery for Antigravity, Gemini CLI, Claude Code, Cursor, and Codex.

• 628

  Vector databases qdrant milvus pinecone

  hamzabellouch/agent-skills/AI and Vector Databases/vector-databases-qdrant-milvus-pinecone · Skill

  3★ repo

  Comprehensive collection of 380+ production-ready Agent Skills (26 domains) conforming to the Agent Skills Standard, featuring native auto-discovery for Antigravity, Gemini CLI, Claude Code, Cursor, and Codex.

• 629

  Google cloud solution rag enterprise search gke sqldb

  hamzabellouch/agent-skills/Google Cloud and GKE/google-cloud-solution-rag-enterprise-search-gke-sqldb · Skill

  3★ repo

  Comprehensive collection of 380+ production-ready Agent Skills (26 domains) conforming to the Agent Skills Standard, featuring native auto-discovery for Antigravity, Gemini CLI, Claude Code, Cursor, and Codex.

• 630

  Langchain rag

  Sameeh07/AGENT-SKILLS/skills/langchain-rag · Skill

  no license3★ repo

  This repository contains small, focused skill cards that you can load into AI coding assistants (e.g., GitHub Copilot, Cursor, Antigravity, Replit Agents). Each skill is a short markdown file that teaches the assistant conventions and patterns for a given topic.

• 631

  Rag

  bethanychamberlain/claude-skills-librechat/librechat-data/skills/rag · Skill

  2★ repo

  Claude Code skills for LibreChat administration and configuration

• 632

  Implementing document indexing

  qte77/claude-code-plugins/plugins/rag-core/skills/implementing-document-indexing · Skill

  2★ repo

  A Claude Code plugin marketplace providing skills, rules, and scripts extracted from a production development workflow.

• 633

  Forge rag

  ForgeyClap/claude-forge/.claude/skills/forge-rag · Skill

  2★ repo

  Zero-dependency multi-agent build, automation and review system for Claude Code. 18 agents, 23 skills, a live per-project dashboard, and a /setup-forge onboarding wizard. One command: /forge.

• 634

  Forge rag

  ForgeyClap/claude-forge/plugins/forge/skills/forge-rag · Skill

  2★ repo

  Zero-dependency multi-agent build, automation and review system for Claude Code. 18 agents, 23 skills, a live per-project dashboard, and a /setup-forge onboarding wizard. One command: /forge.

• 635

  Embedding strategies

  spideynolove/claude-code-in-action/27-tdd-conductor-llmdev/.claude/skills/embedding-strategies · Skill

  2★ repo

  The process I experienced firsthand through the https://anthropic.skilljar.com/claude-code-in-action course using real-world daily projects

• 636

  Rag implementation

  spideynolove/claude-code-in-action/27-tdd-conductor-llmdev/.claude/skills/rag-implementation · Skill

  2★ repo

  The process I experienced firsthand through the https://anthropic.skilljar.com/claude-code-in-action course using real-world daily projects

• 637

  Openapi utilities

  openapi/openapi-skills/skills/openapi-utilities · Skill

  2★ repo

  🧠 A powerful collection of agent skills to interact with the @Openapi® API marketplace — company data, official documents, KYC/risk, e-signatures, invoicing, SMS, PEC, and more

• 638

  Rag

  phucbm/skills/skills/ai/rag · Skill

  no license2★ repo

  Claude Plugin - Personal knowledge base for Claude Code — patterns and integrations across projects

• 639

  Rag setup project

  butchokoy25/lightrag-claude-skills/skills/rag-setup-project · Skill

  2★ repo

  Persistent memory for Claude Code via LightRAG knowledge graphs — 7 skills + 2 auto-hooks

• 640

  Rag sync

  butchokoy25/lightrag-claude-skills/skills/rag-sync · Skill

  2★ repo

  Persistent memory for Claude Code via LightRAG knowledge graphs — 7 skills + 2 auto-hooks

• 641

  Rag architect

  OpenSIN-AI/OpenSIN-Skills/engineering/rag-architect · Skill

  no license2★ repo

  The world's largest open-source AI agent skill library — 280+ skills across 9 knowledge domains + 46 operational actions. Built on alirezarezvani/claude-skills + OpenSIN-AI.

• 642

  Nexus data science

  Shuwanito/SkillsMP/.claude/skills/nexus-data-science · Skill

  no license2★ repo

  SEO

• 643

  Nexus legal rag

  Shuwanito/SkillsMP/.claude/skills/nexus-legal-rag · Skill

  no license2★ repo

  SEO

• 644

  Index

  thoreinstein/obsidian-rag/skills/index · Skill

  2★ repo

  A Claude Code plugin for interfacing with an Obsidian vault with local first RAG capabilities

• 645

  Task chunking

  nevitonsantana/adaptive-skills/skills/task-chunking · Skill

  no license2★ repo

  38 portable Agent Skills for disciplined, reviewable AI-assisted work across Codex, Claude Code, GitHub Copilot, and compatible agents.

• 646

  Vector database engineer

  Ghosteken/agent-harness/archive/skills-community/vector-database-engineer · Skill

  2★ repo

  Production-grade engineering skills and specialist agent personas for AI coding assistants. Orchestrates the full SDLC, from spec to ship, with structured verification gates, anti-rationalization checks, and senior-level engineering discipline.

• 647

  Embedding strategies

  Ghosteken/agent-harness/skills/embedding-strategies · Skill

  2★ repo

  Production-grade engineering skills and specialist agent personas for AI coding assistants. Orchestrates the full SDLC, from spec to ship, with structured verification gates, anti-rationalization checks, and senior-level engineering discipline.

• 648

  Rag engineer

  Ghosteken/agent-harness/skills/rag-engineer · Skill

  2★ repo

  Production-grade engineering skills and specialist agent personas for AI coding assistants. Orchestrates the full SDLC, from spec to ship, with structured verification gates, anti-rationalization checks, and senior-level engineering discipline.

• 649

  Rag implementation

  Ghosteken/agent-harness/skills/rag-implementation · Skill

  2★ repo

  Production-grade engineering skills and specialist agent personas for AI coding assistants. Orchestrates the full SDLC, from spec to ship, with structured verification gates, anti-rationalization checks, and senior-level engineering discipline.

• 650

  Embedding strategies

  bcastelino/agent-skills-kit/skills/embedding-strategies · Skill

  2★ repo

  Toolkit for authoring and packaging Agent Skills. Includes a meta skill, templates, a sample skill, and scripts for validation and packaging

• 651

  Rag engineer

  bcastelino/agent-skills-kit/skills/rag-engineer · Skill

  2★ repo

  Toolkit for authoring and packaging Agent Skills. Includes a meta skill, templates, a sample skill, and scripts for validation and packaging

• 652

  Rag implementation

  bcastelino/agent-skills-kit/skills/rag-implementation · Skill

  2★ repo

  Toolkit for authoring and packaging Agent Skills. Includes a meta skill, templates, a sample skill, and scripts for validation and packaging

• 653

  Embedding strategies

  FluxonLab/Skillry/community/wshobson-agents/skills/embedding-strategies · Skill

  no license2★ repo

  Installable, permission-bounded, multi-platform agent skills & subagents for Claude Code, Codex, Copilot & Gemini/Antigravity — 125 skills + 73 subagents across 18 departments, with a validation harness, native plugin marketplace, and full upstream attribution. by FluxonLab.

• 654

  Rag implementation

  FluxonLab/Skillry/community/wshobson-agents/skills/rag-implementation · Skill

  no license2★ repo

  Installable, permission-bounded, multi-platform agent skills & subagents for Claude Code, Codex, Copilot & Gemini/Antigravity — 125 skills + 73 subagents across 18 departments, with a validation harness, native plugin marketplace, and full upstream attribution. by FluxonLab.

• 655

  43 rag vector search review

  FluxonLab/Skillry/plugins/ai-and-agent-systems/skills/43-rag-vector-search-review · Skill

  no license2★ repo

  Installable, permission-bounded, multi-platform agent skills & subagents for Claude Code, Codex, Copilot & Gemini/Antigravity — 125 skills + 73 subagents across 18 departments, with a validation harness, native plugin marketplace, and full upstream attribution. by FluxonLab.

• 656

  Knowledge retrieval pipeline review

  jukrap/ai-agent-playbook/skills/data/knowledge-retrieval-pipeline-review · Skill

  2★ repo

  Reusable AI agent skills, project templates, and guardrails for safer software maintenance and delivery.

• 657

  Vector databases

  furkangonel/cowrangler/bundled_skills/mlops/vector-databases · Skill

  2★ repo

  Autonomous terminal AI agent for workflows and feasible project procedures. Co-Worker Co-Wrangler 🐙

• 658

  Rag system design

  vignesh2027/AI-AGENT-SKILLS/skills/rag-system-design · Skill

  2★ repo

  Turn your ai agent into senior engineer..The result is fast code that fails slowly. AI Agent Skills solves this by giving agents the same disciplined workflows senior engineers use

• 659

  Rag architect

  AllanWessels/Bratan/skills/rag-architect · Skill

  no license2★ repo

  Bratan is a self-improving Retrieval-Augmented Generation framework built on an adversarial three-agent loop

• 660

  Agent platform rag engine management

  Pyfagorass/bookofspells/skills/google/agent-platform-rag-engine-management · Skill

  no license2★ repo

  📖 The Book of Spells: a curated, enchanted index of real LLM tooling — and a pipeline that gathers SKILL.md skills from many houses into one searchable shelf.