Topic · AI & LLM Engineering
Best retrieval-augmented generation skills, page 7
Retrieval-augmented generation skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 289 | 289.RAG A skill your agent uses when building grounded Q&A over your own corpus — chunk, retrieve hybrid, rerank, ground, cite chunk ids, refuse when the sources fall short — or when the right document is… | ericrisco/ | 167 | — | ~2.9k | Automated safety check: Pass | MIT | today |
| 290 | Provides AWS CloudFormation patterns for Amazon Bedrock resources including agents, knowledge bases, data sources, guardrails, prompts, flows, and inference profiles. | giuseppe-trisciuoglio/ | 355 | — | ~3.2k | Automated safety check: Notes | MIT | 27 days ago |
| 291 | 291.Notebooklm Enables interaction with Google NotebookLM for advanced RAG (Retrieval-Augmented Generation) capabilities via the notebooklm-mcp-cli tool. | giuseppe-trisciuoglio/ | 355 | — | ~2.9k | Automated safety check: Notes | MIT | 27 days ago |
| 292 | 292.AI Engineer Expert in building comprehensive AI systems, integrating LLMs, RAG architectures, and autonomous agents into production applications. | majiayu000/ | 666 | 1 repo | ~848 | Automated safety check: Pass | MIT | today |
| 293 | 293.Chatbot A skill your agent uses when a support or sales bot on a live website must behave: persona/system prompt, grounding so it cannot invent prices or policy, jailbreak and injection defense, the human… | majiayu000/ | 666 | 1 repo | ~3.3k | Automated safety check: Pass | MIT | today |
| 294 | 294.LLM Architect A skill your agent uses when user needs LLM system architecture, model deployment, optimization strategies, and production serving infrastructure. | majiayu000/ | 666 | 1 repo | ~1.7k | Automated safety check: Pass | MIT | today |
| 295 | 295.Mastra A skill your agent uses when working with Mastra - the TypeScript AI framework for building agents, workflows, tools, and AI-powered applications. | majiayu000/ | 666 | 1 repo | ~3.2k | Automated safety check: Pass | MIT | today |
| 296 | A skill your agent uses when crafting LLM prompts, implementing chain-of-thought reasoning, designing few-shot examples, building RAG pipelines, or optimizing prompt performance. | majiayu000/ | 666 | 1 repo | ~4k | Automated safety check: Pass | MIT | today |
| 297 | 297.RAG Engineer Expert in building Retrieval-Augmented Generation systems. An agent skill from majiayu000/claude-skill-registry. | majiayu000/ | 666 | 3 repos | ~2.5k | Automated safety check: Pass | MIT | today |
| 298 | 298.AI ML V2 AI/ML Workflow Bundle workflow skill. An agent skill from majiayu000/claude-skill-registry. | majiayu000/ | 666 | 1 repo | ~3.4k | Automated safety check: Pass | MIT | today |
| 299 | Databricks Vector Search endpoints and indexes for RAG and semantic search; covers index types, search modes, end-to-end RAG patterns | databricks/ | 345 | — | ~2.9k | Automated safety check: Pass | Unknown | today |
| 300 | Build AI-first applications with RAG pipelines, embeddings, vector databases, agentic workflows, and LLM integration. | aiskillstore/ | 430 | 1 repo | ~4.5k | Automated safety check: Pass | No licence | today |
| 301 | AI 学习记录与成长追踪工具。用于记录 AI/LLM 学习笔记、使用心得、Prompt 技巧、工具体验等,并提供学习指导和规划。当用户提到以下任何话题时都应使用此 skill:AI 学习记录、学习笔记、AI 使用心得、Prompt 工程学习、模型对比体验、AI 工具使用记录、LLM 学习、RAG 学习、Agent 学习、MCP 学习、AI 微调实践、AI 学习规划、怎么学 AI、AI… | LeoYeAI/ | 2.2k | — | ~2.6k | Automated safety check: Pass | MIT | 2 mo ago |
| 302 | 302.Orchata RAG Knowledge management and RAG platform with tree-based document indexing. | LeoYeAI/ | 2.2k | — | ~4.7k | Automated safety check: Pass | MIT | 2 mo ago |
| 303 | Methodology for systematically designing document chunking strategies for RAG pipelines. | revfactory/ | 1.3k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 304 | Designing agent harnesses and tool systems — risk taxonomy for tools, permission decisions, draft/commit pattern, structured tool results, agent budgets (10 types), context trust labels against… | AnastasiyaW/ | 154 | — | ~764 | Automated safety check: Pass | MIT | today |
| 305 | 305.Pinecone Managed vector database for production RAG — serverless and pod-based deployment, hybrid search, namespaces, and metadata filtering. | AlexAI-MCP/ | 135 | — | ~954 | Automated safety check: Pass | MIT | 6 mo ago |
| 306 | A skill your agent uses whenever the user wants to find, shortlist, vet, or enrich US AI/ML/data consulting firms (consultancies) — AI/ML development, MLOps, generative AI / LLM apps (RAG, chatbots… | jeremylongshore/ | 2.8k | — | ~4k | Automated safety check: Notes | MIT | today |
| 307 | Build research knowledge graphs for literature synthesis and RAG systems | wentorai/ | 298 | 1 repo | ~2.6k | Automated safety check: Pass | MIT | 3 mo ago |
| 308 | RAG architecture for academic knowledge retrieval and synthesis | wentorai/ | 298 | 1 repo | ~2.8k | Automated safety check: Pass | MIT | 3 mo ago |
| 309 | 309.RAG Ingest user-selected documents and retrieve cited procedures, standards, and design evidence from the local RAG knowledge base. | automateyournetwork/ | 675 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 310 | 310.Knowledge Query Hybrid search (vector + BM25 via RRF + metadata boost) against the pgvector Knowledge base, with optional RAG synthesis. | evolution-foundation/ | 545 | — | ~804 | Automated safety check: Notes | Unknown | 4 mo ago |
| 311 | 311.AI Product Every product will be AI-powered. An agent skill from omer-metin/skills-for-antigravity. | omer-metin/ | 162 | — | ~858 | Automated safety check: Pass | Apache-2.0 | 8 mo ago |
| 312 | Coaches end-to-end ML system design interviews covering inference pipelines, recommendation systems, RAG, feature stores, and monitoring. | curiositech/ | 243 | — | ~3.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 313 | 313.Clarity Gate Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow | aiskillstore/ | 430 | 3 repos | ~210 | Automated safety check: Pass | No licence | today |
| 314 | Cloudflare Vectorize vector database for semantic search and RAG. | secondsky/ | 227 | — | ~3.3k | Automated safety check: Pass | MIT | 9 days ago |
| 315 | Test authorized retrieval-augmented generation boundaries for tenant isolation, corpus attribution, retrieval integrity, poisoned-content influence, citation fidelity, and protected-data crossover… | cyberful/ | 135 | — | ~612 | Automated safety check: Pass | AGPL-3.0 | 1 mo ago |
| 316 | Write a structured project status report for any project. An agent skill from mohitagw15856/pm-claude-skills. | mohitagw15856/ | 1.4k | — | ~954 | Automated safety check: Pass | MIT | today |
| 317 | Review an existing Retrieval-Augmented Generation system and find why it underperforms. | mohitagw15856/ | 1.4k | — | ~1.1k | Automated safety check: Pass | MIT | today |
| 318 | 318.RAG Design Doc Design a Retrieval-Augmented Generation system end to end. An agent skill from mohitagw15856/pm-claude-skills. | mohitagw15856/ | 1.4k | — | ~1.2k | Automated safety check: Pass | MIT | today |
| 319 | Runs a structured team health assessment across key dimensions. | mohitagw15856/ | 1.4k | — | ~2.6k | Automated safety check: Pass | MIT | today |
| 320 | 320.RAG Construction Build RAG systems for construction knowledge bases. An agent skill from datadrivenconstruction/DDC_Skills_for_AI_Agents_in_Construction. | datadrivenconstruction/ | 344 | 1 repo | ~5.7k | Automated safety check: Pass | MIT | 1 mo ago |
| 321 | MindsDB MCP服务器交互技能,用于通过自然语言查询和操作200+企业级数据源。当用户需要查询数据库、分析数据、创建AI模型、连接数据源(MySQL、PostgreSQL、MongoDB、Excel、CSV、Gmail、Slack等)、执行SQL查询、进行数据预测、构建知识库(RAG)、智能问答、文档检索或任何与数据库交互的任务时使用此技能。即使没有明确提到MindsDB,只要涉及数据库操… | LeoYeAI/ | 2.2k | — | ~2.5k | Automated safety check: Pass | MIT | 2 mo ago |
| 322 | 322.Chunking Configure and validate Unstructured post-partition chunking for RAG, embedding, and downstream processing. | VectorSpaceLab/ | 328 | — | ~974 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 323 | 323.Configuration Use this RAGs sub-skill to inspect, edit, update, delete, and troubleshoot generated RAG agent configuration and cache state. | VectorSpaceLab/ | 328 | — | ~756 | Automated safety check: Pass | MIT | 1 mo ago |
| 324 | 324.Feast A skill your agent uses for Feast feature store tasks: feature repositories, definitions, CLI, retrieval, materialization, serving, RAG/vector search, integrations, and Feast contributor workflows. | VectorSpaceLab/ | 328 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 325 | A skill your agent uses for Feast RAG, vector search, vector-indexed fields, vector online stores, document embedding/chunking, retrieveonlinedocuments APIs, DocEmbedder, FeastVectorStore, and… | VectorSpaceLab/ | 328 | — | ~622 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 326 | 326.Rags Use this repo skill for RAGs, a Streamlit app that builds configurable LlamaIndex RAG agents from natural-language setup, data sources, and model settings. | VectorSpaceLab/ | 328 | — | ~1k | Automated safety check: Pass | MIT | 1 mo ago |
| 327 | A skill your agent uses for sentence-transformers CrossEncoder pair scoring, reranking, rank API usage, retrieve-and-rerank handoffs, multimodal reranker routing, and activation/softmax/numlabels… | VectorSpaceLab/ | 328 | — | ~807 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 328 | 328.Chunking A skill your agent uses when splitting extracted text into chunks for LLM context windows or RAG ingestion. | hashgraph-online/ | 1.2k | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | today |
| 329 | 329.RAG Engineer RAG workflow skill. An agent skill from diegosouzapw/awesome-omni-skills. | diegosouzapw/ | 159 | — | ~3.5k | Automated safety check: Pass | MIT | 3 mo ago |
| 330 | 330.Bedrock Agents Amazon Bedrock Agents for building autonomous AI agents with foundation model orchestration, action groups, knowledge bases, and session management. | majiayu000/ | 666 | 1 repo | ~10k | Automated safety check: Notes | MIT | today |
| 331 | 331.Archon Interactive Archon integration for knowledge base and project management via REST API. | Microck/ | 403 | — | ~5k | Automated safety check: Pass | Unknown | 1 mo ago |
| 332 | 332.Dnd5e Srd Retrieval-augmented generation (RAG) skill for the D&D 5e System Reference Document (SRD). | Microck/ | 403 | — | ~1.8k | Automated safety check: Pass | Unknown | 1 mo ago |
| 333 | 333.RAG Architect Design RAG pipelines: chunking, retrieval evaluation, and architecture. | borghei/ | 881 | — | ~1.8k | Automated safety check: Pass | MIT | today |
| 334 | ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs. | borghei/ | 881 | — | ~1.7k | Automated safety check: Pass | MIT | today |
| 335 | Designs production retrieval-augmented generation systems: chunking, embeddings, vector store, reranking, eval. | criptogus/ | 288 | — | ~554 | Automated safety check: Pass | CC-BY-SA-4.0 | 28 days ago |
| 336 | 336.Qmd 2 Local hybrid search for markdown notes and docs. An agent skill from sundial-org/awesome-openclaw-skills. | sundial-org/ | 663 | — | ~1.2k | Automated safety check: Pass | No licence | 7 mo ago |
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