Best retrieval-augmented generation skills, page 3

Manages Alibaba Cloud Bailian knowledge bases with the bl command line: create bases, upload documents, deploy search services, fix chunks and handle data center files.

modelstudioai/cli

A skill your agent uses whenever the user wants to build an agent application — their own program with an embedded agent, such as an AI app, an agentic app or a RAG app.

Prism-Shadow/penguin-harness

Use CortexDB for local-first AI memory, vector search, RAG, knowledge graphs, SPARQL/RDFS/SHACL, corpus-to-graph workflows, external structured-data import (CSV / SQL dumps), and MCP/tool calling.

liliang-cn/cortexdb

Conducts and records a verifiable GPT-RAG Orchestrator architectural decision.

Azure/agent-app-orchestrator

A skill your agent uses for any PostgreSQL database work — table design, indexing, data types, constraints, extensions (pgvector, PostGIS, TimescaleDB), search, and migrations.

timescale/pg-aiguide

Explains how to query cognee agent memory with recall(): how the search type is chosen, how to narrow a query to datasets, and what the returned results contain.

topoteretes/cognee

Redis Search guidance covering FT.CREATE schema design, field type selection (TEXT, TAG, NUMERIC, GEO, GEOSHAPE, VECTOR, JSON path), DIALECT 2 query syntax, FT.SEARCH / FT.AGGREGATE / FT.HYBRID…

redis/agent-skills

Ask a natural-language question against indexed content via the Content Search RAG Q&A endpoint.

open-edge-platform/edge-ai-suites

openloomi HTTP API reference (local-first, served from the OpenLoomi Desktop app at http://localhost:3414).

melandlabs/openloomi

Operate a running Guaardvark: GPU and VRAM state, plugin start/stop, logs, Celery tasks, the Interconnector sync to other machines, overnight RAG autoresearch, and infographics.

guaardvark/guaardvark

Guides development with SAP AI Core and SAP AI Launchpad for enterprise AI/ML workloads on SAP BTP.

secondsky/sap-skills

Guides MongoDB users through implementing and optimizing Atlas Search (full-text), Vector Search (semantic), and Hybrid Search solutions.

mongodb/agent-skills

Designs multiscale chunking for RAG by embedding small units for retrieval precision and returning larger context for synthesis.

agentsope/SkillAlchemy

Guide to designing n8n AI agents: choosing between Agent, chain, classifier and extractor nodes, wiring model, memory, tools and parser, plus RAG and human review.

czlonkowski/n8n-skills

Guide developers through creating a custom retrieval pipeline plugin for AutoRAG-Research.

NomaDamas/AutoRAG-Research

Convert retrieved philosophy or classics snippets into concise modern mindset guidance and practical reflection methods.

Bald0Wang/DeepSeek-Oracle

A skill your agent uses when integrating LLMs, chat clients, embeddings, RAG pipelines, or AI agents into Spring Boot.

rrezartprebreza/spring-boot-skills

Documents Brave's LLM Context API, which returns pre-extracted, ranked web page content for grounding agent and RAG answers, with GET and POST calls and Goggles filters.

brave/brave-search-skills

GPT-RAG Orchestrator architecture and implementation principles.

Azure/agent-app-orchestrator

Builds and debugs retrieval with the gaik toolkit — PgVectorStore, Ranker, FinnishTextProcessor, RelevanceGate — as hybrid search: pgvector similarity plus Postgres full-text, fused by rank, and the…

GAIK-project/gaik-toolkit

Answers a question strictly from a chosen Obsidian vault at quick, standard or deep depth, using a verified retrieval index when available and never changing vault files.

AgriciDaniel/claude-obsidian

Builds and queries a local contextual BM25 index over an Obsidian vault, with optional Nomic reranking through Ollama and strict consent rules before any text leaves the machine.

AgriciDaniel/claude-obsidian

A skill your agent uses when integrating LLMs, chat clients, embeddings, RAG pipelines, or AI agents into Spring Boot.

rrezartprebreza/spring-boot-skills

Expert in building Retrieval-Augmented Generation systems. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates

Fast vault Q&A — quick lookups, decision history, blocker status, doc search.

kv0906/pm-kit

Portuguese guide to building a retrieval-augmented generation assistant over a company's documents, with embeddings, section-based chunking, retrieval and a client workflow.

Hermes-brasil/hermes-brasil

Measure retrieval quality using evaluateretrieval (MRR@5 and Recall@5) and getindexstats.

lyonzin/knowledge-rag

Suggest the matching Convex component when the user hand-rolls a pattern it already solves (crons, sharded-counter, rate-limiter, storage, search, presence, workflow, RAG, prosemirror-sync).

openclaw/clawhub

RAG search across EPC provisions, EPO Guidelines for Examination, and PCT rules for European and international patent law research

RobThePCGuy/Claude-Patent-Creator

A skill your agent uses when measuring whether an LLM or agent system actually got better and gating merges on it: golden sets, fixing an inflated LLM-as-judge, scoring RAG (faithfulness, contextual…

ericrisco/rsc-harness

Redis LangCache guidance for semantic caching of LLM responses on Redis Cloud — calling search/set via the SDK or REST API, tuning the similarity threshold, separating caches per task type, and…

redis/agent-skills

Oracle Database guidance for SQL, PL/SQL, SQLcl, ORDS, Oracle Vector SDK, administration, app development, performance, security, migrations, and agent-safe database workflows.

oracle/skills

Knowledge base assistant that retrieves and cites documents from a curated index.

Atmosphere/atmosphere

A skill your agent uses when building production LLM applications — designing RAG pipelines, choosing vector databases, implementing agent orchestration, optimizing cost, or adding AI safety…

kid-sid/claude-spellbook

Azure AI Search SDK for .NET (Azure.Search.Documents). An agent skill from microsoft/skills.

microsoft/skills

Symbol-level code context for LLM coder-agents: tree-sitter extracts symbols, PageRank ranks them over the cross-file reference graph, and the top class/function signatures are fed to the LLM as a…

agentsope/SkillAlchemy

Production-ready patterns for building LLM applications. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates

Keeps GPT-RAG Orchestrator user and operator documentation aligned with shipped behavior.

Azure/agent-app-orchestrator

After making a non-obvious architectural decision, solving a novel bug, agreeing on a coding standard, or reaching a conclusion worth remembering, index it back into the knowledge base so the next…

lyonzin/knowledge-rag

Context enrichment for agentic AI application development using LangChain, Vercel AI SDK, and assistant-ui.

rsmdt/the-startup

Oracle Enterprise AI guidance for building, deploying, securing, estimating cost for, and integrating AI models, agents, RAG, Responses API workflows, custom or imported models, fine-tuning, model…

oracle/skills

Maintain DomoDomo private local AI features, Ollama connections, browser inference, streaming UX, embeddings, RAG, memory, and agent interfaces.

darknecrocities/DomoDomo---All-in-one-Tool

当目标为 LLM 应用/Chatbot/智能客服/AI 助手/Copilot/Agent/RAG 知识库/多模态模型，或发现用户输入进入大模型提示、工具调用、知识库检索、对话记忆、文件解析，或需要测试提示词注入/越狱逃逸/System Prompt 泄露/训练数据与敏感信息泄露/RAG 检索污染/Agent 记忆污染/工具滥用与命令执行/SSRF/沙箱逃逸时调用。负责 OWASP LLM…

zhaji2333/CkSKILLS

用 MinerU 将复杂PDF文档转换为LLM友好的Markdown/JSON格式。适用于：(1) PDF转Markdown/JSON，(2) 提取PDF中的文本、表格、公式、图像，(3) 解析学术论文、技术文档、商业报告，(4) 为RAG应用准备文档数据，(5) 批量处理PDF。触发关键词："PDF解析"、"PDF转Markdown"、"提取PDF表格/公式"、"MinerU"、"parse…

staruhub/ClaudeSkills

Adds and tunes a reranker stage for RAG using the retrieve-wide, rerank-narrow pattern.

agentsope/SkillAlchemy

Prepares and validates GPT-RAG Orchestrator releases. An agent skill from Azure/agent-app-orchestrator.

Azure/agent-app-orchestrator

This skill should be used when a learner wants to navigate or understand the Build-an-Agent workshop as a whole — e.g.

brevdev/workshop-build-an-agent

At the start of every new session or when the topic shifts significantly, probe the knowledge base to learn what is indexed.

lyonzin/knowledge-rag