Best retrieval-augmented generation skills, page 2

Before answering any technical question, code request, architecture decision, or factual claim, call searchknowledge to check the local corpus.

lyonzin/knowledge-rag

A skill your agent uses when the user needs academic paper retrieval — searching scientific literature by author/year/journal, finding paper chunks for RAG-style citations, or expanding original…

opendatalab/Sciverse-Agent-Tools

Guide for using the NeuroLink SDK and CLI. An agent skill from juspay/neurolink.

juspay/neurolink

Explains how to run Qdrant, a Rust vector database, for RAG and semantic search, covering collections, points, distance metrics and filtered or batched queries.

Orchestra-Research/AI-Research-SKILLs

A skill your agent uses when the user has a RAG (Retrieval-Augmented Generation) system and wants to evaluate its quality — separating retrieval issues from generation issues.

agentscope-ai/OpenJudge

Solon Java framework expert (NOT Spring). An agent skill from opensolon/soloncode.

opensolon/soloncode

PenShot 项目开发 Skill。用于修改或审查 Agent、LangGraph 工作流、任务生命周期、记忆/RAG、配置、REST、MCP、CLI、测试和项目文档；先核实源码与工具配置，再按现有架构实施并验证。

neopen/story-shot-agent

Produce a deep, multi-source, cited research brief on a topic from live web data using Bright Data's Discover API (intent-ranked web search + parsed page content).

brightdata/skills

Designs retrieval-augmented generation systems: document chunking, embeddings, vector store setup, hybrid search, reranking and retrieval evaluation, with checks at each step.

Jeffallan/claude-skills

Analyze a job description (pasted text OR a URL) and find the AI/ML/GenAI topics it requires that this learn-ai course does NOT yet cover.

starkyru/learn-ai

Every technical claim drawn from the local corpus must ship with a source citation formatted as path:line or path:section.

lyonzin/knowledge-rag

Build or modify Apple Foundation Models features in Swift, SwiftUI, iOS, and macOS apps.

rryam/FoundationModelsKit

Run MemMesh's competitive benchmark harness (LOCOMO / BEAM) to compare retrieval quality, tokens, latency, and cost against Mem0, Zep, full-context, and naive-RAG baselines.

ThinkfleetAI/memmesh

Sciverse academic paper retrieval: structured metadata search, semantic chunk retrieval for RAG, and character-range content reading (offsets in Unicode code points).

opendatalab/Sciverse-Agent-Tools

Orchestrate DeepSeek Oracle multi-agent workflows by routing user intents to specialist oracle skills, enforcing safety gates, and composing one unified answer with follow-up questions and action…

Bald0Wang/DeepSeek-Oracle

Prepare and reconcile GPT-RAG Orchestrator releases, including authoritative version discovery, semantic version selection, release branches, VERSION and CHANGELOG updates, release notes, tags…

Azure/agent-app-orchestrator

Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech.

qdrant/skills

Diagnose and fix broken memory search in OpenClaw. An agent skill from profbernardoj/everclaw-community-branches.

profbernardoj/everclaw-community-branches

查询本机 CrabRAG RAG 知识库，返回证据片段 JSON；当用户问题需要本地知识库资料、法规、制度、流程或业务规则依据时使用。

guoyijia22/CrabRAG

Generates text embeddings locally with the sentence-transformers library for RAG, semantic search, clustering and similarity, with model picks for general, multilingual and legal text.

Orchestra-Research/AI-Research-SKILLs

Code search over the current repository. An agent skill from VeraTools/vera.

VeraTools/vera

《AI Engineering: Building Applications with Foundation Models》(Chip Huyen, O'Reilly 2025) 方法论。

SpaceZephyr/career.skill

A skill your agent uses to implement hybrid search combining BM25 keyword search with semantic vector search using Reciprocal Rank Fusion (RRF).

timescale/pg-aiguide

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

NomaDamas/AutoRAG-Research

Manage and research DocsMint documents through its scoped MCP tools, including categories, folders, hybrid search, GraphRAG, rerank, and index refresh.

HiAi-gg/docsmint

When performing code review on a PR, diff, snippet, or "look at this change" request, first consult the corpus for related ADRs, coding standards, prior patterns, and similar files.

lyonzin/knowledge-rag

Search local documents, files, notes, and knowledge bases. An agent skill from gmickel/gno.

gmickel/gno

A skill your agent uses when the user wants to build AI applications with Weaviate.

weaviate/agent-skills

Use TypeSafe Jev for narrow judgments inside DeepSeek Harness — routing, classifying, scoring, verifying, reranking — instead of spending a model turn on them.

PerryLink/jevcore

A skill your agent uses for integrating DSPy with Haystack, optimizing Haystack prompts, improving retrieval pipelines, and extracting DSPy prompts.

OmidZamani/dspy-skills

Guides Qdrant search strategy selection. An agent skill from qdrant/skills.

qdrant/skills

Helps choose and tune embedding models for semantic search and RAG: model comparison, chunking, preprocessing, normalization and caching.

wshobson/agents

Covers distance metrics, index types and tuning for similarity search on vector databases, from semantic search to RAG retrieval.

wshobson/agents

Shows how to run vector and keyword search side by side and merge their results, so retrieval catches both meaning and exact terms in RAG and search systems.

wshobson/agents

Build retrieval-augmented generation systems: pick a vector database and embedding model, choose retrieval and reranking strategies, and start from a LangGraph pipeline.

wshobson/agents

Framework for building LLM-powered applications with agents, chains, and RAG.

Orchestra-Research/AI-Research-SKILLs

Data framework for building LLM applications with RAG. An agent skill from Orchestra-Research/AI-Research-SKILLs.

Orchestra-Research/AI-Research-SKILLs

当用户要求"帮我写一个 GsCore 插件"、"给这个插件加功能"、"改造触发器支持 AI"、 "怎么用 toai"、"注册 aitools"、"写一个游戏查询插件"、"插件帮助怎么注册"、 "能力代理/代理画像"、"怎么为触发器添加AI功能"、"几个触发器的差别在哪"、"数据库和配置项怎么添加" "如何把数据库表挂到网页控制台"、"PIL/pytakumi/playwright…

Genshin-bots/gsuid_core

Three-step multi-tool workflow — search the corpus, fetch the most relevant document in full, then find similar documents.

lyonzin/knowledge-rag

Code search over the current repository. An agent skill from VeraTools/vera.

VeraTools/vera

Use DataMind from Codex to ingest local files, query RAG or graph knowledge, store facts, and inspect profiles.

OpenDCAI/DataMind

Build and query a local vector database + GraphRAG over your entire reference library (Zotero or a PDF folder) for literature review.

joshzyj/open-scholar-skill

Search and retrieve facts, decisions, and past context from SuperLocalMemory.

qualixar/superlocalmemory

千问AI平台（Qianwen AI Platform / DashScope）官方文档离线知识库，用于检索并回答模型选择、API Key、OpenAI 兼容接口、DashScope SDK、文本与多模态生成、图像/视频/语音、Realtime API、Embedding、Reranking、Function Calling、MCP、批量调用、计费、Token Plan、API/SDK/CLI…

chujianyun/skills

A skill your agent uses when deploying or operating standalone RTVI-CV-3D / MV3DT multi-camera 3D tracking for calibrated MP4/file inputs and live RTSP streams: missing-calibration handoff to AMC…

NVIDIA-AI-Blueprints/video-search-and-summarization

SOP for building LLM applications on Dify — visual workflow + chatflow + agent + RAG knowledge base + plugin marketplace + observability, self-hostable.

agentsope/SkillAlchemy

INVOKE THIS SKILL when building ANY retrieval-augmented generation (RAG) system.

langchain-ai/langchain-skills

When the user reports a bug, error message, stack trace, unexpected behavior, or "why is this broken" question, search the corpus first for prior occurrences, known fixes, or related runbooks.

lyonzin/knowledge-rag