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1. Load documents

porlangchain-ai·langchain-ai· v1.0.0 · atualizado em 2026-04-10
80
Score

INVOKE THIS SKILL when building ANY retrieval-augmented generation (RAG) system. Covers document loaders, RecursiveCharacterTextSplitter, embeddings (OpenAI), and vector stores (Chroma, FAISS, Pinecone).

retrieval-augmented-generationrag-pipelinevector-databasedocument-processingtext-splittingembeddingsinformation-retrieval
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Documento do Skill

SKILL.mdlangchain-rag/workflow
1
Load Documents — : Ingest data from various sources (files, web, databases).
2
Split Documents — : Break down large documents into smaller, manageable chunks using text splitters.
3
Create Embeddings — : Convert text chunks into vector embeddings using a chosen embedding model.
4
Store Embeddings — : Store the embeddings in a vector store (e.g., Chroma, FAISS, Pinecone).
5
Retrieve Relevant Documents — : Search the vector store using the user's query to find relevant documents.
6
Generate Response — : Combine the retrieved documents with the query and pass them to an LLM to generate a response.

Telemetria de Agentes

Execuções
0
total
Taxa de Sucesso
0%
últimos 30d
Latência Média
0.0s
p50
Alucinação
0.0%
detecção
Tokens Entrada
0
avg 0/exec
Tokens Saída
0
avg 0/exec

Uso por Plataforma

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Árvore do Skill

1. Load documents
langchain-rag
Fases Cognitivas5
1.SENSE
2.CONTEXTUALIZE
3.HYPOTHESIZE
4.EVALUATE
5.ACT
Triggers8
build a RAG systemimplement retrieval augmented generationuse a vector database for RAGload documents for RAGsplit text for RAGcreate embeddings for RAGsearch documents using RAGenhance LLM responses with external data

Avaliar este Skill

Score Breakdown

⭐Avaliação Humana0%
🤖Sucesso de Agentes0%
🕐Atualidade100%
🔗Saúde de Dependências100%
🕸️Centralidade no Grafo0%
🛡️Segurança50%
CompositeScore = α·Humano + β·Agente + γ·Recência + δ·Deps + ε·Centralidade + ζ·Segurança

Instalação

$ synaptic mcp download langchain-rag
$ synaptic skills detail langchain-rag
$ synaptic skills live langchain-rag

Dependências

langchainlangchain_openailangchain_communitylangchain_text_splitters@langchain/openai@langchain/community@langchain/textsplitters@langchain/core

Links

GitHub Repository