rag-assistente-conhecimento SKILL.md skillA
rag-assistente-conhecimento from hermes-brasil/hermes-brasil is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hermes-brasil/hermes-brasil/rag-assistente-conhecimento@git:20260803.34bcfebPins git:20260803.34bcfeb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hermes-brasil/hermes-brasil
- Path
skills/rag-assistente-conhecimento/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260803.34bcfeb, committed Aug 3, 2026
- Size
- 4,692 bytes
- Repository stars
- 158
- License
- MIT
Criar assistente RAG com conhecimento da empresa.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# RAG — Assistente de Conhecimento (Retrieval-Augmented Generation) > **O que é:** técnica que permite IA acessar conhecimento EXTERNO (documentos, > FAQ, banco de dados da empresa) para dar respostas precisas e baseadas nos > dados do cliente — em vez de respostas genéricas do modelo. ## Conceitos-chave ``` 📋 PIPELINE DE RAG: ├── 1. INGESTÃO: carregar documentos ├── 2. INDEXAÇÃO: dividir em chunks + gerar embeddings ├── 3. RETRIEVAL: buscar chunks relevantes à pergunta └── 4. GERAÇÃO: modelo responde usando o contexto recuperado ``` ### Técnicas avançadas (aplicar conforme necessidade) ``` ├── Query Translation: melhorar a pergunta antes de buscar │ ├── Multi-Query (várias versões da pergunta) │ ├── RAG Fusion (combina resultados) │ ├── Decomposition (quebra pergunta complexa) │ ├── Step Back (pergunta mais geral) │ └── HyDE (gera resposta hipotética para buscar) ├── Routing: direcionar pergunta ao modelo/fluxo certo ├── Indexing avançado: RAPTOR, ColBERT ├── CRAG (Conditional RAG): corrigir retrieval com base no grau de confiança └── Adaptive RAG: decide quando buscar mais dados ou responder direto ``` ## Embeddings …
Read the whole file at its exact version.
How to install
mdr add hermes-brasil/hermes-brasil/rag-assistente-conhecimento@sha256:a93026192950fdc3The line at the top of this page pins the label git:20260803.34bcfeb, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_zbm4xchtyuqolxsq)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 3, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4692 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
hermes-brasil/hermes-brasil · 158 stars · license MIT · pushed 2026-10-26 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zbm4xchtyuqolxsq GET https://markdownregistry.com/api/v1/resolve?ref=hermes-brasil/hermes-brasil/rag-assistente-conhecimento GET https://markdownregistry.com/api/v1/blob/a93026192950fdc3fbcbb17aacb925a84fefb1d99838c286aa6dee8e21926024
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.