Skill · em Dados, IA e pesquisa

sentence-transformers

Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrieval. Supports multilingual, domain-specific, and multimodal models. Use for generating embeddings for RAG, semantic search, or similarity tasks. Best…

Procedência

Antes de instalar

2 arquivos · 9 KB · só texto, nenhum script

Instalar na sua CLI

O comando baixa a versão fixada (commit 57f899e) direto da origem, para a pasta que a CLI lê. Precisa de curl (macOS e Linux); no Windows não há comando, porque o Rook Labs é para macOS.

Claude Code

Neste projeto: instala em .claude/skills/sentence-transformers/.

d=".claude/skills/sentence-transformers"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/ai-research/rag-sentence-transformers"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/models.md" "$u/references/models.md"

Global: instala em ~/.claude/skills/sentence-transformers/.

d="$HOME/.claude/skills/sentence-transformers"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/ai-research/rag-sentence-transformers"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/models.md" "$u/references/models.md"

Codex

Neste projeto: instala em .agents/skills/sentence-transformers/.

d=".agents/skills/sentence-transformers"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/ai-research/rag-sentence-transformers"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/models.md" "$u/references/models.md"

Global: instala em ~/.agents/skills/sentence-transformers/.

d="$HOME/.agents/skills/sentence-transformers"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/ai-research/rag-sentence-transformers"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/models.md" "$u/references/models.md"

Antigravity

Neste projeto: instala em .agents/skills/sentence-transformers/.

d=".agents/skills/sentence-transformers"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/ai-research/rag-sentence-transformers"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/models.md" "$u/references/models.md"

Global: instala em ~/.gemini/antigravity-cli/skills/sentence-transformers/.

d="$HOME/.gemini/antigravity-cli/skills/sentence-transformers"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/ai-research/rag-sentence-transformers"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/models.md" "$u/references/models.md"

Peça ao Rook

Já usa o Rook Labs? Cole no chat do Rook: instale a skill https://rooklabs.sh/marketplace/cct.sentence-transformers

Prévia do SKILL.md

---
name: sentence-transformers
description: Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrieval. Supports multilingual, domain-specific, and multimodal models. Use for generating embeddings for RAG, semantic search, or similarity tasks. Best for pro…
version: 1.0.0
author: Orchestra Research
license: MIT
tags: [Sentence Transformers, Embeddings, Semantic Similarity, RAG, Multilingual, Multimodal, Pre-Trained Models, Clustering, Semantic Search, Production]
dependencies: [sentence-transformers, transformers, torch]
---

# Sentence Transformers - State-of-the-Art Embeddings

Python framework for sentence and text embeddings using transformers.

## When to use Sentence Transformers

**Use when:**
- Need high-quality embeddings for RAG
- Semantic similarity and search
- Text clustering and classification
- Multilingual embeddings (100+ languages)
- Running embeddings locally (no API)
- Cost-effective alternative to OpenAI embeddings

**Metrics**:
- **15,700+ GitHub stars**
- **5000+ pre-trained models**
- **100+ languages** supported
- Based on PyTorch/Transformers

**Use alternatives instead**:
- **OpenAI Embeddings**: Need API-based, highest quality
- **Instructor**: Task-specific instructions
- **Cohere Embed**: Managed service

## Quick start

### Installation

```bash
…

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