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Python · Embeddings

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1

Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.

Orchestra-Research/AI-Research-SKILLs13k8 repos~2.3kAutomated safety check: PassMIT3 mo ago
2

Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.

Orchestra-Research/AI-Research-SKILLs13k8 repos~1.7kAutomated safety check: PassMIT3 mo ago
3

Sets up FAISS for fast nearest-neighbor search over large collections of dense vectors, choosing between Flat, IVF, HNSW and product quantization indexes.

Orchestra-Research/AI-Research-SKILLs13k7 repos~1.3kAutomated safety check: PassMIT3 mo ago
4

Builds a retail product search agent on Google Cloud, from catalog ingestion into BigQuery and Vector Search to ADK scaffolding, evaluation and Cloud Run deployment.

google/adk-recipes10k—~3kAutomated safety check: PassApache-2.0today
5

Read Tessera satellite embeddings with the geotessera Python library.

ucam-eo/geotessera354—~1.6kAutomated safety check: PassMIT4 days ago
6

RAG-specific best practices for LlamaIndex, ChromaDB, and Celery workers.

llama-farm/llamafarm8361 repo~1.3kAutomated safety check: PassApache-2.04 mo ago
7

LlamaIndex 官方用户文档离线知识库,用于检索并回答 LlamaIndex Python 框架的安装、RAG、数据加载、索引、检索与查询、Agent、Workflow、模型、Embedding、向量库、评估、可观测性、部署、LlamaCloud 和 LlamaParse 等问题,也可生成有文档依据的示例代码与排障建议。当用户提到…

chujianyun/skills740—~480Automated safety check: PassUnknown14 days ago
8

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-SKILLs13k3 repos~1.6kAutomated safety check: PassMIT3 mo ago
9
9.Langchain RAGOfficial

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

langchain-ai/langchain-skills1.3k1 repo~3.9kAutomated safety check: PassMIT3 days ago
10

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-brasil153—~1.1kAutomated safety check: PassMIT3 days ago
11

Get a typed Python value back from an AG2 beta Agent instead of free text.

ag2ai/build-with-ag2252—~1.8kAutomated safety check: PassApache-2.01 mo ago
12
12.DBOfficial

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

oracle/skills873—~1.4kAutomated safety check: PassUPL-1.02 days ago
13
13.Copilot SDKOfficial

Build agentic applications with GitHub Copilot SDK. An agent skill from github/awesome-copilot.

github/awesome-copilot40k5 repos~6.3kAutomated safety check: PassMITyesterday
14
14.Esm

Uses the Biohub esm Python SDK for ESM3 protein generation, ESMC embeddings, and ESMFold2 all-atom folding.

K-Dense-AI/scientific-agent-skills48k1 repo~2.7kAutomated safety check: PassMIT3 days ago
15

Write code that calls the installed nvMolKit Python API for GPU-accelerated, batched RDKit-style operations - Morgan fingerprints, Tanimoto/cosine similarity, ETKDG conformer embedding, MMFF/UFF…

NVIDIA-BioNeMo/bionemo-agent-toolkit478—~4.4kAutomated safety check: PassApache-2.0yesterday
16

Design and analyze studies in sociolinguistics, language variation, acoustic phonetics, discourse analysis, language contact, and computational linguistics.

joshzyj/open-scholar-skill168—~6.7kAutomated safety check: PassUnknown20 days ago
17

Featurizes small molecules with Molfeat for QSAR/QSPR, chemical similarity, virtual screening, and molecular ML.

K-Dense-AI/scientific-agent-skills48k1 repo~2.4kAutomated safety check: NotesApache-2.03 days ago
18

Integrates the SAP Cloud SDK for AI for Python (sap-ai-sdk-gen, formerly generative-ai-hub-sdk) into Python applications.

secondsky/sap-skills462—~3.8kAutomated safety check: PassGPL-3.03 days ago
19

Run the full DEFT smart-data-augmentation loop for NVIDIA TAO Grounding DINO object detection: zero-shot baseline inference, KPI analysis, per-class gap analysis, SigLIP embedding of weak images…

NVIDIA/skills3.5k—~3.3kAutomated safety check: NotesApache-2.0yesterday
20

Use Neo4j GenAI Plugin ai.text. An agent skill from neo4j-contrib/neo4j-skills.

neo4j-contrib/neo4j-skills114—~3kAutomated safety check: NotesMIT2 days ago
21

Neo4j Visualization Library (NVL) — framework-agnostic graph rendering for the browser.

neo4j-contrib/neo4j-skills114—~5kAutomated safety check: NotesMIT2 days ago
22
22.Esm

ESM protein language models for embeddings, sequence scoring, structure prediction, and binder design.

adaptyvbio/protein-design-skills163—~2kAutomated safety check: PassMIT3 mo ago
23

Deploy and consume the Multimodal Embedding Serving microservice — bring it up with setup.sh + docker compose (from a repo clone, or by fetching those same files from GitHub when no clone exists)…

open-edge-platform/edge-ai-libraries169—~1.7kAutomated safety check: PassApache-2.0today
24

Python library for genomic interval ML. An agent skill from majiayu000/claude-skill-registry.

majiayu000/claude-skill-registry6661 repo~4.3kAutomated safety check: PassBSD-2-Clauseyesterday
25

Builds a portable, embedding-free knowledgebase from a set of files and delivers it as a self-contained .skill bundle (BM25 index + bundled searcher + query protocol).

oaustegard/claude-skills150—~1.5kAutomated safety check: PassMITyesterday
26

A skill your agent uses for direct LiteLLM Python SDK work: chat/text completions, async calls, streaming, embeddings, structured outputs, tools, token/cost checks, caching, callbacks, import/smoke…

VectorSpaceLab/AREX-Skill328—~1.1kAutomated safety check: PassUnknown1 mo ago
27

AI 模型文件逆向与静态分析:ONNX/PyTorch/Safetensors/TFLite 格式解析、 网络结构还原、权重提取、文件级水印分析(权重 pattern/metadata/tensor hash/embedding 异常)。

dslsdzc/rev-skills125—~2.4kAutomated safety check: PassApache-2.03 days ago
28

Master SurrealDB 2.3.x with Python for multi-model database operations including CRUD, graph relationships, vector search, and real-time queries.

aiskillstore/marketplace430—~2.6kAutomated safety check: PassNo licenceyesterday