azure-search-documents-py
Azure AI Search SDK for Python. Use for vector search, hybrid search, semantic ranking, indexing, and skillsets.
npx skills add majiayu000/claude-skill-registry --skill azure-search-documents-py-moonaxis-azure-stack --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Azure AI Search SDK for Python Full-text, vector, and hybrid search with AI enrichment capabilities. ## Installation ```bash pip install azure-search-documents ``` ## Environment Variables ```bash AZURE_SEARCH_ENDPOINT=https://<service-name>.search.windows.net AZURE_SEARCH_API_KEY=<your-api-key> AZURE_SEARCH_INDEX_NAME=<your-index-name> ``` ## Authentication ### API Key ```python from azure.search.documents import SearchClient from azure.core.credentials import AzureKeyCredential client = SearchClient( endpoint=os.environ["AZURE_SEARCH_ENDPOINT"], index_name=os.environ["AZURE_SEARCH_INDEX_NAME"], credential=AzureKeyCredential(os.environ["AZURE_SEARCH_API_KEY"]) ) ``` ### Entra ID (Recommended) ```python from azure.search.documents import SearchClient from azure.identity import DefaultAzureCredential client = SearchClient( endpoint=os.environ["AZURE_SEARCH_ENDPOINT"], index_name=os.environ["AZURE_SEARCH_INDEX_NAME"], credential=DefaultAzureCredential() ) ``` ## Client Types | Client | Purpose | |--------|---------| | `SearchClient` | Search and document operations | | `SearchIndexClient` | Index management, synonym maps | | `SearchIndexerClient` | Indexers, data sources, skillsets
- Installation
- Environment Variables
- Authentication
- API Key
- Entra ID (Recommended)
- Client Types
- Create Index with Vector Field
- Upload Documents
- Keyword Search
- Vector Search
- Hybrid Search (Vector + Keyword)
- Semantic Ranking
- Filters
- Facets
pip install azure-search-documents pip install azure-search-documents azure-identity For API key auth (not recommended for production)
What does the azure-search-documents-py skill do?
Azure AI Search SDK for Python. Use for vector search, hybrid search, semantic ranking, indexing, and skillsets.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill azure-search-documents-py-moonaxis-azure-stack --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.