weaviate-integration

Weaviate vector database setup with GraphQL queries and hybrid search

509 stars

Best use case

weaviate-integration is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Weaviate vector database setup with GraphQL queries and hybrid search

Teams using weaviate-integration should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/weaviate-integration/SKILL.md --create-dirs "https://raw.githubusercontent.com/a5c-ai/babysitter/main/library/specializations/ai-agents-conversational/skills/weaviate-integration/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/weaviate-integration/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How weaviate-integration Compares

Feature / Agentweaviate-integrationStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Weaviate vector database setup with GraphQL queries and hybrid search

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Weaviate Integration Skill

## Capabilities

- Set up Weaviate cluster (cloud or self-hosted)
- Define schemas with properties and vectorizers
- Implement GraphQL queries
- Configure hybrid search (vector + keyword)
- Set up multi-tenancy
- Implement batch import operations

## Target Processes

- vector-database-setup
- rag-pipeline-implementation

## Implementation Details

### Core Operations

1. **Schema Management**: Class definitions and properties
2. **Data Import**: Single and batch object creation
3. **Vector Search**: nearVector, nearText queries
4. **Hybrid Search**: Combined vector and BM25
5. **GraphQL**: Flexible querying with Get and Aggregate

### Configuration Options

- Vectorizer modules (text2vec-*, multi2vec-*)
- Replication factor
- Sharding configuration
- Multi-tenancy settings
- Module configuration

### Best Practices

- Design schema for query patterns
- Use appropriate vectorizer
- Enable hybrid search for better recall
- Configure proper backups
- Monitor resource usage

### Dependencies

- weaviate-client
- langchain-weaviate

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