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Skill
/weaviate-integration
Weaviate vector database setup with GraphQL queries and hybrid search
Claude Code
$ npx -y skills add a5c-ai/babysitter --skill weaviate-integration --agent claude-code
Codex
$ npx skills add a5c-ai/babysitter --skill weaviate-integration -a codex -y
Cursor
$ npx skills add a5c-ai/babysitter --skill weaviate-integration -a cursor -y
Gemini CLI
$ npx skills add a5c-ai/babysitter --skill weaviate-integration -a gemini-cli -y
GitHub Copilot
$ npx skills add a5c-ai/babysitter --skill weaviate-integration -a github-copilot -y
OpenCode
$ npx skills add a5c-ai/babysitter --skill weaviate-integration -a opencode -y
Windsurf
$ npx skills add a5c-ai/babysitter --skill weaviate-integration -a windsurf -y
SKILL.md
weaviate-integration.SKILL.mdname: weaviate-integration
description: Weaviate vector database setup with GraphQL queries and hybrid search
allowed-tools:
- Read
- Write
- Edit
- Bash
- Glob
- Grep
graph:
domains: [domain:software-engineering]
specializations: [specialization:ai-agents-conversational]
skillAreas: [skill-area:retrieval-augmented-generation, skill-area:search-indexing]
roles: [role:ml-engineer, role:backend-engineer]
workflows: [workflow:ml-model-lifecycle, workflow:feature-development]
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
Read more
name: weaviate-integration description: Weaviate vector database setup with GraphQL queries and hybrid search allowed-tools: - Read - Write - Edit - Bash - Glob - Grep graph: domains: [domain:software-engineering] specializations: [specialization:ai-agents-conversational] skillAreas: [skill-area:retrieval-augmented-generation, skill-area:search-indexing] roles: [role:ml-engineer, role:backend-engineer] workflows: [workflow:ml-model-lifecycle, workflow:feature-development]
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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Questions about weaviate-integration.
- Which coding agents can use weaviate-integration?
- weaviate-integration installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.