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giuseppe-trisciuoglio avatar

Langchain4j Vector Stores Configuration

giuseppe-trisciuoglio/developer-kit
2.2k installs322 stars
Summary

This handles LangChain4J vector store setup for RAG applications across PostgreSQL/pgvector, Pinecone, MongoDB Atlas, Milvus, and Neo4j. You get builder-based configuration patterns, connection pooling with HikariCP, metadata filtering with multiple field types, and health check implementations. The validation workflow is smart: it walks you through connection testing, dimension validation, and test queries before you ingest production data. Most useful when you're wiring up semantic search or need to switch between vector databases without rewriting your embedding logic. The examples cover everything from basic in-memory stores for development to production setups with monitoring and connection pools. Good reference if you're tired of reading vendor-specific documentation for each database.

Install to Claude Code

npx -y skills add giuseppe-trisciuoglio/developer-kit --skill langchain4j-vector-stores-configuration --agent claude-code

Installs into .claude/skills of the current project.

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CodeRabbit
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AI writes the code. CodeRabbit catches the slop.
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belt - the only tool your agent needs
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belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
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Files
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Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
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create and run specialised agents in minutes
build now →
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MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
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Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
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Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
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Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
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Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
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Integrate web data into your AI product. One API to scrape website & brand data.
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Categories
Backend & APIsAI & Agent BuildingDebuggingDatabases
First SeenMay 16, 2026
View on GitHub

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