Vezlo AI SDK

Vezlo AI SDK is a comprehensive, 100% open-source platform designed for developers to transform complex source code repositories into intelligent, queryable knowledge bases. It directly addresses the challenge of building accurate AI assistants that lack specific application context by leveraging deep structural analysis of your code. This solution provides everything necessary—from source code parsing to a production-ready API server—enabling SaaS teams and developers to quickly deploy highly reliable, code-aware AI experiences.

Key Features

Vezlo provides a complete ecosystem of tools, ensuring your AI assistant understands your application's architecture and can be deployed rapidly and reliably.

🧠 Deep, AST-Based Code Analysis

Unlike tools that treat code merely as text, Vezlo’s core knowledge base generator (src-to-kb) performs Abstract Syntax Tree (AST) parsing on languages like JavaScript, TypeScript, Python, Go, and Rust. This capability allows the system to understand code structure, dependencies, and functional relationships across your entire codebase, resulting in significantly more accurate, context-aware responses.

🚀 Production-Ready API Server and Real-time Chat

The assistant-server component provides a full-featured Node.js/TypeScript backend solution ready for deployment. It includes robust RESTful APIs for querying and searching, coupled with Socket.io-powered WebSockets for real-time, bidirectional chat and persistent conversation history. This capability allows you to integrate interactive, high-performance chat experiences directly into your application.

✅ Integrated AI Response Validation

To combat the critical issue of hallucinations, Vezlo includes the ai-validator. This component is essential for quality control, automatically validating AI-generated responses against the factual content of your knowledge base. By detecting inaccuracies and scoring confidence, the validator helps ensure the reliability and trustworthiness of your assistant before it reaches end-users.

☁️ One-Click Serverless Deployment

Minimize DevOps friction with the Vercel Integration Server. Vezlo enables one-click deployment of the entire assistant server to the Vercel serverless platform. This automated process includes a web-based setup wizard, allowing developers to provision a globally distributed, auto-scaling backend without requiring extensive CLI configuration or manual infrastructure setup.

Use Cases

Vezlo is engineered to integrate seamlessly into developer workflows and customer-facing products, driving efficiency and improving knowledge transfer.

Vezlo stands out as a complete, opinionated platform specifically built for code knowledge, offering architectural completeness that differentiates it from simple retrieval-augmented generation (RAG) tools.

• Code-Native Understanding: By utilizing deep AST parsing, Vezlo moves beyond keyword matching or token-based RAG, providing contextual awareness of code structure (e.g., function definitions, import paths, dependencies) that is essential for accurate technical responses.
• Full Ecosystem, Open Source: Vezlo isn't just a library; it’s six specialized, interconnected repositories (Knowledge Base Generator, API Server, Validator, Client SDK, Chat Widget, Vercel Integration). This 100% open-source approach (AGPL-3.0) provides total transparency, flexibility, and control over every layer of the AI assistant stack.
• Built for Production Reliability: The inclusion of dedicated components like the AI Response Validator and features like conversation history and feedback systems means the platform is designed from the ground up to meet the accuracy and reliability standards required for production SaaS environments.

Conclusion

Vezlo AI SDK offers a powerful, verifiable solution for embedding deep code knowledge into your applications. By transforming your source code into a robust, queryable knowledge base, you can build intelligent assistants that provide accurate answers, accelerate developer productivity, and enhance user experience.