MCP
Data query assistant over SQL and NoSQL databases
An MCP-powered natural language data assistant that connects to MySQL, PostgreSQL, MongoDB, and other databases via secure MCP servers. It dynamically fetches schema and sample data, translates user queries into sanitized SQL/NoSQL operations, formats results cleanly, and prevents injection or unauthorized access—enabling safe and intuitive data exploration for both technical and non-technical
USA
TECHNOLOGY
5 people
1.5 years
01.
Challenges
Translating ambiguous natural-language queries into accurate, secure SQL/NoSQL statements across heterogeneous schemas.
Protecting against injection attacks and enforcing read-only execution in production databases.
Access control complexity: managing different database credentials, permissions, and schema visibility.
Minimizing latency and response variability for interactive querying sessions.
02.
Solution
Deployed MCP servers wrapping MySQL, PostgreSQL, and MongoDB with schema introspection APIs over JSON-RPC.
Implemented a secure query translator layer that converts natural language into parameterized SQL/NoSQL, rejecting unsafe or injected content.
Enforced database credentials and access scopes within each MCP server, aligning with enterprise permission models.
Added in-memory caching and query planning at MCP layer to optimize performance and reduce execution latency.
our input
Client Development
UI/UX Design
Project management
Quality Assurance
MCP Server Development
Database solution architecture
Business analysis
Security & Compliance
Cloud & Devops
Our FeaturesApp Functionality
Assembly Instructions
Interactive Learning
Multiple Control Modes
Ble Connectivity
DUal Controller Support
In-App Programming
Customizable User Interface
What we offersHOW WE DID IT
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Technologies We Used
Circuitcubes Development Process
Market Research & Product Vision Shaping
- Conducted user interviews with analysts and data engineers to understand query pain points across SQL and NoSQL systems.
- Defined vision for a unified natural-language interface to enable safe, real-time database exploration without manual SQL.
- Mapped target workflows—schema discovery, aggregate reporting, and sample previews—to inform MVP scope.
Strategic Consultation & Vendor Partnerships
- Evaluated JSON-RPC tools and MCP SDKs for database connectivity and security support.
- Engaged with database providers (MySQL, Postgres, MongoDB) to align on read-only access protocols.
- Selected MCP JSON-RPC transports supporting both HTTP and stdio for flexible deployment.
System Architecture Design & Technical Compliance
- Designed MCP server wrappers for schema introspection, safe query execution, and metadata access.
- Defined secure OAuth-based credential flow with scoped permissions per database.
- Architecture planning included in-memory caching and query throttling for performance and cost control.
Application Development & Integration
- Implemented MCP servers in Python/TypeScript exposing JSON-RPC methods for introspection and queries.
- Built front-end UI for natural-language input, previewed results, and formatted table displays.
- Pilot-tested with sample datasets, iterated on translation logic, then deployed to full environments.
Contact UsAccelerate Your Business with LasyaAitech
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What are the key benefits of partnering with LasyaAitech?
We provide end-to-end software development services, from initial concept to deployment. Whether it's web development, mobile apps, or integrating cutting-edge technologies like AI, our solutions are tailored to your unique business needs, ensuring high performance, scalability, and exceptional user experiences.
How does your software development process work?
We follow a structured approach, starting with an in-depth consultation to understand your requirements. Our team then drafts a clear project roadmap, ensuring transparency and regular updates throughout development. From prototyping to testing and deployment, we work collaboratively to bring your vision to life.
Can LasyaAitech help us scale our existing software or migrate to new technology?
Absolutely! We specialize in upgrading existing systems, improving performance, and enabling seamless migration to modern technologies. Our team ensures minimal downtime and a smooth transition tailored to your growth objectives.
Why should I choose LasyaAitech over other software development companies?
With a proven track record of delivering successful projects like MailBluster and ThemeWagon, we combine technical expertise with a client-first approach. Our agile methods and attention to detail ensure we exceed expectations and deliver measurable results.
How do you ensure the security and scalability of your solutions?
We prioritize security at every stage of development, implementing industry-best practices to protect your data and systems. Our solutions are designed to be scalable, allowing your business to grow without limitations, ensuring long-term success.
