Sunday, January 11, 2026

LangGrant Launches LEDGE MCP Server to Enhance LLM Data Security

LangGrant has unveiled the LEDGE MCP Server, a groundbreaking platform designed to bridge large language models (LLMs) and enterprise databases, enhancing AI-driven analytics while safeguarding sensitive data. The server operates as a governance and orchestration engine for applications using LLMs, facilitating multi-database reasoning and automated analytics workflows without exposing raw data. Compatible with systems like Oracle, SQL Server, Postgres, and Snowflake, it allows for secure, cost-effective AI integration with full human oversight.

Key features include automated multi-step analytics plans, which leverage LLMs to manage complex queries across connected databases while retaining reviewability to prevent issues like hallucinations. The server also offers isolated database clones for agent development, ensuring optimal testing environments without risking live data exposure. By mapping schemas across heterogeneous databases, LEDGE MCP Server provides a comprehensive view of the data landscape, making it a vital tool for enterprises looking to scale AI applications responsibly.

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