Architecture
- Maximize AI Context Windows: Transform complex database workflows via Code Mode, unlocking up to 90% token efficiency.
- Accelerate Agent Deployments: Build autonomous AI integrations instantly with zero-trust telemetry and strict boundaries.
- Unleash Autonomous Operations: Equip intelligent agents with granular, schema-enforced database capabilities.
- Scale Without Bottlenecks: Sustain high-throughput agent swarms with robust, enterprise-grade connection pooling.
- Secure Every Transaction: Fortify your infrastructure with native OAuth 2.1 authentication and sandboxed execution.
- Extensive Specialized Tool Library distributed across Tool Groups to handle everything from CRUD to Spatial analysis.
- Shortcuts (Tool Filtering) to easily configure context-friendly setups.
- Observability Resources and AI-Powered Prompts to empower proactive agent workflows.
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Code Mode Execution: An
isolated-vmsandbox reduces token overhead. This delivers massive cost savings. It includes configurable payload caps and rate limiting. -
Supported Transports: Seamlessly switch between
stdio,http(Streamable HTTP/mcp), andsse(Legacy/sse). - Authentication: We support Simple Bearer Tokens or full OAuth 2.1 (RFC 9728/8414) via Keycloak.
- Strict Execution Boundaries: Secure parameters and query aliases at the MCP layer before interacting with the database.
- Anti-Hallucination Guardrails: Eliminate LLM fabrication via Zod 4 Standard Schema interfaces.
- Optimized Payload Delivery: Require explicit filters for high-cardinality operations to guarantee token efficiency.
- Dual-Schema Validation Pattern: Tools use a Base schema for visibility. They use a Derived schema for parsing. This supports aliases without breaking JSON Schema. Integrates Standard Schema interfaces via Zod's safe parsing patterns to strictly enforce tool boundaries. This robustly rejects invalid or hallucinated payloads at the MCP boundary, ensuring predictable AI agent execution.