AbstractTraditional operations research education presents models in isolated chapter formats: linear programming, graph theory, dynamic programming, queuing theory, and inventory control each form separate systems lacking unified cognitive frameworks and process experience. While learners master solution steps, they struggle to genuinely understand optimal solution formation mechanisms and the systemic logic behind decisions.This experimental system uses WebApp as its carrier, reconstructing classic operations research models into a "visual...
Posts under the category Data Engineering
Loki MCP Server: Enabling Natural Language Log Queries for AI Clients
Project OverviewPositioning and PurposeThis project exposes Grafana Loki's log query capabilities to AI assistants through MCP (Model Context Protocol), enabling operations personnel to query logs using natural language instead of writing LogQL queries manually. This represents a significant advancement in making log analysis accessible to team members regardless of their query language expertise.The core innovation lies in bridging the gap between human intent and machine-executable queries, allowing developers and operators to focus on pro...
Loki MCP Server: Natural Language Log Querying Through Model Context Protocol
Project OverviewPositioningThis project exposes Grafana Loki's log querying capabilities to AI assistants through MCP (Model Context Protocol), enabling operations personnel to query logs using natural language instead of LogQL.Technology StackLayerTechnologyVersionLanguageGo1.24+MCP SDKgithub.com/mark3labs/mcp-gov0.32.0Log StorageGrafana Loki2.9.0Log CollectionPromtail2.9.0VisualizationGrafanalatestContainerizationDocker + Compose-Core Capabilities (3 MCP Tools)ToolPurposeLoki APIloki_queryExecute LogQL queries/loki/api/v1/query_rangeloki_l...