"Understanding Requirement Analysis" matching MCP servers:

A server that enables executing and validating SQL queries against Google BigQuery with safety features that prevent data modifications and excessive processing.

This read-only MCP Server allows you to connect to Azure Analysis Services data from Claude Desktop through CData JDBC Drivers. For full CRUD support, check out the first managed MCP platform: CData Connect AI (https://www.cdata.com/ai/).

Enables comprehensive analysis of AWS Lambda performance including cold start tracking, memory utilization monitoring, cost analysis, and optimization recommendations. Provides real-time metrics, comparative analysis across multiple functions, and actionable insights to improve Lambda performance and reduce costs.

A read-only MCP server for the Cisco Meraki Dashboard API that exposes 50 GET endpoints for understanding network topology from organization down to individual devices and ports.

A comprehensive, AI-powered performance analysis and monitoring platform for OpenShift/Kubernetes clusters. This project provides Model Context Protocol (MCP) servers for analyzing etcd, network, and OVN-Kubernetes components with deep performance insights, automated root cause analysis, and actionable recommendations.

Enables AI models to interact with SQLite Cloud databases, supporting SQL queries, schema management, and performance analysis.

Connects AI assistants to Turbot Guardrails for natural language exploration, analysis, and automation of cloud governance.

Enables AI-powered image and video analysis using Google Gemini and Vertex AI models. Supports analyzing single or multiple images, detecting objects with bounding boxes, and video content analysis through natural language prompts.

Enables secure, read-only access to Amazon Redshift data warehouses for AI assistants, allowing schema inspection, query execution, and data understanding.

Enables natural language analysis of AWS cloud costs, waste audits, and budget insights across multiple profiles and regions.

Enables LLM clients to interact with Azure cost analysis, budget tracking, forecasting, and resource optimization across multiple subscriptions.

Wraps the Tianyan Cloud quantum computing platform as MCP tools, letting users query quantum backends, submit QCIS experiments, and estimate observable expectation values. It also performs circuit format conversion, depth analysis, target-device compilation, simulation, and visualization via cqlib.

Read-only MCP server for Databricks, exposing Unity Catalog browsing and SQL execution with robust write protection via SQL AST analysis.

Enables natural language Kubernetes operations, including smart resource queries, pod root-cause analysis, cross-environment diffs, and manifest generation.

A read-only Model Context Protocol server that enables interaction with Unimus network configuration management system directly via LLMs, providing access to device data, backups, and configuration analysis.

A comprehensive MCP server for Google Cloud Firestore database operations, providing tools for document management, batch processing, collection analysis, and index management.

Enables querying AWS Cost and Usage Report data via Amazon Athena for cost-effective and detailed cost analysis.

MCP server for secure BigQuery access across multiple Google Cloud projects, enabling querying, schema exploration, and data analysis with SQL validation and read-only controls.

Enables natural language analysis of AWS costs, automated FinOps waste audits, and budget monitoring across multiple profiles and regions while keeping credentials secure locally.

Enables analysis of AWS costs and usage through the AWS Cost Explorer API, supporting multi-account architectures with role assumption and cost comparison, forecasting, and anomaly detection.

Enables interacting with Amazon Redshift databases through SQL queries, schema exploration, and execution plan analysis.

Enables monitoring and analysis of Amazon RDS (MySQL, PostgreSQL) instances, metrics, and slow query logs via natural language.

Provides AI assistants with read-only access to AWS CloudWatch Logs for production debugging and log analysis, enabling error searching and bug report generation.

Enables natural-language queries of AWS spending by service, region, day, and instance type, and of Amazon Bedrock usage from CloudWatch model-invocation logs, including optional cross-account cost analysis.

Enables natural-language querying and analysis of AWS spending and model-invocation usage, including detailed breakdowns by service, region, account, day, and instance type.

Enables cost analysis, price comparison across regions, and savings plan calculations for Azure services through the Azure Retail Prices API.

Analyzes Prowler security scan results for cloud environments, providing detailed security analysis and summary reports through Claude Desktop.

Enables analysis of Prowler security scan results, providing detailed security analysis, security summary, and file retrieval capabilities.

A production-ready MCP server for Vercel Serverless Functions using Streamable HTTP Transport, offering built-in tools for calculations, text analysis, and time utilities, with easy deployment to Vercel.

Enables natural-language analysis of AWS cloud costs, waste and savings audits, and budget monitoring across multiple accounts and regions while keeping credentials local.