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    Jungle Grid MCP Server lets AI agents submit, estimate, monitor, and retrieve logs for GPU workloads through Jungle Grid. It enables agentic execution for inference, training, fine-tuning, and batch jobs without manually choosing GPU providers or infrastructure.
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    Enables MCP-aware agents to estimate, submit, monitor, cancel, and retrieve artifacts from Jungle Grid workloads, supporting asynchronous AI execution, batch processing, training, fine-tuning, and access to logs and managed outputs.
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    Enables AI assistants to interact with the QuantConnect cloud platform for algorithmic trading. Supports creating and managing trading strategies, running backtests, deploying live algorithms, and performing comprehensive trading operations through the QuantConnect API.
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    Apache 2.0
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    Enables sending emails through AWS Simple Email Service with support for single emails, bulk personalized emails, and template management. Deployed on Cloudflare Workers for fast, global edge performance with full TypeScript type safety.
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    Plan AWS disaster recovery budgets conversationally, comparing backup/restore, pilot light, warm standby, and active/active strategies using live Cost Explorer data.
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    MIT No Attribution
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    Provides a suite of 33 tools for interacting with Tencent Cloud Log Service (CLS), enabling log analysis, PromQL metrics queries, and resource management. It allows AI assistants to perform CQL/SQL retrieval, manage alarm strategies, and handle data processing tasks with tiered permission controls.
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    Apache 2.0
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    Implementation of Model Context Protocol (MCP) server that provides tools for accessing Google Cloud's Vertex AI Gemini models, supporting features like web search grounding and direct knowledge answering for coding assistance and general queries.
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    MIT
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    Integrates Zerodha's trading platform with Claude AI using the Multi-Cloud Plugin framework, allowing users to interact with their Zerodha trading account directly through Claude for stock trading and mutual fund operations.
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    Provides comprehensive management of Microsoft 365 services including Exchange, SharePoint, Teams, Azure AD, Intune device management, security & compliance frameworks, and universal access to 1000+ Microsoft Graph API endpoints with advanced features like batch operations, delta queries, and real-time webhooks.
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    A Model Context Protocol server for Microsoft SQL Server and Azure SQL Database with permission-based access modes (read-only, DML, full) and security features like SQL classification and connection locking.
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    An implementation that enables AI assistants to interact with Kubecost cost management platform through natural language, providing access to budget management and cost analysis features.
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    A Model Context Protocol server implementation providing standardized access to Xero's accounting and business features, enabling operations like contact management, invoice creation, and chart of accounts management through MCP.
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    MIT
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    Enables complete Vultr cloud infrastructure management through natural language commands, providing 335+ tools across 27 services including compute, DNS, Kubernetes, databases, and networking. Features smart identifier resolution allowing users to reference resources by human-readable names instead of UUIDs.
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    Enables AI agents to deploy and manage static websites hosted in Russia, with features like instant deployment, custom domains, and access control.
    MIT
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    A unified hub for centrally managing and dynamically orchestrating multiple MCP servers/APIs into separate endpoints with flexible routing strategies.
    1,718 npm
    2,494
    Apache 2.0
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    Enables AI agents to fully automate Appwrite backend operations with 143 tools covering databases, users, storage, functions, messaging, and more. Supports advanced features like GeoJSON attributes, file uploads, function deployment, and bulk operations.
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