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    Enables agents to query live cloud GPU pricing, stock availability, and up to 12 months of price history across 30+ hyperscalers, neoclouds, and marketplaces, including comparisons of cheapest listed versus cheapest in-stock offers. All tools are read-only, with provider listings and GPU catalogs available at no cost.
    8
    348 npm
    MIT
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    Answers "what is this IP" by matching addresses against a synced local copy of Azure service tags and live reverse DNS lookups, including the reverse direction of listing every CIDR prefix for a given service-tag name. Every answer is honestly labeled with the source that produced it, a sync timestamp, and an explicit null/status when a source didn't resolve, so nothing is fabricated.
    2
    Apache 2.0
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    Exposes read-only AWS security-posture checks as MCP tools, letting Claude Desktop, Claude Code and Cursor run 14 severity-ranked checks across S3, EC2, RDS, IAM and CloudTrail, describe resources, and produce a scored summary with prioritized risks. It ships an offline fixture estate so every tool works without credentials, and switches to a live account via a single environment variable.
    6
    MIT
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    MCP server that lets Claude (or any MCP-compatible client) compare on-demand compute + storage pricing across AWS, Azure, and GCP in real time.
    39
    66 PyPI
    2
    MIT
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    Enables Claude to operate a Hetzner estate end to end — Cloud servers, Cloudflare and Hetzner DNS, SSH hosts, and Coolify deployments, plus multi-step recipes — through 53 tools. Writes are dry-run until confirmed, protected servers refuse destructive calls, and every call is audited with secrets masked.
    6
    534 npm
    1
    MIT
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    Enables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers in seconds.
    7
    104
    MIT
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    Enables AI models to interact with AWS Lambda functions via the MCP protocol, allowing access to private resources, real-time data, and custom computation in a secure environment.
    2
    109
    MIT
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    Gives AI assistants hands-on control over Google Play Console and Google Cloud Console using an authorized Google identity. Exposes 95 tools for shipping app builds and release tracks, managing store listings, reviews, in-app products, GCP projects and IAM, Firebase projects and App Distribution, and Cloud Storage or Artifact Registry resources.
    95
    MIT
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    Enables read-only auditing of Microsoft Entra ID and Azure RBAC through natural-language questions in VS Code Copilot Chat, returning real tenant data on identities, roles, MFA, app secrets, PIM, conditional access, and privilege changes.
    66
    3
    MIT
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    Monitors and analyzes Precision Time Protocol (PTP) systems in OpenShift clusters, enabling configuration analysis, real-time log monitoring, and health checks.
    MIT
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    OBTO gives your AI assistant a hosted app platform: it scaffolds, deploys, and operates real full-stack apps — pages, APIs, database, scheduled jobs — in a workspace created automatically at your first Google sign-in.
    1
    Apache 2.0
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    Enables AI assistants to query and, when scoped writes are enabled, manage cloud estate data—inventory, costs, recommendations, schedules, governance, and deployments—across AWS, Azure, and GCP through a hosted remote MCP endpoint.
    Apache 2.0
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    这是一个基于 ALAPI 的 MCP (Model Control Protocol) 服务器实现,可以通过MCP协议直接调用ALAPI的接口
    12
    MIT
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    Exposes seven tools that turn Azure cost-pattern and AI FinOps analysis into drafted optimization plans, with human approval bound to a SHA-256 digest and dry-run execution recorded in a hash-chained audit log. Deliberately ships no approve tool, so nothing can be changed in the estate without people signing off first.
    MIT
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    Enables Claude Desktop to use MCP tools hosted in Azure Container Apps, secured with Microsoft Entra ID sign-in, and provides hello and whoami tools to confirm connectivity and the signed-in Microsoft account.
    Apache 2.0
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    A bridge between the Context Broker and other services, implementing basic operations for entity publishing, updating, and querying in FIWARE environments.
    3
    Apache 2.0
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    Enables running a stateless Model Context Protocol server over Streamable HTTP on Cloudflare Workers or any fetch-capable runtime, with signed sessions, origin checks, and JSON-RPC request handling. It lets developers define tools with JSON Schema validation and per-request context.
    MIT
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    Enables managing Vercel projects, deployments, build logs, domains, and environment variables through natural language in Microsoft Copilot Studio, using streamable HTTP with API key authentication.
    228 npm
    MIT
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    Enables state-aware Terraform/OpenTofu plan evaluation against live AWS topology and CloudWatch telemetry, detecting reliability blast radius and FinOps waste before merge.
    Apache 2.0
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    Enables users to describe an LLM fine-tuning job in natural language so the server estimates required VRAM/FLOPs and searches live GPU pricing across a dozen cloud providers. Returns ranked cheapest, fastest, and balanced hardware recommendations with each result's data source clearly identified.
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    Automates AWS EBS volume initialization via AWS Systems Manager, supporting multi-instance parallel execution and real-time progress tracking.
    1
    MIT
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    A deployment template for running Model Context Protocol servers as Vercel Functions. It provides a foundation for developers to build and host custom tools, prompts, and resources with optimized execution for MCP client integration.
    MIT
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    Enables Claude to read, write, append, and clear data in Google Sheets directly using a Google Cloud Service Account. It provides tools for real-time spreadsheet interaction, including fetching sheet metadata and managing cell ranges through simple commands.
    560 npm
    MIT