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    Enables MCP-compatible AI clients to retrieve FinOps-aligned knowledge and runbooks on demand, covering cloud cost optimization across AWS, Azure, GCP, and OCI, AI inference economics, Kubernetes, data platforms, allocation, chargeback, anomaly management, and waste detection.
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    CC BY-SA 4.0
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    An interactive digital audio workstation as an MCP server, enabling music production with a channel rack, piano roll, mixer, effects, automation, microphone recording, and offline WAV rendering.
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    MIT
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    Cloud GPU rendering for Blender, built for AI agents. Preview .blend files or bpy scripts, estimate render time, and render images, animation frames, or MP4 videos without a local GPU. Connect via MCP (OAuth) with Claude, ChatGPT, Codex, or Cursor: https://render.janction.jp/mcp. Get ¥100 in credits without a card, plus ¥400 after card registration. Then ¥0.1 per GPU-second.
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    8,297 PyPI
    MIT
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    An MCP server for Action1, a cloud-native RMM platform, enabling remote monitoring, patch management, and endpoint management through Action1's API.
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    Apache 2.0
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    Google Ads, Reddit Ads, GA4, Tag Manager, Search Console and Merchant Center in your AI client. Read reports and make changes with a preview, a dry run validated by Google, and budget and bid caps before anything goes live. Self-host (MIT, pip install adloop) or connect AdLoop Cloud at https://mcp.getadloop.com/mcp.
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    2,598 PyPI
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    MIT
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    A local-first Spotify MCP server providing typed tools for music search, playback, playlists, audio analysis, and snapshot-safe DJ planning, with OAuth PKCE and no client secret stored.
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    A legacy MCP server for Avanan cloud email security, providing tools to manage threat detection, email policies, and security incidents through Avanan's API.
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    Apache 2.0