"Eight" matching MCP servers:

Enables Northwestern University AI students to sign in to their class OpenRouter workspace and generate, edit, and locally re-mask images through eight account, model, and image tools. Saved files, prompts, costs, and inline previews are kept local, with workspace-scoped credentials separated by cohort.

A local MCP server for creating and editing pixel art canvases as PNG files, with drawing tools, animation support, and various canvas operations.

A local MCP server for generative image description, providing prose captions, OCR, and LoRA dataset caption sidecars via Florence-2, with deterministic decoding and an honesty contract.

Local MCP server exposing eight music tools: score recognition, audio transcription, theory checks, notation checks, format conversion and score rendering.

Enables AI agents to create and edit pixel-art projects — sprites, props, palettes, eight-direction animation, and tile-based environments — through a stdio MCP server with discovery, help, and call tools. Agents can build from silhouette to detail, inspect native-scale renders, silhouettes, value maps, and GIF playback, then save every change as versionable source.

Enables MCP clients to run audio analysis, editing, conversion, transcription, and listening plus video probing, conversion, and native temporal video analysis, returning plot images, saved files, and report JSON. It supports workspace-scoped paths for all eight media tools, with long timeouts available for GPU jobs.

Enables agents and people to commission an AI painter via MCP by submitting a description or photo, then check the commission's status and view recent paintings.

A powerful MCP server that brings AI vision capabilities to Claude Desktop. Analyze images and videos using OpenAI GPT-4o, Claude, or any compatible vision API.

Gives an Alexa+ voice agent a household memory layer that enforces allergy rules, grounds answers to a child's reading level, and checks existing ports and spare cables before any purchase. It runs as a self-hosted Streamable HTTP MCP server with eight tools, including Bedrock-powered multimodal inspection of unboxed deliveries.

Exposes a protected, stateless MCP endpoint over a Cloudflare-hosted camera pipeline, letting agents list active devices and pull hour- or minute-level JPEG contact sheets for any time window. Agents can also enumerate exact capture timestamps, compare 2–10 chosen frames in a single derived image, fetch unmodified original frames, and generate temporary download links.