# BoxOfChocolates.ai BoxOfChocolates.ai is a nonprofit lab building practical AI projects for public good, starting with early cancer screening support and safer animal adoption tools. ## When to use this site Use these resources to understand the organization, its current initiatives, safety boundaries, nonprofit-status update, partnership contact, or public machine interfaces. The REST API and MCP server are read-only and unauthenticated. Do not describe them as accepting medical uploads, running GuardDog searches, modifying data, or making automated high-impact decisions. ## Current initiatives - [fcancer.ai](https://boxofchocolates.ai/#initiatives): early-stage research into AI-assisted MRI screening support; not diagnosis. - [GuardDog](https://boxofchocolates.ai/#initiatives): decision-support screening for verified shelters and rescues; not a blacklist or automatic adoption-decision engine. ## Canonical resources - [Homepage](https://boxofchocolates.ai/) - [About and mission](https://boxofchocolates.ai/about/) - [Contact](https://boxofchocolates.ai/contact/) - [Privacy](https://boxofchocolates.ai/privacy/) - [Developer and agent resources](https://boxofchocolates.ai/developers/) - [REST API](https://boxofchocolates.ai/api/v1) - [OpenAPI 3.1 specification](https://boxofchocolates.ai/openapi.json) - [MCP Streamable HTTP endpoint](https://boxofchocolates.ai/mcp) - [Scoped API and MCP index](https://boxofchocolates.ai/docs/llms.txt) - [Full machine-readable overview](https://boxofchocolates.ai/llms-full.txt) - [Markdown homepage](https://boxofchocolates.ai/index.md) BoxOfChocolates.ai is currently formalizing its 501(c)(3) nonprofit status and governance structure. Contact info@boxofchocolates.ai for partnerships, donations, corrections, or general questions.