# Lica > Lica is an AI research company building a substrate to train and evaluate AI models > as capable design partners. Its research targets spatial reasoning and composition, > layout generation and editing, vector-graphics (SVG) understanding, personalization > and brand identity, and animation generation. Lica publishes the LICA dataset of > layered graphic-design compositions and GDB (Graphic Design Benchmark), a > real-world benchmark scoring frontier models on designer workflows. Backed by > Accel, South Park Commons and Village Global. Lica does not currently publish a > public API, developer portal, or API reference; api.lica.world exists but requires > authentication. ## Company - [Website](https://www.lica.world/): Company home — "Simulating Creative Intelligence" - [Research](https://www.lica.world/research): The five research pillars Lica works on - [Careers](https://www.lica.world/careers): Open roles - [Early access](https://www.lica.world/early-access): Email waitlist for product beta ## Open source - [GitHub organization](https://github.com/lica-world): Lica's public repositories - [DesignMCP](https://github.com/lica-world/DesignMCP): First-party MCP server for AI design/multimedia tooling (Streamable HTTP, self-hosted via Docker Compose, port 8000) - [GDB](https://github.com/lica-world/GDB): GraphicDesignBench — real-world benchmark for evaluating AI on graphic-design tasks - [lica-dataset](https://github.com/lica-world/lica-dataset): Graphic-design layouts with component-level specs and annotations - [harbor](https://github.com/lica-world/harbor): Framework for running agent evaluations and building RL environments ## Research and writing - [GDB: A Real-World Benchmark for Graphic Design](https://www.lica.world/blog/gdb-real-world-benchmark-for-graphic-design) - [Introducing LICA: A Dataset of 1.5M Layered Graphic Design Compositions](https://www.lica.world/blog/introducing-lica-dataset) - [Why AI Can Dream Up a Scene - But Can't Design](https://www.lica.world/blog/why-ai-can-dream-up-a-scene-but-cant-design) - [Why Designers Need Layers, Not Just Pictures!](https://www.lica.world/blog/why-designers-need-layers-not-just-pictures) - [Why SVG Generation Needs a New Scorecard](https://www.lica.world/blog/why-svg-generation-needs-a-new-scorecard) ## Artifacts - [MCP server profile](https://raw.githubusercontent.com/api-evangelist/lica/refs/heads/main/mcp/lica-mcp.yml) - [Well-known probe record](https://raw.githubusercontent.com/api-evangelist/lica/refs/heads/main/well-known/lica-well-known.yml) - [Domain security](https://raw.githubusercontent.com/api-evangelist/lica/refs/heads/main/security/lica-domain-security.yml) - [APIs.json](https://raw.githubusercontent.com/api-evangelist/lica/refs/heads/main/apis.yml) ## Legal - [Terms and conditions](https://www.lica.world/tc-agency) - [Privacy policy](https://www.lica.world/privacy-policy) ## Optional - Lica publishes no OpenAPI, AsyncAPI, SDK packages, CLI, sandbox, changelog, status page, or public API reference as of 2026-07-19. Those artifacts are intentionally absent from this repo rather than fabricated.