IMAGIN.studio API Docs

Semantic search over IMAGIN.studio vehicle imagery API documentation, CDN configuration, and integration guides.

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IMAGIN.studio API Docs MCP Server

Semantic search over IMAGIN.studio documentation — CDN, API, integration guides, and more.

Provides one tool — search_docs — for any AI coding assistant that supports MCP.

Dependency note — fastembed-imagin-studio

This package depends on fastembed-imagin-studio, a temporary fork of fastembed by Qdrant.

Why: upstream fastembed 0.7.4 pins pillow<12.0, which blocks Pillow 12.x security fixes (CVE-2026-25990). The fix is merged on main but not yet released.

What changed: only the pillow version constraint — relaxed from <12.0 to <13.0 for Python 3.10+. No logic changes. Source: IMAGIN-studio/fastembed-imagin-studio.

Revert plan: once upstream releases fastembed 0.7.5+ with the pillow fix, this package will switch back to fastembed and fastembed-imagin-studio will be retired.

Install

PyPI (recommended):

uvx imagin-studio-api-docs-mcp

npm (for GUI apps that can't find uvx):

npx -y @imagin.studio/api-docs-mcp

For step-by-step setup instructions for 7 coding agents (Claude Code, Claude Desktop, Cursor, Windsurf, VS Code + Copilot, Cline, Zed), see the full setup guide on PyPI:

https://pypi.org/project/imagin-studio-api-docs-mcp/

License

Proprietary — see LICENSE.

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