standarda-core is a package that bundles the functionality every AX project needs — LLM integration,
Google APIs, document parsing — into proven components. Plug it in with a single pip,
and when you improve a part in one place, every project inherits that improvement instantly.
Just as a carmaker shares proven engines, transmissions, and electronics across many models, Brie builds core parts like LLM calls, Google APIs, and document parsing well once and reuses them across every project. Improve a part in one place, and every car (project) that uses it gets better together.
The functionality AX agents need over and over, collected in a proven form.
Switch between Claude, OpenAI, Gemini, and OpenRouter with an environment-variable toggle, plus OpenAI embeddings. Change models with no code changes.
Prompt-cache control and cumulative token usage with cost estimation cut LLM call costs and keep them transparent.
A LangGraph-based tool execution loop — the standard flow for an agent calling tools in sequence, provided as a part.
Gmail, Sheets, Drive, and Docs clients with standard authentication. Connect safely to the customer's Google Workspace.
Analyze PDFs and Excel with Vision or extract them as text. Pull the values you need out of documents, structured.
Utilities that parse LLM responses into reliable JSON — keeping automation pipelines from breaking.
The same functionality lives in exactly one place. Fix it here and it applies to every project.
Google and LLM auth in a standardized way — no reinventing authentication per project.
For documents with complex layouts, we understand them with Vision instead of OCR to raise accuracy.
Install pinned to a version tag, and when a part gets better, just bump the tag to roll it out everywhere.
Each project installs the part at a specific version tag (e.g. @v0.18.0) — preventing unintended changes from propagating.
New features and bug fixes go into core just once. After review (PR), they ship as a new version tag.
When each project bumps its tag, the improved part spreads safely to every case.