The advancing threat of quantum-capable adversaries accelerates the need to locate and replace vulnerable cryptographic assets in software systems. To support this transition, Cryptography Bills of Materials (CBOMs) are becoming essential for capturing and inventorying the cryptographic footprint of software systems as increasingly demanded by regulators in critical domains. While first CBOM generation tools have emerged, they still lack reliable means to comprehend and analyze the cryptographic landscape of codebases. We present BF-CBOM, a first-of-its-kind framework for orchestrating various CBOM generators and analyzing their outputs, enabling holistic comprehension of the cryptographic posture of software projects. BF-CBOM offers a containerized environment designed to accommodate the heterogeneous toolchains of such generators, executes them on GitHub code repositories, and aggregates their outputs for comparative investigation in a unified analysis layer. Our preliminary study reveals striking discrepancies between generated CBOMs, underscoring the need for systematic evaluation. BF-CBOM supports researchers with cryptographic reports, practitioners through CI/CD integration, and tool developers by providing performance feedback relative to other generators. A demonstration video is available at https://youtu.be/-YdBPHsyymU.