Reexpress MCP Server

(Note that this version, v2.4.1, uses the same model files as v2.4.0, as noted below, but makes some minor updates to the source code as noted in changelog.md.)

See the README.md in the repo for installation instructions and an overview of what's new in this version.

This release is associated with the model file in the release binary reexpress_mcp_server_model_v2_4_0.zip, which contains an SDM estimator trained and calibrated over a subset of the OpenVerification1 series of datasets. This SDM estimator takes as input gpt-5.5-2026-04-23, gemini-3.1-pro-preview, and gemini-embedding-2.

The Model Card is available in the repo at documentation/model_cards/model_card_v240.pdf.

The release binary reexpress_mcp_server_model_v2_4_0.zip contains the output eval predictions and graphs. For research and analysis, it also includes all J=10 models generated during training. For a streamlined download without the eval output and only the best model chosen during training, which is the only model currently used by the MCP Server, download reexpress_mcp_server_model_v2_4_0_streamlined.zip.