Use with AI agents

The MCP endpoint is /gradio_api/mcp. Reading a saved file is not a model run.

list_feature_atlas and get_feature_record read assets/features.json.
list_sae_sites and get_site_results read the frozen 48-site matrix.
list_lab_records reads lab-experiments/data/evidence.json and keeps each protocol.
ablate_published_feature runs one Pythia-410M layer-12 ablation on a published prompt.

Example: get_feature_record with pythia410m:pythia410m_mlp_topk:L12/3022. Code: GitHub. Dataset: SAEBase-Evaluation. Organization: OpenSAE.