Real-Time Ingestion Engine
Import & Create a Personal MCP Agent
Paste any official LinkedIn URL and public Instagram URL. Twofold normalizes handles, validates public accessibility, extracts traits with explicit honest unknowns, and initializes a living Personal MCP digital double ready to date against the cohort.
Reviewer Quick Test Presets: