Pangram web parity and API limitations

Documented API parity without copying dashboard behavior.

The CLI supports documented Pangram 4 text and file detection, text plagiarism, combined text checks, bulk work, and task reads. It substitutes a local SQLite history for dashboard history. Binary plagiarism, binary combined analysis, account administration, Playback, Feed Scanner, extensions, and LMS administration are unavailable through the documented integration contract.

Billing and billable-unit estimates

Local ceilings prevent known over-budget submissions but do not administer an account.

Why one core serves CLI, TUI, and MCP

One analysis module keeps billing, retries, validation, and cancellation semantics aligned.