callback — verify every claim before a résumé leaves the building
A Claude Code plugin whose deterministic Python core checks generated applications against a provenance-tracked fact store. No LLM calls in the checker.
PythonClaude CodeMCP
What it is
A plugin that turns a provenance-tracked fact store and a job posting into a tailored résumé or cover letter. The model arranges the facts; it does not get to verify itself.
How it works
A deterministic Python core, with no LLM call in core/, checks every document before delivery:
- Grounding: every number, date, technology and claim word must appear in a cited fact.
- PDF round-trip parsing and hidden-text detection.
- A write guard that protects the fact store.
It also discovers jobs from employer posting APIs, keeps an application ledger, and ships an MCP server. It never auto-submits an application, by design.
Status
v0.1.0, currently parked while I focus on other work.