"author:Jayaramgokul" matching MCP servers:

Enables Claude to act as an independent credit-model validator: it runs discrimination, calibration, population stability and variable stability tests on a local PD model output file, then checks every number in a draft report against a ledger of tool-computed values before saving. Reports containing any figure the code did not compute are refused, so grounding is enforced rather than requested.

Enables Claude to run a UK job-search pipeline end to end: fetching and de-duplicating postings from public Greenhouse/Lever/Ashby boards, checking visa-sponsor status and hard eligibility rules, then scoring and banding jobs against a rubric. Every model score must quote the job description, and the server verifies those quotes in code so fabricated evidence voids the dimension rather than counting.