IDK Studios→Codebase intelligence · Apr 2026
An MCP server
for coding agents.
Backend hardening · agent session memory · ANVIL, the QA pipeline
source private
altab, the original product
279fuzz tests ANVIL generates from the live contract
279fuzz tests ANVIL generates from the live contract
4benchmark generations designed and run
A different product on the same domain, before the rename: an MCP server that gives coding agents structural understanding of a repository. Symbol lookup, callers and callees, blast radius, conventions, hybrid search.
My first production PR was backend hardening with 32 new tests. Then an agent-session-memory integration with 123 tests, and a quota-accounting bug found while dogfooding, fixed with regression tests.
ANVIL: a four-engine QA pipeline that discovers the live MCP contract and generates 279 fuzz tests from it, load-tests the plan boundaries, guards the revenue paths and watches SSL and DNS. It is the ancestor of CRUCIBLE.