fred

Author a new Fred agent capability (manifest + middleware) built on fred-sdk. Picks the right authoring lane, maps each runtime need to a middleware hook, wires entry-point registration, and enforces the capability boundary (never hand-edit union/registry hotspots, no capability code in control-plane, no runtime info in LLM tool signatures).

Query OpenFGA authorization tuples and explain why a user has (or doesn't have) a permission on an object

Safety-first review of an external pull request from an untrusted fork. Fetches the diff read-only into an isolated worktree, scans for supply-chain / exfiltration / CI-tampering threats, checks scope, then delegates correctness review. Never builds or runs the fork's code.

Pre-PR audit of the current branch — dead code, duplicate symbols, contract drift, leftover artifacts, import gaps.

Post-merge validation — check that both sides of a merge were fully integrated, nothing was silently dropped, and quality still passes.

Run make code-quality from the monorepo root, covering all modules. Never run it per-module.

Identify new code paths added in the current branch that have no test coverage. Reports gaps; does not write tests.

Add a new KPI metric to the analytics dashboard. Covers: creating a backend preset, regenerating frontend types, wiring the RTK Query hook, and rendering it on AnalyticsPage.

Query PostgreSQL databases running in the app-postgres Docker container