Jake Sterns

Universal agent skills for Claude Code, Codex, Copilot, and more. Security-scanned, multi-vendor, version-pinned.

Reviews code changes for quality, correctness, style, and potential issues.

Audits dependency files and package changes for vulnerable packages, risky upgrades, license concerns, and supply-chain exposure.

Plans safe framework, library, API, database, or architecture migrations with phased rollout, compatibility checks, and rollback strategy.

Reviews application code for security vulnerabilities, unsafe data handling, secret exposure, and risky defaults before merge or release.

Writes clear pull request descriptions from diffs, commits, or implementation notes, including summary, motivation, testing, risks, and rollout.

Produces release notes and changelog entries from commits, pull requests, or diffs with clear user impact and upgrade guidance.

Diagnoses failing tests, separates product regressions from flaky or stale tests, and proposes minimal fixes with verification steps.

Designs a focused test plan for a feature, bug fix, refactor, or release by choosing the right unit, integration, end-to-end, and regression tests.

Creates or reviews API documentation for endpoints, SDKs, schemas, examples, errors, authentication, and compatibility behavior.

Summarizes a repository for humans or AI agents by mapping architecture, commands, conventions, key files, workflows, and safe first tasks.

Helps create, review, and improve agent skill markdown with strong trigger descriptions, concise workflows, metadata, validation, and examples.

Diagnoses CI/CD failures from logs and workflow files, identifies likely root cause, and recommends minimal fixes or retry guidance.

Reviews Dockerfiles and container configuration for security, reproducibility, image size, runtime permissions, and deployment reliability.

Reviews Terraform plans and IaC diffs for risky infrastructure changes, destructive actions, security exposure, drift, and rollout concerns.