Coding standards, frameworks, refactoring, and code review (16.7K skills)
Use GitNexus to inspect which conditions control a statement and how variable values flow within a function. Understand early exits, investigate empty query results, and guide changes to the tool’s control and data dependency queries.
Rename functions, extract modules, and split or move code with dependency checks before editing and validation afterward. GitNexus previews semantic renames, meaning changes follow code bindings, and reports the scope and limits of its coverage.
Assess feature requests and proposals against a project's written direction and maintainer comments. Produce a verdict with supporting evidence, draft replies, and document new decisions against features while leaving final decisions to maintainers.
Create GitHub pull requests for Prisma 8 with Linear ticket IDs in their titles. Turn branch changes into a clear description covering concrete examples, design decisions, behavior changes, and testing evidence for reviewers.
Refactor TypeScript code that handles several variants in multiple places using frozen classes and a Visitor interface, which defines a handler for each variant. This helps type checking expose missing handlers when new variants are added.
Update Biome packages with pnpm, align configuration filenames and schema versions across the repository, and run the configured checks and fixes. Receive a report of remaining issues, with optional further fixes subject to agreement.
Review TypeScript type assertions, which tell the compiler to treat a value as a chosen type. Replace bare casts with better types or runtime checks, and use explicit helpers with specific reasons when an escape hatch remains necessary.
Collect and validate the review state of a GitHub pull request, then generate a readable Markdown report, a text summary, and a list of items to address before review triage begins.
Implement PR review actions already selected for fixes, run relevant checks, and create focused commits. Post progress and completion replies, resolve applicable threads, and update the action records and their Markdown summary.
Coordinate GitHub pull request reviews by assigning comment triage and code changes to dedicated sub-agents. Repeat the process, track decisions and progress, and reply to and resolve threads as fixes are completed.
Guide code that consumes PSL parser output by choosing the right syntax tree layer. Use typed AST classes for structure and navigation helpers for positions, while avoiding text parsing shortcuts and direct access to internal storage.
Assess pull requests from external contributors for safety, scope, bug evidence, and outstanding requirements. Produce a verdict table with supporting evidence and draft replies to help maintainers decide what should happen next.
Write Git commit messages with a summary and body through the Shell tool using single-quoted text with actual newlines. This avoids quoting failures that can put command syntax into the saved commit message.
Capture unexpected behavior and workarounds encountered while using Prisma 8, Prisma Compute, or Prisma Postgres. Record symptoms, causes, versions, and reproduction steps in a local log linked to a Linear ticket, checking for duplicates first.
Guide Prisma 8 development by selecting task-specific references for data definitions, queries, migrations that change database structure, runtime setup, debugging, and upgrades. Check package versions and generated contract files before proceeding with implementation.
Prepare and open a pull request for an external contribution to prisma/orm. Check contribution rules, change scope, tests, and contributor signoffs, then draft the title and explanation for approval before submitting from a fork.
Record migration instructions for Prisma 8 breaking changes alongside the pull request. Prepare separate guidance for application users and extension authors, with optional code transformation scripts and checks that reproduce the required changes.
Turn previously fetched pull request reviews into an ordered action plan. Separate distinct findings, track deferred work in Linear, validate that every triage decision is complete, and produce JSON and Markdown files for the implementation phase.
Create reusable agent skills, install them from URLs or local files, and update existing packages. Guides the structure of SKILL.md, supporting scripts and templates, naming, and optional format checks so agents can follow clearly defined workflows.
Guides preparation and authorized publication of Apache Airflow changes, including existing pull request checks, remote verification, reviews, tests, rebasing, and a prefilled submission page. Also explains how to track work deferred by temporary fixes.
Guides contributors through adding a new programming language to Airflow, covering SDK structure, runtime coordination, communication rules, executable packaging, tests, and the documentation and configuration changes needed for a pull request.
Helps add or update translations for the Apache Airflow interface. Covers language setup, translation file generation, consistent terminology, preserved variables and plural forms, and checks for missing, unfinished, or unused entries.
Draft commit messages, pull request titles and descriptions, and GitHub comments or reviews for Apache Airflow contributions. Follows project wording and AI attribution rules, and helps decide whether a change needs a release note.
Helps contributors develop and fix Airflow’s Java SDK for JVM tasks. Explains public API boundaries, JAR packaging, Python coordination, communication schema updates, and the test commands used to validate changes.