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Write or revise system architecture documents, design decision records, and engineering references. Use concrete examples and clear explanations of design choices to make documents useful both to newcomers and to developers needing precise details.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Documenting how a subsystem works
• Rewriting design documents for new team members
• Explaining architecture decisions within the document

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Implement review actions already approved for fixing
• Limit review fixes to selected action IDs or files
• Post completion replies and resolve review threads

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Writing a Git commit message with a summary and body
• Adding reasons and context to a commit message
• Avoiding command syntax appearing in commit messages

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Submitting branch changes for review
• Linking a pull request to a Linear ticket
• Explaining design decisions and behavior changes

Draft Prisma 8 release notes from merged PRs since the previous published release. Select user-facing changes, put breaking changes first, link migration guidance and PR evidence, and mirror the notes in CHANGELOG.md.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Draft notes for a stable or RC release
• Summarize changes since the previous published release
• Explain breaking changes with migration guidance

Create or edit Markdown with each prose paragraph on one source line, letting the viewer wrap the text automatically. Preserve meaningful line breaks in lists, code, and poetry while reducing unnecessary changes in file comparisons.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Writing READMEs without fixed-width line wrapping
• Joining manually wrapped Markdown paragraphs
• Keeping Markdown changes easier to review

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Work through outstanding pull request review comments
• Separate required fixes from items outside the pull request scope
• Repeat review and implementation until actionable items are cleared

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Recording an unexpected Prisma error and its workaround
• Documenting undocumented behavior found in an example app
• Preserving reproduction steps from a customer report

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Collecting the current review state of a pull request
• Summarizing unresolved threads and review comments
• Preparing review items for subsequent triage

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Submitting a Prisma contribution from a fork
• Checking tests and scope before requesting review
• Verifying contributor signoffs on every commit

Review and rewrite architecture decision records, documents that explain design choices, from a newcomer’s perspective. Identify missing context, buried decisions, and temporary details, then reorganize each document so future readers can follow the reasoning.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reviewing design decisions from a new team member’s perspective
• Making an ADR’s decision and reasoning easier to follow
• Removing temporary project context from long-lived records

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Triage the queue of external contributor PRs
• Assess whether a fork PR is safe to run in CI
• Check whether a fix fits its target version

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Planning responses to fetched PR review feedback
• Separating multiple findings within a single review
• Tracking deferred review work in Linear

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Review an assertion used to silence a type error
• Replace a double assertion such as as unknown as
• Reduce existing casts while editing production files

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Set up Prisma 8 or connect it to an existing database
• Edit data definitions and plan database migrations
• Write queries and configure database connections

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Refactor a union type with repeated switch statements
• Design commands or nodes that need several kinds of processing
• Catch missing handlers when adding a new variant

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Documenting migration steps for a breaking change
• Preparing separate app and extension upgrade guidance
• Testing migration scripts against pre-change code

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Read models and fields from PSL parser output
• Find syntax elements at a language server cursor position
• Review tree access in interpreters and formatters

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Updating Biome to a specified version
• Aligning configuration files after dependency updates
• Checking for issues introduced by a Biome update

Prepare the next Prisma 8 release by updating workspace versions, assembling upgrade guides, and drafting release notes. Open release and documentation pull requests for maintainer review; merging the release request triggers automated publication.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Preparing the next Prisma 8 release candidate
• Updating versions across workspace packages
• Assembling upgrade guides and release notes

Manages shadcn components and projects — adding, searching, fixing, debugging, styling, and composing UI. Provides project context, component docs, and usage examples. Applies when working with shadcn/ui, component registries, presets, --preset codes, or any project with a components.json file. Also triggers for "shadcn init", "create an app with --preset", or "switch to --preset".

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Use when the operator wants a page that answers one specific question people ask AI assistants, such as a comparison ("Prisma vs X", "X vs Y"), an alternatives page ("X alternatives"), a roundup ("best X for Y"), a use-case guide ("Postgres for X", "where to host X"), or a troubleshooting fix; when they give a tracked prompt or a Prompt tracker reference (PW123); or when they want to publish such a page so AI engines can find, crawl and cite it.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Use when writing, rewriting, or improving technical docs (quickstarts, how-tos, tutorials, concept pages, or API references).

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Use when adding a new docs section or product area, editing llms.ts / the llms.txt or llms/[...slug] / llms-full.txt routes / get-llm-text / skill.md / .well-known endpoints, or working on the "agent score", "llms.txt", or anything "agent-ready" in the docs and site apps. Explains the invariants the Mintlify agent-readiness audit measures and how to hold them.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.