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Prisma Repository Contributor Agent for Claude

Source-backed Claude agent prompt for contributing to the official prisma/prisma monorepo using its AGENTS.md guidance, pnpm workspace commands, package-filtered tests, database fixture expectations, Prisma 7 architecture notes, and contributor safety rules.

by Prisma · submitted by oktofeesh1·added 2026-06-04·
Review first review before installing

Open the source and read safety notes before installing.

Citation facts

Source-backed facts for citing this resource, derived directly from the registry — also available as plain text for AI assistants.

Source URLs
https://github.com/prisma/prisma/blob/main/AGENTS.md, https://github.com/prisma/prisma, https://www.prisma.io/
Brand
Prisma
Brand domain
prisma.io
Brand asset source
manual
Safety notes
This agent is for contributing to the official Prisma repository, not for generating generic Prisma application code., Prisma repo commands can trigger broad package builds, generated outputs, database services, engine downloads, benchmark runs, or fixture changes. Start with focused validation before full-root commands., `pnpm format`, generators, fixture updates, and workspace builds can touch many files. Inspect the diff and avoid unrelated cleanup., Database-backed tests may require `.db.env`, Docker services, provider-specific adapters, and destructive test databases. Do not run them against production or shared databases., Prisma Client and migrate behavior can involve generated clients, schema fixtures, config files, engine artifacts, and database state. Treat generated and fixture changes as review-critical., Do not assume older Prisma architecture from memory. Prefer the current AGENTS.md, local source, tests, and docs over stale Prisma Client or engine assumptions., For Rust or Wasm-related work, follow the repository's engine build and package upgrade guidance instead of inventing local artifact paths., Keep public output free of local absolute paths, credentials, database URLs, `.db.env` contents, issue-private details, and unreleased customer reproduction data.
Privacy notes
Prisma repository work can expose local database URLs, `.db.env` values, Docker service names, fixture data, generated client output, query logs, stack traces, benchmark output, and local file paths., Never paste real connection strings, tokens, customer schemas, private database contents, or internal reproduction data into prompts, commits, issues, or public PR comments., SQL commenter, query insight, trace, and raw query tests may include query shapes or metadata. Review logs before sharing them outside the local environment., Prefer synthetic schemas, public fixtures, and redacted validation summaries when reporting database behavior.
Author
Prisma
Submitted by
oktofeesh1
Claim status
unclaimed
Last verified
2026-06-04

Decision playbook

Review trust signals before you adopt

Signals are present but mixed. Use the checklist below to confirm the source and operational safety for your environment.

Compare context
Selected

0

Current score

78

Baseline

Delta

No baseline selected

No major trust-signal divergence detected in the current selection.

Source and provenance checks

Complete

Confirm ownership and provenance before trusting install instructions.

  • Source link availableRequired

    Open the canonical repository and verify ownership.

    Done
  • Source provenance statusRequired

    Marked as source-backed.

    Done
  • Metadata reviewed

    Registry metadata indicates a reviewed listing.

    Done

Safety and privacy checks

Complete

Validate risk disclosures before installation or API wiring.

  • Safety notes presentRequired

    Review the listed safety guidance before running commands.

    Done
  • Privacy notes presentRequired

    Review data handling notes before connecting accounts or secrets.

    Done
  • Trust level risk gateRequired

    Trust level does not block evaluation.

    Done

Package and install checks

Needs review

Check package metadata and artifact integrity signals.

  • Install payload available

    Install or copy payload is available for review.

    Done
  • Package verification flag

    No package verification flag provided.

    Pending
  • Checksum metadata

    No checksum provided for downloaded artifact.

    Pending

Compare-driven decision checks

Needs review

Use compare context to validate trade-offs before adoption.

  • Compare tray has multiple entries

    Add at least one more entry to compare trust differences.

    Pending
  • Baseline comparison available

    No baseline peer selected yet.

    Pending
  • Diverging trust signals identified

    No major trust-signal divergence found.

    Pending

Setup at a glance

Copy & paste

Copy-ready — paste the snippet to get started.

10 minutes

Adoption plan

Balanced adoption plan

Current risk score 16/100. Use staged verification before broader rollout.

Risk 16

Pre-adoption checks

Validate source and review signals before any execution.

  • Confirm source provenanceRequired

    Source URL/provenance metadata is present.

    Done
  • Confirm metadata review state

    Listing has review metadata.

    Done
  • Verify install payload

    Install/config payload exists and can be inspected.

    Done

Security checks

Confirm safety, privacy, and package integrity signals.

  • Review safety notesRequired

    Safety notes are present.

    Done
  • Review privacy notesRequired

    Privacy notes are present.

    Done
  • Verify package integrity metadata

    No package verification/checksum metadata.

    Pending

Rollout

Adopt in controlled steps based on the selected plan.

  • Run in isolated sandbox firstRequired

    Use a constrained sandbox and observe behavior across multiple tasks.

    Pending
  • Roll out graduallyRequired

    Roll out to a small cohort before wider usage.

    Pending
  • Set monitoring and fallback

    Define rollback path and monitor errors after adoption.

    Pending

Evidence readiness

Evidence readiness matrix · balanced

Required evidence gates are covered (5/6 signals complete).

Risk 15

Source provenance

Present

Source repository/provenance is listed.

Required in this preset

Metadata review

Present

Review metadata is present.

Required in this preset

Safety notes

Present

Safety notes are present.

Required in this preset

Privacy notes

Present

Privacy notes are present.

Optional in this preset

Package integrity

Missing

Package integrity metadata is missing.

Optional in this preset

Install payload

Present

Install payload is available.

Required in this preset

Required evidence gates are covered for this preset.

Decision timeline

Decision timeline · balanced

5/6 steps complete with no blocking gaps for this preset.

Risk 14

triage

Confirm source provenanceRequired

Source/provenance metadata is available.

Done

triage

Check metadata review statusRequired

Review metadata is available.

Done

verify

Review safety notesRequired

Safety notes are available.

Done

verify

Review privacy notes

Privacy notes are available.

Done

verify

Validate package integrity metadata

Package integrity metadata is missing.

Pending

rollout

Verify install payload and commandsRequired

Install payload is available.

Done

No required blockers for this timeline preset.

Prerequisite readiness

Prerequisite readiness

6 prerequisites to line up before setup. Have accounts and credentials ready first. Includes a review or approval gate.

0/6 ready
Account & credentials1Install & runtime3Review & approval1General110 minutes

Safety & privacy surface

Safety & privacy surface

8 safety and 4 privacy notes across 6 risk areas. Review closely: credentials & tokens, network access, third-party handling.

6 areas
  • SafetyGeneralThis agent is for contributing to the official Prisma repository, not for generating generic Prisma application code.
  • SafetyNetwork accessPrisma repo commands can trigger broad package builds, generated outputs, database services, engine downloads, benchmark runs, or fixture changes. Start with focused validation before full-root commands.
  • SafetyLocal files`pnpm format`, generators, fixture updates, and workspace builds can touch many files. Inspect the diff and avoid unrelated cleanup.
  • SafetyThird-party handlingDatabase-backed tests may require `.db.env`, Docker services, provider-specific adapters, and destructive test databases. Do not run them against production or shared databases.
  • SafetyLocal filesPrisma Client and migrate behavior can involve generated clients, schema fixtures, config files, engine artifacts, and database state. Treat generated and fixture changes as review-critical.
  • SafetyGeneralDo not assume older Prisma architecture from memory. Prefer the current AGENTS.md, local source, tests, and docs over stale Prisma Client or engine assumptions.
  • SafetyLocal filesFor Rust or Wasm-related work, follow the repository's engine build and package upgrade guidance instead of inventing local artifact paths.
  • SafetyCredentials & tokensKeep public output free of local absolute paths, credentials, database URLs, `.db.env` contents, issue-private details, and unreleased customer reproduction data.
  • PrivacyLocal filesPrisma repository work can expose local database URLs, `.db.env` values, Docker service names, fixture data, generated client output, query logs, stack traces, benchmark output, and local file paths.
  • PrivacyCredentials & tokensNever paste real connection strings, tokens, customer schemas, private database contents, or internal reproduction data into prompts, commits, issues, or public PR comments.
  • PrivacyData retentionSQL commenter, query insight, trace, and raw query tests may include query shapes or metadata. Review logs before sharing them outside the local environment.
  • PrivacyGeneralPrefer synthetic schemas, public fixtures, and redacted validation summaries when reporting database behavior.

Safety notes

  • This agent is for contributing to the official Prisma repository, not for generating generic Prisma application code.
  • Prisma repo commands can trigger broad package builds, generated outputs, database services, engine downloads, benchmark runs, or fixture changes. Start with focused validation before full-root commands.
  • `pnpm format`, generators, fixture updates, and workspace builds can touch many files. Inspect the diff and avoid unrelated cleanup.
  • Database-backed tests may require `.db.env`, Docker services, provider-specific adapters, and destructive test databases. Do not run them against production or shared databases.
  • Prisma Client and migrate behavior can involve generated clients, schema fixtures, config files, engine artifacts, and database state. Treat generated and fixture changes as review-critical.
  • Do not assume older Prisma architecture from memory. Prefer the current AGENTS.md, local source, tests, and docs over stale Prisma Client or engine assumptions.
  • For Rust or Wasm-related work, follow the repository's engine build and package upgrade guidance instead of inventing local artifact paths.
  • Keep public output free of local absolute paths, credentials, database URLs, `.db.env` contents, issue-private details, and unreleased customer reproduction data.

Privacy notes

  • Prisma repository work can expose local database URLs, `.db.env` values, Docker service names, fixture data, generated client output, query logs, stack traces, benchmark output, and local file paths.
  • Never paste real connection strings, tokens, customer schemas, private database contents, or internal reproduction data into prompts, commits, issues, or public PR comments.
  • SQL commenter, query insight, trace, and raw query tests may include query shapes or metadata. Review logs before sharing them outside the local environment.
  • Prefer synthetic schemas, public fixtures, and redacted validation summaries when reporting database behavior.

Prerequisites

  • A local checkout or source snapshot of the official `prisma/prisma` repository.
  • Review the current official `AGENTS.md` before using this agent, because Prisma repository instructions can change.
  • Node and pnpm versions compatible with the repository's root `package.json`.
  • Enough dependency setup to run relevant pnpm workspace, Turborepo, package-filtered, Jest, Vitest, or benchmark commands.
  • Docker and database fixture access when the target test area requires database-backed Prisma Client, adapter, migrate, or integration tests.
  • Clear target area such as Prisma Client runtime, CLI, migrate, generators, driver adapters, config, engines, tests, fixtures, or docs.

Schema details

Install type
copy
Troubleshooting
No
Source repository stats
Scope
Source repo
Collection metadata
Estimated setup
10 minutes
Difficulty
advanced
Tool listing metadata
Full copyable content
# Trigger
"Use the Prisma repository contributor agent for this prisma/prisma task."

# Required output
1) AGENTS.md, package, fixture, and local source context checked
2) Prisma-specific implementation or investigation plan
3) Focused validation commands and results
4) Database, engine, safety, privacy, and remaining-risk notes

About this resource

Agent Definition

Create this file as .claude/agents/prisma-repository-contributor.md:

---
name: prisma-repository-contributor
description: Use when the user asks Claude to investigate, patch, test, or review work in the official prisma/prisma monorepo from source-backed repository instructions.
tools:
  - bash
  - read
  - edit
  - grep
  - web_fetch
---

You are the Prisma Repository Contributor Agent. Your job is to help work in the
official `prisma/prisma` monorepo while following current repository guidance,
keeping assumptions explicit, and choosing focused validation before broad
workspace commands.

## Source Order

Use these sources in order:

1. The local `AGENTS.md` in the `prisma/prisma` checkout.
2. Relevant local README, architecture, testing, benchmarking, Docker, and
   package documentation files.
3. Local source, tests, fixtures, generator code, adapter code, and config files
   for the target area.
4. The official Prisma documentation at `https://www.prisma.io/docs` when user
   behavior, public API, or documented CLI semantics are involved.
5. `https://github.com/prisma/prisma` when a local checkout is unavailable or
   stale.

Do not rely on memory for Prisma architecture, engine behavior, datasource
handling, command flags, test fixtures, or supported package commands when the
official sources are available.

## Operating Rules

- Read `AGENTS.md` first and treat it as the primary repository knowledge base.
- Identify the exact package or subsystem before editing.
- Keep changes surgical and preserve surrounding repository patterns.
- Use pnpm workspace and package-filtered commands instead of broad root
  commands when a focused command can validate the change.
- Prefer `pnpm --filter @prisma/<pkg> <script>` for package-specific work.
- Use Turborepo/root builds only when dependency order or cross-package impact
  requires them.
- Read `TESTING.md`, package-local test helpers, fixture layout, and Docker
  notes before running database-backed tests.
- Treat generated clients, fixture schemas, inline snapshots, benchmark output,
  and engine artifacts as review-sensitive.
- Keep Prisma 7 config-first behavior in mind. Do not assume schema datasource
  URLs, automatic `.env` loading, or older query-engine architecture without
  checking current source.
- For Rust or Wasm changes, follow the repository's documented engine build and
  upgrade path, and report any missing engine checkout instead of guessing.

## Workflow

1. State the target area: CLI, migrate, client runtime, generator, driver
   adapter, config, integration test, fixture, benchmark, docs, or engine
   boundary.
2. Read `AGENTS.md` plus local docs and tests for that area.
3. Summarize the current architecture or command behavior from source.
4. Define the smallest change or investigation that can answer the user.
5. Edit only the directly relevant files.
6. Run focused validation first, such as a package-filtered test, targeted Jest
   or Vitest command, client functional test, adapter test, CLI test, or
   package build.
7. Broaden to root build or broader suites only when shared behavior changed.
8. Report changed files, validation, database/engine prerequisites, and
   remaining risk.

## Command Guidance

- Use `pnpm --filter @prisma/<pkg> <script>` for package-local scripts.
- Expect Prisma Client runtime work under `packages/client`.
- Expect CLI and migrate behavior around `packages/cli` and
  `packages/migrate`.
- Expect generator work around `packages/client-generator-ts`,
  `packages/client-generator-js`, and generator registry packages.
- Expect driver adapter work under `packages/adapter-*` and shared adapter
  utilities.
- Use targeted test file or match filters when they cover the change.
- Database-backed client and migrate tests can require `.db.env` and Docker
  services from the repository's Docker setup.
- Client e2e and functional tests may require generated clients, provider
  matrices, adapter flags, or a fresh build.
- Benchmark commands can be expensive and produce output files; use them only
  when performance behavior is actually in scope.

## Safety Boundaries

- Do not run database-backed tests against production, staging, or shared
  databases.
- Do not paste `.db.env`, connection strings, tokens, raw customer schemas, or
  private issue details into public output.
- Do not create broad formatting, generated-client, or snapshot churn unless it
  is directly required by the task.
- Do not refactor neighboring packages just because they are visible.
- Do not invent Prisma internals from old knowledge. Read current source and
  current AGENTS.md.
- If dependencies, Docker, database services, engine checkout, or fixture state
  are missing, report the exact blocker and the validation that could not run.

## Output Contract

Use this response shape for Prisma repository work:

```markdown
## Prisma Repo Check

Target area:
- ...

Sources checked:
- ...

Plan or change:
- ...

Validation:
- ...

Database/engine notes:
- ...

Safety/privacy notes:
- ...

Remaining risk:
- ...

## Source Review

- https://github.com/prisma/prisma/blob/main/AGENTS.md
- https://raw.githubusercontent.com/prisma/prisma/main/AGENTS.md
- https://github.com/prisma/prisma
- https://www.prisma.io/
- https://www.prisma.io/docs

These sources were reviewed on **2026-06-04**. The official Prisma repository
publishes an `AGENTS.md` file that is the primary agent knowledge base for the
monorepo. The source covers pnpm workspace and Turborepo usage, key packages,
package-filtered commands, Prisma Client tests, database-backed test
requirements, Prisma 7 config-first guidance, driver adapters, coding
conventions, and Rust/Wasm boundaries.

## Source Scope

This entry is scoped to working in the official `prisma/prisma` monorepo. It is
not a Prisma application generator, not a schema sync hook, not a migration
automation script, and not a general ORM skill. Use it when the task is about
investigating, patching, testing, or reviewing the upstream Prisma repository.

## Use Cases

- Give Claude a source-backed role for reading Prisma's official `AGENTS.md`
  before touching the monorepo.
- Investigate Prisma Client runtime, generator, CLI, migrate, config, driver
  adapter, or test fixture behavior.
- Build a focused validation plan for package-filtered tests before running
  expensive root builds or full suites.
- Review changes for Prisma 7 config-first assumptions, generated client churn,
  database-backed fixture impact, and current repository coding conventions.
- Route Rust or Wasm-adjacent tasks through the official engine build guidance
  instead of guessing artifact paths or old engine behavior.

## Duplicate Check

Existing content includes a `prisma-schema-sync` hook for application-level
schema automation. This entry is intentionally different: it is an `agents`
entry for contributing to the official `prisma/prisma` monorepo from Prisma's
own `AGENTS.md`. No existing `content/agents`, `content/skills`, `content/hooks`,
or `content/mcp` entry in this checkout matches `prisma/prisma`, Prisma's
official `AGENTS.md`, or a source-backed Prisma repository contributor agent.
Open PR titles, branch names, changed files, issue titles, issue bodies, and
source URLs were also checked for Prisma and `prisma/prisma` before drafting
this entry.

## Editorial Disclosure

This is an independent, source-backed HeyClaude content entry submitted by
`oktofeesh1`. It is not sponsored by Prisma or the Prisma maintainers. The agent
prompt summarizes and routes users to the official upstream `AGENTS.md`,
documentation, and repository sources rather than repackaging the Prisma
project.

Source citations

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How it compares

Prisma Repository Contributor Agent for Claude side by side with 3 alternatives on trust, install, platform support, and disclosed safety notes — all from reviewed registry metadata.

Field

Source-backed Claude agent prompt for contributing to the official prisma/prisma monorepo using its AGENTS.md guidance, pnpm workspace commands, package-filtered tests, database fixture expectations, Prisma 7 architecture notes, and contributor safety rules.

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Source-backed Claude agent prompt for contributing to the official Astro monorepo using its AGENTS.md guidance, pnpm workspace commands, package-local testing, bgproc dev server management, agent-browser UI checks, and Astro docs sources.

Open dossier

Source-backed Claude agent prompt for contributing to the official Vercel AI SDK monorepo using its AGENTS.md guidance, pnpm workspace commands, package build and test boundaries, provider architecture, Zod compatibility rules, JSON parsing safety, ADR review, and documentation sources.

Open dossier

Source-backed Claude agent prompt for contributing to the official mui/material-ui monorepo using its AGENTS.md guidance, pnpm workspace filters, package build and test commands, component conventions, public error-message rules, API docs generation, visual regression and accessibility checks, and pre-PR checklist.

Open dossier
Next steps
Trust
Review statusReviewedMaintainer reviewedReviewedMaintainer reviewedReviewedMaintainer reviewedReviewedMaintainer reviewed
Package trustPackage not verifiedPackage not verifiedPackage not verifiedPackage not verified
Source provenanceSource-backedSource-backedSource-backedSource-backed
Submitteroktofeesh1oktofeesh1oktofeesh1oktofeesh1
Install riskReview firstReview firstReview firstReview first
Notes Safety ✓ Privacy ✓ Safety ✓ Privacy ✓ Safety ✓ Privacy ✓ Safety ✓ Privacy ✓
BrandPrisma
Categoryagentsagentsagentsagents
SourceSource-backedSource-backedSource-backedSource-backed
AuthorPrismaAstroVercelMUI
Added2026-06-042026-06-042026-06-042026-06-04
Platforms
Harness
Source repo
Safety notesThis agent is for contributing to the official Prisma repository, not for generating generic Prisma application code. Prisma repo commands can trigger broad package builds, generated outputs, database services, engine downloads, benchmark runs, or fixture changes. Start with focused validation before full-root commands. `pnpm format`, generators, fixture updates, and workspace builds can touch many files. Inspect the diff and avoid unrelated cleanup. Database-backed tests may require `.db.env`, Docker services, provider-specific adapters, and destructive test databases. Do not run them against production or shared databases. Prisma Client and migrate behavior can involve generated clients, schema fixtures, config files, engine artifacts, and database state. Treat generated and fixture changes as review-critical. Do not assume older Prisma architecture from memory. Prefer the current AGENTS.md, local source, tests, and docs over stale Prisma Client or engine assumptions. For Rust or Wasm-related work, follow the repository's engine build and package upgrade guidance instead of inventing local artifact paths. Keep public output free of local absolute paths, credentials, database URLs, `.db.env` contents, issue-private details, and unreleased customer reproduction data.This agent is for the official Astro repository and should not be treated as a generic Astro application generator. The Astro monorepo has broad format, lint, build, and test commands. Prefer package-local or focused commands before expensive full-repo checks. `pnpm format` and code generators can modify many files. Inspect the diff before committing and avoid formatting unrelated files unless the repo workflow requires it. Use the repo's `pnpm -C <dir> <command>` pattern for package-local work so commands run in the intended package, example, or triage directory. Do not start detached dev or preview servers manually when the repo's `bgproc` workflow is appropriate. Clean up long-running servers after verification. Do not use unrelated static web servers to test Astro HMR or preview behavior. Use Astro's documented dev and preview paths. When UI interaction, HMR behavior, or browser automation is required, use the repo-approved browser automation path or explicitly report if the tool is unavailable. Read relevant local README and deep-dive reference files before changing subsystem code such as unit testing helpers or Vite dependency optimization.This agent is for contributing to the official Vercel AI SDK repository, not for generating generic AI applications or replacing the AI SDK documentation. The monorepo uses pnpm workspaces and Turborepo. Root-level commands such as `pnpm build`, `pnpm test`, `pnpm check`, `pnpm fix`, and `pnpm type-check:full` can be broad, slow, or modify formatting across multiple packages. `pnpm fix`, oxfmt, oxlint fixes, generated references, snapshots, and changesets can alter files outside the immediate edit. Inspect the diff before committing. Package-level commands should run from the relevant package directory when the task is limited to a package. Do not substitute root-wide validation without explaining why it is needed. The AI SDK supports both Zod 3 and Zod 4. Follow the current repo imports and compatibility rules before changing schema, type, provider, or test code. Do not use direct `JSON.parse` in production code when the repository guidance calls for `parseJSON` or `safeParseJSON` from `@ai-sdk/provider-utils`. Architecture-impacting changes should check accepted ADRs and project philosophy docs first. Stop and ask before contradicting an accepted decision. Provider and tool-calling changes can affect multiple runtimes, model providers, examples, and UI integrations. Validate the matching package and runtime coverage instead of relying on a single happy path.This agent is for contributing to the official Material UI repository, not for generating generic React UI code or replacing the public Material UI docs. The repo supports pnpm only. The official guidance says yarn and npm commands will fail, and workspace work should use pnpm filters instead of changing directories for commands. Root commands such as full builds, docs builds, browser tests, end-to-end tests, visual regression tests, formatting, linting, and type checks can be broad or slow. Prefer focused commands first. Formatting, API docs generation, prop-types generation, TypeScript demo generation, error-code extraction, and visual/a11y regression updates can modify generated or docs-related files. Inspect the diff before committing. Public package errors follow repository-specific rules: explain what happened, why it matters, and how to solve it; use the documented MUI prefix and error-minifier workflow when applicable. Component prop changes may require TypeScript declarations, prop types, API docs, demos, tests, and docs generation to stay in sync. Visual regression and accessibility checks can update screenshots or `.a11y.json` files. Run scoped checks for iteration, then use the broader required check before pushing when affected. Do not conflate this with MUI X, Base UI, Joy UI, or generic Material Design guidance unless the target source and package scope explicitly require it.
Privacy notesPrisma repository work can expose local database URLs, `.db.env` values, Docker service names, fixture data, generated client output, query logs, stack traces, benchmark output, and local file paths. Never paste real connection strings, tokens, customer schemas, private database contents, or internal reproduction data into prompts, commits, issues, or public PR comments. SQL commenter, query insight, trace, and raw query tests may include query shapes or metadata. Review logs before sharing them outside the local environment. Prefer synthetic schemas, public fixtures, and redacted validation summaries when reporting database behavior.Astro repo work can expose local file paths, stack traces, package names, test fixtures, browser snapshots, dev server logs, issue repro data, and unpublished source changes. Avoid pasting private local paths, user-specific environment details, credentials, tokens, private issue data, or unreleased customer examples into prompts, public PRs, or issue comments. Browser screenshots, dev server logs, and test output can include route names, fixture content, environment variables, and local hostnames. Use synthetic repros and public fixtures when sharing investigation results outside the local checkout.AI SDK repo work can expose local file paths, provider names, model IDs, API request shapes, streamed text, tool-call arguments, fixtures, snapshots, telemetry examples, error payloads, and test output. Never paste, commit, or print real provider API keys, gateway tokens, account IDs, customer prompts, production traces, private model outputs, or local environment values. Example apps and tests can include prompts, structured outputs, tool-call payloads, image/audio/video metadata, and provider-specific request bodies. Use synthetic fixtures when sharing publicly. When summarizing validation, redact local paths, credentials, private hostnames, and raw provider responses that could contain user content or billing/account context.Material UI repo work can expose local file paths, component names, docs demo routes, screenshots, accessibility reports, browser output, generated API metadata, stack traces, and test failure details. Do not paste private local paths, unpublished product screenshots, proprietary design-system tokens, customer component code, credentials, tokens, or private issue data into prompts, public PRs, or examples. Visual regression screenshots and accessibility reports can reveal route names, demo content, local browser state, and unpublished UI changes. When sharing validation output, summarize and redact sensitive-looking paths, private hostnames, unreleased design details, and environment-specific values.
Prerequisites
  • A local checkout or source snapshot of the official `prisma/prisma` repository.
  • Review the current official `AGENTS.md` before using this agent, because Prisma repository instructions can change.
  • Node and pnpm versions compatible with the repository's root `package.json`.
  • Enough dependency setup to run relevant pnpm workspace, Turborepo, package-filtered, Jest, Vitest, or benchmark commands.
  • A local checkout or source snapshot of the official `withastro/astro` repository.
  • Review the current official `AGENTS.md` before using this agent, because repo instructions can change.
  • pnpm workspace setup for the Astro monorepo and enough local dependencies to run the relevant package commands.
  • Known target package, example, docs page, integration, or subsystem before editing.
  • A local checkout or source snapshot of the official `vercel/ai` repository.
  • Review the current official `AGENTS.md` before using this agent, because repo instructions, supported Node versions, and package commands can change.
  • Node.js v22, v24, or v26 and pnpm v10 or newer, matching the current repository guidance.
  • Enough workspace dependencies installed to run the focused package, root, docs, example, lint, format, type, or test commands required by the task.
  • A local checkout or source snapshot of the official `mui/material-ui` repository.
  • Review the current official `AGENTS.md` before using this agent, because package commands, test guidance, and docs workflows can change.
  • pnpm installed and used exclusively for repository commands.
  • Enough workspace dependencies installed to run the focused package, docs, lint, type, unit, browser, regression, API-docs, or prose checks required by the task.
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