/shared/hooks`. Read `docs/agents/mantine.md` only when debugging those wrappers or adding a new wrapped component/hook.
### Frontend
Renderer UI (imports, composition, CSS Modules, theme, i18n/icons/toasts/modals, Zustand): read `docs/agents/frontend.md` when writing or changing
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Vitest, tsdown, Oxlint, Oxfmt, and Vite Task. Vite+ wraps runtime management, package management, and frontend tooling in a single global CLI called `vp`. Vite+ is distinct from Vite
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place.
## Architecture (WHAT)
This is a **monorepo** with six packages:
- `packages/app` - Next.js frontend (TypeScript, Mantine UI, TanStack Query)
- `packages/api` - Express backend (Node.js 22+, MongoDB for metadata,
ClickHouse for telemetry). Also
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types if needed in `src/types.ts`
3. Update client API in `src/client/api.ts` if frontend needs it
4. Add tests
### Adding a New Environment Variable
1. Add to `MoltbotEnv` interface in `src/types.ts
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server suite: `uv run --package pycaret-server pytest services/api/tests/ -q`.
### Add a new frontend screen
1. Add the typed endpoint(s) to `apps/web/src/api/endpoints.ts` and the response types to `apps/web/src/api/types.ts
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GORM, [ory/fosite fork](#backend-go)). Its own toolchain, not part of the repository.
- `frontend/` — SvelteKit 5 SPA. Builds into `backend/frontend/dist` and is embedded via `go:embed`.
- `tests/` — Playwright
Steady23 mentions in 2 weeks
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release requires all groups and the exact tag's CI.
- Python correctness lint, frontend lint/types/tests/build, backend tests, version/readme contracts and release-gate regressions are blocking. Existing general Python style warnings
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capability schemas; engine-level semantic parity alone is insufficient.
- Enforce the dependency direction `Frontend -> Runtime -> Core`; lower layers must not include, query, or call higher layers.
- Do not modify
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owner instead of repeating mutable formulas, metrics, commands, or corpus data.
- Keep frontend-specific setup and firmware workflows in the local frontend README files; link to `API.md` and `DISCOVERY.md
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tests.
- `xinference/api/`: API server and OpenAI-compatible routes.
- `xinference/client/`: sync and async Python clients.
- `frontend/`: Next.js Web UI.
- `doc/source/`: Sphinx documentation.
- `.github/workflows/python.yaml`: main lint and test CI.
## Working Rules
- Prefer
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CONTRIBUTING.md](CONTRIBUTING.md).
## Repository layout
A Cadence server cluster is composed of four different services: Frontend, Matching, History and Worker(system).
Here's what's in each top-level directory
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menu entry with a `feature` in the schema is built only while the frontend names that feature through `set_native_menu_features` (`src/app/shell/menu/features.ts`); every rebuild keeps the check states
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Local Deep Research is a Python/PDM application with a FastAPI backend and a Vite frontend. Backend source is in `src/local_deep_research/`; web code is in `src/local_deep_research/web/`; tests are in `tests/`. `src/local_deep_research/web/app.py
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apps/` (`core` for the Go backend, `electron` for desktop, `ui` for the shared frontend, `player-ui` for playback). Reusable logic stays in `packages/`, including `common`, `core-sdk`, `electron-preload
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