Restart the natural-language Workflow generator from main with a Prompt-
Generator-shaped UX: cmd+k → /create → pick workflow/chatflow → describe
the task → preview the generated graph → Apply to a new app or overwrite
the current Studio draft.
Backend (slim planner→builder pipeline, ~600 LOC vs. the previous 13.5k):
- core/workflow/generator/: WorkflowGenerator runs PLANNER (high-level
node plan) then BUILDER (full graph JSON via structured output), with a
postprocess pass that fills safe defaults, lays nodes out left-to-right
and runs a final structural sanity check (start/end shape, edge node
references). Mermaid rendering, graph_builder, validation engine and
node/edge repair are deferred — re-add when quality demands it.
- services/workflow_generator_service.py: facade owning the ModelManager
dependency so core.workflow.generator stays pure domain code.
- controllers/console/app/generator.py: new POST /workflow-generate
endpoint, error envelope identical to /rule-generate so the frontend
reuses its existing handler.
Frontend (reuses WorkflowPreview verbatim and the Prompt-Generator pattern):
- components/workflow/workflow-generator/: two-pane modal (1140×680),
zustand store for global open/close, lazy mount via @/next/dynamic,
sessionStorage version history mirroring use-gen-data, apply.ts wiring
both "Create new app" (createApp + syncWorkflowDraft + redirect) and
"Apply to current draft" (syncWorkflowDraft with overwrite confirmation).
- components/goto-anything/actions/commands/create.tsx: submenu slash
command surfacing Workflow + Chatflow, dispatching create.open through
the existing command bus.
- (commonLayout)/layout.tsx: mount WorkflowGeneratorMount alongside
GotoAnything so cmd+k works from anywhere in the app.
- service/debug.ts: typed generateWorkflow() helper.
- i18n/{en-US,zh-Hans}/workflow.json: 19 new workflowGenerator.* keys.
Tests:
- 7 backend unit tests cover happy path for both modes plus planner JSON
failure, builder exception, structural validation, edge integrity.
- 9 frontend tests cover /create command surface + filtering, and the
sessionStorage version history hook.
All checks green: pyrefly + mypy, ruff, pnpm tsgo, vitest (86 passing
including the existing 82 goto-anything regression tests).
Closes #29774
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Dify Backend API
Setup and Run
Important
In the v1.3.0 release,
poetryhas been replaced withuvas the package manager for Dify API backend service.
uv and pnpm are required to run the setup and development commands below.
Using scripts (recommended)
The scripts resolve paths relative to their location, so you can run them from anywhere.
-
Run setup (copies env files and installs dependencies).
./dev/setup -
Review
api/.env,web/.env.local, anddocker/middleware.envvalues (see theSECRET_KEYnote below). -
Start middleware (PostgreSQL/Redis/Weaviate).
./dev/start-docker-compose -
Start backend (runs migrations first).
./dev/start-api -
Start Dify web service.
./dev/start-web./dev/setupand./dev/start-webinstall JavaScript dependencies through the repository root workspace, so you do not need a separatecd web && pnpm installstep. -
Set up your application by visiting
http://localhost:3000. -
Start the worker service (async and scheduler tasks, runs from
api)../dev/start-worker -
Optional: start Celery Beat (scheduled tasks).
./dev/start-beat
Environment notes
Important
When the frontend and backend run on different subdomains, set COOKIE_DOMAIN to the site’s top-level domain (e.g.,
example.com). The frontend and backend must be under the same top-level domain in order to share authentication cookies.
-
Generate a
SECRET_KEYin the.envfile.bash for Linux
sed -i "/^SECRET_KEY=/c\\SECRET_KEY=$(openssl rand -base64 42)" .envbash for Mac
secret_key=$(openssl rand -base64 42) sed -i '' "/^SECRET_KEY=/c\\ SECRET_KEY=${secret_key}" .env
Testing
-
Install dependencies for both the backend and the test environment
cd api uv sync --group dev -
Run the tests locally with mocked system environment variables in
tool.pytest_envsection inpyproject.toml, more can check Claude.mdcd api uv run pytest # Run all tests uv run pytest tests/unit_tests/ # Unit tests only uv run pytest tests/integration_tests/ # Integration tests # Code quality ./dev/reformat # Run all formatters and linters uv run ruff check --fix ./ # Fix linting issues uv run ruff format ./ # Format code uv run pyrefly check # Type checking
Generate TS stub
uv run dev/generate_swagger_specs.py --output-dir openapi
use https://jsontotable.org/openapi-to-typescript to convert to typescript