# RAGFlow Instructions Use this file as the local operating guide for the current codebase. Prefer the code and the current CLAUDE.md over any older convention or remembered project shape. ## Core stance - Treat legacy code as liability, not as a compatibility target. - Prefer deletion over shims, deprecated branches, wrapper APIs, and dual-track migration notes. - If old and new implementations coexist, converge to one path unless an external contract forces compatibility. - Remove dead tests, commented-out code, stale docs, and "move later" notes instead of preserving them. - Reduce public surface area when a helper can be made private or internal. - Keep refactors centered on the owning abstraction, not on adjacent compatibility layers. ## Current stack - Backend: Python 3.13+, Quart-based API server, Peewee ORM, async workers. - Frontend: React + TypeScript + Vite in `web/`. - Go: the repository also has a substantial Go module for servers, ingestion, parser/runtime, CLI, and supporting services. - Runtime services commonly include MySQL/PostgreSQL, Redis, MinIO, and Elasticsearch/Infinity/OpenSearch depending on configuration. ## Code layout to expect - `api/`: Python API server entrypoints, blueprints, services, and database code. - `rag/`: ingestion, retrieval, LLM integration, and graph RAG logic. - `deepdoc/`: parsing and OCR. - `agent/`: workflow canvas, components, tools, and templates. - `cmd/`: Go entrypoints. `ragflow_main` is the main server/admin/ingestor binary surface; `ragflow-cli` is the CLI entrypoint. - `internal/`: main Go application code. Important subtrees: - `internal/agent/`: Go agent runtime, canvas execution, components, tool bindings, workflow helpers. - `internal/cli/`: CLI parsing, HTTP transport, command execution, response formatting. - `internal/dao/`: Go data-access layer and persistence-facing helpers. - `internal/deepdoc/`: Go DeepDOC integrations, especially native-backed PDF/DOCX parsing. - `internal/engine/`: search/index backends such as Elasticsearch and Infinity. - `internal/entity/`: shared Go entities and model definitions. - `internal/handler/`: HTTP handlers and route-facing request logic. - `internal/ingestion/`: Go ingestion pipeline, canvas adapter, components, wiring, service orchestration. - `internal/ingestion/component/`: stage implementations such as file/parser/chunker/tokenizer/extractor. - `internal/ingestion/pipeline/`: DSL translation, canvas-driven execution, checkpoints, resume/run logic. - `internal/parser/`: parser and chunk libraries used by ingestion and other Go paths. - `internal/parser/parser/`: typed parse-result parsers for markdown/html/pdf/docx/xlsx/text and related families. - `internal/parser/chunk/`: chunk operator library and DSL/typed execution helpers. - `internal/service/`: higher-level business services used by handlers and server flows. - `internal/storage/`: storage backends and in-memory test doubles. - `internal/router/`: HTTP route registration. - `internal/server/`: server bootstrap/config wiring. - `internal/cpp/`: C++ sources used by native-backed Go features. - `web/`: frontend application. - `docker/`: local and production compose files. - `sdk/` and `test/`: SDK and automated tests. ## Go-specific rules - Treat `internal/ingestion`, `internal/parser`, and `internal/deepdoc` as actively refactored code. Prefer collapsing duplicate paths over preserving transitional wrappers. - Do not add or preserve deprecated Go APIs just to ease migration inside the repo. - Remove commented-out Go code instead of leaving recovery notes in place. - Keep package comments and doc comments aligned with the current runtime path, not with migration history. ## Working rules - Before editing, inspect the nearest code path that actually owns the behavior. - Keep changes small and local unless the task is explicitly a broader refactor. - Prefer one implementation path instead of preserving old and new versions side by side. - Preserve behavior with focused tests when the behavior is still valid; do not keep tests that protect obsolete behavior. - If a surface is only there for compatibility, remove it unless the user asks to keep it. - Do not add new compatibility wording in comments or docs. ## Commands ### Backend ```bash uv sync --python 3.13 --all-extras uv run python3 ragflow_deps/download_deps.py docker compose -f docker/docker-compose-base.yml up -d source .venv/bin/activate export PYTHONPATH=$(pwd) bash docker/launch_backend_service.sh uv run pytest ruff check ruff format ``` ### Frontend ```bash cd web npm install npm run dev npm run build npm run lint npm run test npm run type-check ``` ### Go ```bash uv run ragflow_deps/download_deps.py bash build.sh --test ./path/to/package/... bash build.sh --go # or build specific binaries: bash build.sh --all ``` ## Validation preference - Run the narrowest relevant test, lint, or build command after a change. - For backend changes, prefer targeted pytest or ruff checks over full-suite runs. - For frontend changes, prefer the touched-package lint, type-check, or test command. - For Go changes, prefer package-scoped `bash build.sh --test ...` first. - Do not default to raw `go test`, `go build`, or IDE Run/Debug for Go in this repo. They often miss the required CGO flags and native static libraries (`office_oxide`, `pdfium-static`, `pdf_oxide`) that `build.sh` wires correctly. - If Go native builds fail, inspect `build.sh` and `internal/development.md` before changing code. Common environment issues are missing downloaded native deps and missing `lld` on Linux. ## Default review checklist - Remove instead of retaining `deprecated`, `legacy`, or compatibility-only code. - Collapse duplicate implementations to one path. - Drop stale comments and documentation that describe a superseded design. - Keep exported APIs only when the current code actually needs them.