# Report sections — sectioned long-form writing plugin example For the shared edit → test → packaging check → install workflow, see the [existing-example guide](../README.md). A compact example of a **stateful model tool**: the agent writes a 万字-scale long report section by section with `save_section`, and a final `section_index=999` call assembles every stored section into one markdown document. The assembled report is returned as a tool artifact (visible in the UI) with only a short status summary re-entering the model context, so the full document never consumes the agent's context budget. Assembly drops a section's leading heading when it restates the section title (models habitually open each section with `# ` while the assembler already emits `## <title>`), which otherwise produces doubled headings across the whole report. Sections are scoped per user and per thread in the plugin's own SQLite file — no host database or host-internal imports. ## Deployment Install this directory using the existing trusted Python extension manager. From `backend/`: ```sh uv run deerflow extensions install ../examples/deerflow-extension-report-sections --yes ``` Then set the deployment-owned `config` on the registered plugin entry before restarting Gateway. Example configuration: ```yaml plugins: - use: deerflow_extension_report_sections:install enabled: true config: enabled: true storage_path: /var/lib/deerflow/report-sections.sqlite ``` The outer `enabled` controls package loading; `config.enabled` controls the tool contribution. Mount a persistent writable directory for `storage_path`. The file stores user section data, not deployment settings. ## Tool contract `save_section(section_index, title, content)`: - `section_index=0` — store the outline (passed through unwrapped on assembly). - `1..N` — store one chapter (keep each call within roughly 1200–2000 characters to stay inside the per-completion output budget; hard cap 24000). - `999` with `title="__assemble__"` — assemble all stored sections into `report-<topic>.md`, delivered as an artifact. Assemblies over 60 KiB are refused with a clear status; the sections remain stored. The tool result envelope is capped at 64 KiB by the host; this example keeps the model-visible content to one status line and carries the document in the artifact. ## Tests From the DeerFlow checkout root with the backend environment prepared: ```sh uv run --project backend --no-sync python -m pytest backend/tests/test_report_sections_extension.py -q ```