Add adaptive preprocessing escalation and single-receipt test scripts

Preprocessing now tries progressively heavier variants per receipt
(plain -> high-pass -> edge-enhance -> both), stopping as soon as a
cheap LLM-free arithmetic check on the OCR text looks plausible, so
the extra processing only applies to receipts that need it. A flat
version of the same heavier processing regressed the full batch by
helping hard receipts but hurting easy ones; the adaptive version
improves date-matching 37/52 -> 40/52 with no regression (see
testing/2026_10_04_gimp_highpass_nlfilter_experiment.md).

Also adds test_ocr.sh and test_single.sh for checking a single
receipt's OCR text or full pipeline result without a batch run.

.gitea/workflows/build.yml

@@ -0,0 +1,76 @@
+name: build
+
+# Builds the Android app (android/) debug APK on every push/PR, plus
+# on-demand via the Gitea "Run workflow" button. Runs inside build-image
+# (see ../../build-image/Dockerfile, built/pushed via ../../build-image.sh
+# and ../../upload-image.sh), which bundles the JDK, Android SDK, and
+# Node.js (needed by the JS-based actions below - see
+# build-image/Dockerfile's own comment) so the runner itself doesn't need
+# any of that installed. The Gradle build still needs network access at
+# job runtime (Gradle/AGP/androidx dependency resolution).
+on:
+  push:
+  pull_request:
+  workflow_dispatch:
+
+jobs:
+  build:
+    # Runner defaults `run:` steps to `sh`, which doesn't understand
+    # `set -o pipefail` used below - force bash explicitly.
+    defaults:
+      run:
+        shell: bash
+    # Must match a label your act_runner is registered with.
+    runs-on: ubuntu-latest
+
+    container:
+      image: cr.ladkau.de/fuelish/android-builder:latest
+      credentials:
+        username: ${{ secrets.REGISTRY_USER }}
+        password: ${{ secrets.REGISTRY_PASSWORD }}
+
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          # `make android`'s version comes from `git describe --tags` -
+          # needs full history/tags, not actions/checkout's default
+          # shallow single-commit clone.
+          fetch-depth: 0
+
+      - name: Preflight
+        run: |
+          set -euo pipefail
+          command -v java >/dev/null 2>&1 || { echo "PREFLIGHT FAIL: java not in PATH" >&2; exit 1; }
+          command -v make >/dev/null 2>&1 || { echo "PREFLIGHT FAIL: make not in PATH" >&2; exit 1; }
+          [ -n "${ANDROID_HOME:-}" ] || { echo "PREFLIGHT FAIL: ANDROID_HOME not set" >&2; exit 1; }
+
+      - name: Build
+        run: make android
+
+      - name: Upload build artifact
+        # v4 uses the newer @actions/artifact backend, which this Gitea
+        # instance's artifact storage doesn't support (GHESNotSupportedError) — v3 works.
+        uses: actions/upload-artifact@v3
+        with:
+          name: fuelish-android
+          path: dist/fuelish-*.apk
+
+      - name: Publish to dl.ladkau.de
+        # Uploads the APK over SFTP instead of using actions/upload-artifact
+        # (whose zip wrapping can't be disabled). Runs on push and on a
+        # manual "Run workflow" dispatch (the on-demand way to publish an
+        # update without pushing a commit) - excludes pull_request so PR
+        # builds from unreviewed branches don't publish.
+        if: gitea.event_name == 'push' || gitea.event_name == 'workflow_dispatch'
+        run: |
+          set -euo pipefail
+          APK="$(ls dist/fuelish-*.apk)"
+          mkdir -p ~/.ssh
+          echo "${{ secrets.DL_SFTP_KEY }}" > ~/.ssh/dl_sftp_key
+          chmod 600 ~/.ssh/dl_sftp_key
+          sftp -i ~/.ssh/dl_sftp_key -P 2223 \
+            -o StrictHostKeyChecking=accept-new \
+            uploader@dl.ladkau.de <<EOF
+          -mkdir files/fuelish
+          put $APK files/fuelish/$(basename "$APK")
+          EOF

.gitignore

@@ -17,3 +17,25 @@
 # instead of run through the container)
 __pycache__/
 *.pyc
+
+# Build output (see the root Makefile's `android` target, run-image.sh)
+/dist/
+
+# Android app build output/local config and generated resources (launcher
+# icon + splash art - see android/app/build.gradle.kts's
+# generateAppIcons task and android/scripts/gen_app_icons.py's own
+# doc comment).
+/android/local.properties
+/android/.gradle
+/android/build
+/android/app/build
+/android/app/src/main/res/drawable-nodpi
+/android/app/src/main/res/mipmap-mdpi
+/android/app/src/main/res/mipmap-hdpi
+/android/app/src/main/res/mipmap-xhdpi
+/android/app/src/main/res/mipmap-xxhdpi
+/android/app/src/main/res/mipmap-xxxhdpi
+
+# Android Studio project files - per-developer, not shared
+/android/.idea/
+/android/gradle/gradle-daemon-jvm.properties

0_run_ollama.sh

@@ -24,8 +24,8 @@ while [ $# -gt 0 ]; do
     esac
 done
 
-CONTAINER=gastronomy-ollama
-VOLUME=gastronomy-ollama-data
+CONTAINER=fuelish-ollama
+VOLUME=fuelish-ollama-data
 PORT=11434
 
 if docker ps --format '{{.Names}}' | grep -qx "$CONTAINER"; then

12_adaptive_preprocess_ocr.sh

@@ -0,0 +1,70 @@
+#!/usr/bin/env bash
+# Combines steps 1+2 (preprocess + OCR) adaptively: tries preprocess.py's
+# variants cheapest-first (0=baseline, same as 1_preprocess_image.sh's
+# default, up to 3=most elaborate), scoring each variant's OCR text with
+# tooling-container/src/plausibility.py and stopping at the first one
+# that looks receipt-consistent - no LLM call involved, so this costs
+# nothing extra over the single-variant path for the receipts the
+# baseline already reads correctly. See tooling-container/src/adaptive.py
+# and testing/2026_10_04_gimp_highpass_nlfilter_experiment.md for why.
+#
+# Writes <out>/variant<N>/{01_gray,...,0X_final}.png and its own ocr.txt
+# for every variant tried (for inspection - which variant was kept is in
+# the printed summary) and <out>/ocr.txt (the winning variant's OCR
+# text, ready for ./3_extract_data.sh).
+#
+# Usage: ./12_adaptive_preprocess_ocr.sh -in <photo> -out <scratch-dir>
+set -euo pipefail
+
+cd "$(dirname "${BASH_SOURCE[0]}")"
+ROOT="$(pwd)"
+
+fail() { echo "FAIL: $*" >&2; exit 1; }
+
+IN_PATH=""
+OUT_DIR=""
+while [ $# -gt 0 ]; do
+    case "$1" in
+        -in) IN_PATH="${2:-}"; shift 2 ;;
+        -out) OUT_DIR="${2:-}"; shift 2 ;;
+        *) fail "unknown argument: $1" ;;
+    esac
+done
+[ -n "$IN_PATH" ] && [ -n "$OUT_DIR" ] \
+    || fail "usage: $0 -in <photo> -out <scratch-dir>"
+[ -f "$IN_PATH" ] || fail "input file not found: $IN_PATH"
+
+command -v docker >/dev/null 2>&1 || fail "docker not found in PATH"
+
+IMAGE="${REGISTRY_IMAGE:-fuelish/tools}"
+if [ -f "$ROOT/registry.env" ]; then
+    # shellcheck disable=SC1091
+    source "$ROOT/registry.env"
+    IMAGE="${REGISTRY_IMAGE:-$IMAGE}"
+fi
+VERSION="$(<"$ROOT/tooling-container/VERSION")"
+IMAGE="$IMAGE:$VERSION"
+docker image inspect "$IMAGE" >/dev/null 2>&1 \
+    || fail "$IMAGE not found locally - run ./build-image.sh first"
+
+IN_ABS="$(realpath "$IN_PATH")"
+IN_DIR="$(dirname "$IN_ABS")"
+IN_FILE="$(basename "$IN_ABS")"
+mkdir -p "$OUT_DIR"
+OUT_ABS="$(realpath "$OUT_DIR")"
+
+GROUP_ADD_ARGS=(--group-add "$(stat -c %g "$IN_DIR")")
+OUT_GID="$(stat -c %g "$OUT_ABS")"
+[ "$OUT_GID" = "$(stat -c %g "$IN_DIR")" ] || GROUP_ADD_ARGS+=(--group-add "$OUT_GID")
+
+echo "== Adaptively preprocessing + OCRing $IN_FILE =="
+docker run --rm \
+    --user "$(id -u):$(id -g)" \
+    "${GROUP_ADD_ARGS[@]}" \
+    -v "$IN_DIR:/data/in:ro" \
+    -v "$OUT_ABS:/data/out" \
+    "$IMAGE" \
+    python3 /opt/app/src/adaptive.py -in "/data/in/$IN_FILE" -out /data/out
+
+echo "== Done =="
+echo "Next: ./3_extract_data.sh -in $OUT_ABS/ocr.txt -out $OUT_ABS"

1_preprocess_image.sh

@@ -27,7 +27,7 @@ done
 
 command -v docker >/dev/null 2>&1 || fail "docker not found in PATH"
 
-IMAGE="${REGISTRY_IMAGE:-gastronomy/tools}"
+IMAGE="${REGISTRY_IMAGE:-fuelish/tools}"
 if [ -f "$ROOT/registry.env" ]; then
     # shellcheck disable=SC1091
     source "$ROOT/registry.env"

2_ocr_image.sh

@@ -26,7 +26,7 @@ done
 
 command -v docker >/dev/null 2>&1 || fail "docker not found in PATH"
 
-IMAGE="${REGISTRY_IMAGE:-gastronomy/tools}"
+IMAGE="${REGISTRY_IMAGE:-fuelish/tools}"
 if [ -f "$ROOT/registry.env" ]; then
     # shellcheck disable=SC1091
     source "$ROOT/registry.env"

3_extract_data.sh

@@ -28,7 +28,7 @@ done
 
 command -v docker >/dev/null 2>&1 || fail "docker not found in PATH"
 
-IMAGE="${REGISTRY_IMAGE:-gastronomy/tools}"
+IMAGE="${REGISTRY_IMAGE:-fuelish/tools}"
 if [ -f "$ROOT/registry.env" ]; then
     # shellcheck disable=SC1091
     source "$ROOT/registry.env"

AGENT.md

@@ -0,0 +1,124 @@
+# fuelish
+
+Extracts structured data from photos of German fuel/petrol receipts:
+petrol station, transaction number, date, time, price per litre, litres,
+discount, and total price.
+
+The extraction pipeline is self-hosted (no cloud AI APIs) and is built to
+eventually run on a Raspberry Pi 4 cluster under k3s. Everything runs in
+containers; there is no host Python environment to set up.
+
+## Pipeline
+
+Three verifiable, independently-inspectable steps, each a thin host
+script that runs the actual work inside the `fuelish/tools` container
+(`server.py` runs the same functions in-process for the live app - see
+`12_adaptive_preprocess_ocr.sh` below for why steps 1+2 are combined
+there):
+
+1. `1_preprocess_image.sh -in <photo> -out <dir>` - grayscale conversion,
+   a mild bilateral filter, and a percentile contrast stretch (variant 0
+   of `tooling-container/src/preprocess.py`'s 4 variants - see
+   `12_adaptive_preprocess_ocr.sh`). Writes every intermediate stage
+   (`01_gray.png`, `02_bilateral.png`, `03_final.png`) so each step can
+   be checked on its own.
+2. `2_ocr_image.sh -in <dir>/03_final.png -out <dir>` - Tesseract OCR
+   (German), writes `ocr.txt`.
+3. `3_extract_data.sh -in <dir>/ocr.txt -out <dir>` - sends the raw OCR
+   text to a small local LLM (`qwen2.5:3b`, served by Ollama) with a JSON
+   schema, writes `extracted.json`.
+
+Preprocessing choice is evidence-based, not assumed: heavier processing
+(strong denoising, CLAHE, naive unsharp masking, and a GIMP-derived
+high-pass/edge-enhance combo - see
+`testing/2026_10_04_gimp_highpass_nlfilter_experiment.md`) consistently
+measured worse on the full batch *when applied unconditionally to every
+receipt* - each one amplifies the receipt's dotted security-background
+pattern into OCR noise, even though each visibly helps the specific hard
+receipts it was designed for. That experiment's accepted fix - trying
+heavier variants only on receipts the cheap pass already reads
+implausibly - is `12_adaptive_preprocess_ocr.sh` below.
+
+## Supporting scripts
+
+- `12_adaptive_preprocess_ocr.sh -in <photo> -out <dir>` - combines steps
+  1+2 adaptively: tries `preprocess.py`'s 4 variants (0=baseline/same as
+  `1_preprocess_image.sh`'s default, up to 3=highpass+edge-enhance
+  combined) cheapest-first, scoring each variant's OCR text with
+  `tooling-container/src/plausibility.py`'s cheap regex-based arithmetic
+  check (no LLM call) and stopping at the first variant that looks
+  receipt-consistent. This is what `test_batch.sh`, `test_single.sh`, and
+  `server.py` actually use (not steps 1+2 directly) - see
+  `testing/2026_10_04_gimp_highpass_nlfilter_experiment.md` for why.
+  Writes `<dir>/variant<N>/` per variant tried plus `<dir>/ocr.txt` for
+  the winning one.
+- `0_run_ollama.sh [-model <name>]` - starts Ollama as its own long-lived
+  Docker container (`fuelish-ollama`, model weights in the named
+  volume `fuelish-ollama-data`), pulling the model if not already
+  present. Deliberately separate from the tooling container: Ollama needs
+  to stay resident in memory with the model loaded, while the pipeline
+  steps are short-lived and stateless (one `docker run` per receipt).
+  `3_extract_data.sh` reaches it via `--network host` at
+  `http://127.0.0.1:11434` by default (override with `OLLAMA_URL`/
+  `OLLAMA_MODEL`).
+- `build-image.sh` / `upload-image.sh` - build/push the
+  `tooling-container/` image, tagged from `tooling-container/VERSION`.
+  Image name defaults to `fuelish/tools`, overridable via
+  `registry.env` (copy from `registry.env.example`; gitignored).
+- `test_batch.sh -in <test-data-dir>` - runs the full pipeline over every
+  `*.jpg` in a directory and compares results against that directory's
+  ground-truth spreadsheet (`*.ods`). For an input dir `<path>/<name>` it
+  creates sibling `<path>/<name>-scratch/` (intermediate step output per
+  receipt) and `<path>/<name>-result/` (final `extracted.json` per
+  receipt, plus `summary.txt`). Both are gitignored.
+- `test_single.sh -in <photo.jpg>` - the same pipeline run and
+  ground-truth comparison as `test_batch.sh`, for one receipt instead of
+  a whole directory - useful for re-checking a single known failure
+  without re-running a full batch. Ground truth is optional: if a `*.ods`
+  is found next to the photo it compares against it, otherwise it just
+  prints the extracted JSON. Same sibling `-scratch`/`-result` layout as
+  `test_batch.sh`, scoped to the one receipt.
+- `test_ocr.sh -in <photo.jpg>` - preprocessing + OCR only (no LLM
+  extraction, no ground truth), printing the raw OCR text to stdout.
+  Leaves no files behind (runs in a temp dir, cleaned up on exit) -
+  for quickly checking what Tesseract actually reads off a receipt, e.g.
+  while iterating on `tooling-container/src/preprocess.py`.
+
+## Current state
+
+Last full run against the 52-receipt ground-truth test set
+(`testdata/2026_benzin_kosten/`, not checked in - see `.gitignore`),
+with the adaptive preprocessing escalation described above:
+
+- 40/52 receipts date-matched to ground truth (up from 37/52 with the
+  single-variant/baseline-only preprocessing)
+- price_per_litre: 34/40 correct, litres: 24/40, discount: 34/40,
+  total_price: 24/40
+
+Known remaining failure modes:
+
+- OCR garbling on the compact "litres EUR/l price" line on some receipts
+  (the raw text sometimes lacks recoverable digits) even after trying
+  all 4 preprocessing variants - the adaptive escalation above
+  meaningfully improved this but didn't eliminate it
+- Occasional year-digit misreads in the date causing a false date-match
+  failure
+- Low-resolution source photos (well below the ~4000x3000 the good
+  results come from) OCR poorly regardless of preprocessing
+
+The structuring prompt in `tooling-container/src/extract.py` uses
+deliberately non-colliding example values. An earlier version used real
+receipt values as worked examples, which caused the small model to
+copy/anchor on those exact numbers instead of reading the actual OCR
+text - a subtle failure mode worth remembering if the prompt is revised.
+
+## Not yet built
+
+The Android app (`android/`), the HTTP job API (`docker-compose.yml`/
+`server.py`), and cross-checking total_price against
+price_per_litre * litres - discount (`android/.../ReceiptPlausibility.kt`
+on the app side, `tooling-container/src/plausibility.py` on the pipeline
+side) all now exist - see `README.md` for how they fit together. Not yet
+built: a web UI to query/filter/export outside the app, and auth/TLS on
+the server (deliberately out of scope for now - see `server.py`'s
+docstring).

Makefile

@@ -0,0 +1,45 @@
+# Builds the Android app (android/) and packages a versioned release APK.
+# The OCR pipeline itself (tooling-container/, 0-3_*.sh, test_batch.sh) is
+# container-only and has no host build step, so this Makefile only covers
+# the Android app.
+
+ANDROID_DIR := android
+ANDROID_APK := $(ANDROID_DIR)/app/build/outputs/apk/debug/app-debug.apk
+DIST_DIR    := dist
+
+.PHONY: all android clean
+
+all: android
+
+# Builds the Android app (`./gradlew assembleDebug` in android/, via its
+# own Gradle/AGP toolchain) and copies the resulting debug APK into
+# dist/, named with the current git tag, or `make android VERSION=1.2.3`
+# to override. Untagged builds (including every CI build, unless a
+# release tag is pushed) get a 0.0.0-dev+<sha> placeholder version.
+# Ships the auto-generated debug keystore, not a release signing config -
+# fine for sideloading; a real release signing setup is a separate,
+# not-yet-needed step. Requires the Android SDK (ANDROID_HOME set) - see
+# build-image/Dockerfile for the exact version this is built/tested
+# against, or run this inside it via ./run-image.sh.
+android:
+	cd $(ANDROID_DIR) && ./gradlew assembleDebug
+	@mkdir -p $(DIST_DIR)
+	@V="$(VERSION)"; \
+	if [ -z "$$V" ]; then \
+		if TAG=$$(git describe --tags --exact-match --match 'v[0-9]*.[0-9]*.[0-9]*' 2>/dev/null); then \
+			V=$${TAG#v}; \
+		else \
+			V="0.0.0-dev+$$(git rev-parse --short HEAD)"; \
+			echo "WARNING: HEAD is not on a vX.Y.Z tag - building placeholder version $$V (push a tag to drive a real release version)" >&2; \
+		fi; \
+	fi; \
+	case "$$V" in \
+		[0-9]*.[0-9]*.[0-9]*) ;; \
+		*) echo "PREFLIGHT FAIL: VERSION '$$V' is not a semantic version (expected X.Y.Z, optionally with a -pre+meta suffix)" >&2; exit 1;; \
+	esac; \
+	APK_NAME="fuelish-$$V.apk"; \
+	cp $(ANDROID_APK) "$(DIST_DIR)/$$APK_NAME"; \
+	echo "Wrote $(DIST_DIR)/$$APK_NAME"
+
+clean:
+	rm -rf $(DIST_DIR) $(ANDROID_DIR)/build $(ANDROID_DIR)/app/build

README.md

@@ -1,3 +1,169 @@
-# gastronomy
+<p align="center">
+  <img src="logo.png" width="280" alt="fuelish logo">
+</p>
 
-Extracting and organising fuel data from fuel receipts.
+# fuelish
+
+Extracts structured data from photos of German fuel/petrol receipts —
+petrol station, transaction number, date, time, price per litre, litres,
+discount, and total price — and lets you review, correct, save, and
+export it from an Android app.
+
+The extraction pipeline is self-hosted (no cloud AI APIs): Tesseract OCR
+plus a small local LLM (`qwen2.5:3b`, served by Ollama), all running in
+containers. It's built to eventually run on a Raspberry Pi 4 cluster
+under k3s; see [`AGENT.md`](AGENT.md) for the pipeline's architecture,
+preprocessing rationale, and current extraction-accuracy notes.
+
+## How it fits together
+
+- **Pipeline** (`tooling-container/`): preprocess → OCR → LLM-structure a
+  receipt photo into JSON. Runs either as three independently-inspectable
+  host scripts (for development/testing) or as an HTTP job API (for the
+  app).
+- **Server** (`docker-compose.yml`): the same pipeline, served over HTTP
+  (`POST /jobs`, `GET /jobs/{id}`) so the Android app can submit a photo
+  and poll real per-stage progress, backed by an Ollama container.
+- **Android app** (`android/`): take a photo, watch it get processed,
+  correct any misread fields, save it locally, browse everything saved
+  so far, and export to CSV or `.ods` (matching the layout of the
+  ground-truth spreadsheets under `testdata/`).
+- **CI** (`.gitea/workflows/build.yml`): builds the Android debug APK on
+  every push and publishes it to dl.ladkau.de, using a custom build image
+  (`build-image/`) so the runner needs nothing preinstalled.
+
+## Repository layout
+
+```
+tooling-container/     Pipeline source (preprocess.py, ocr.py, extract.py,
+                        server.py, compare_ground_truth.py) and the
+                        Dockerfile/VERSION for the fuelish/tools image
+                        both the host scripts and docker-compose.yml run.
+0-3_*.sh                Numbered host scripts driving one pipeline stage
+                        each, for independent inspection during
+                        development (0_run_ollama.sh starts Ollama).
+test_batch.sh           Runs the full pipeline over a directory of test
+                        receipts and compares against its ground-truth
+                        .ods - see AGENT.md's "Current state".
+test_single.sh          test_batch.sh for one receipt instead of a
+                        directory - re-check a single known failure.
+test_ocr.sh             Preprocessing + OCR only, prints the raw OCR
+                        text to stdout - no files left behind.
+docker-compose.yml      Runs the pipeline as a long-lived HTTP job API
+                        (api + ollama services) for the Android app.
+android/                The Android app: Kotlin + Jetpack Compose, Room
+                        for local storage, OkHttp against the server API,
+                        CSV/.ods export.
+build-image/            Dockerfile for the Android CI/release build
+                        environment (JDK + Android SDK, no NDK needed -
+                        the app has no native code), used by CI and by
+                        the build-image.sh/run-image.sh/upload-image.sh
+                        scripts at the repo root (see "Building" below).
+.gitea/workflows/       CI: builds the Android APK and publishes it to
+                        dl.ladkau.de.
+Makefile                Root Makefile - packages a versioned release APK
+                        (`make android`).
+testdata/               Real receipt photos + ground-truth .ods files
+                        (gitignored, not checked in - personal data).
+```
+
+See [`AGENT.md`](AGENT.md) for the pipeline's architecture, why the
+current preprocessing approach was chosen over heavier alternatives, and
+the latest batch-accuracy numbers and known failure modes.
+
+## Building
+
+**The pipeline image** (`tooling-container/`), used by the numbered host
+scripts, `test_batch.sh`, and `docker-compose.yml`:
+
+```bash
+./build-image.sh   # builds fuelish/tools and the Android build-image
+                    # (below), and pulls ollama/ollama
+```
+
+**The server**, once the tools image is built:
+
+```bash
+docker compose up -d   # starts ollama + api; api reachable at :8080
+```
+
+**The Android app** (`android/`) needs the Android SDK
+(`ANDROID_HOME` set). Locally, without installing it yourself:
+
+```bash
+cp registry.env.example registry.env   # fill in your registry credentials
+./build-image.sh   # builds the android-builder image (JDK + Android SDK)
+./run-image.sh     # runs `make android` inside it, against this
+                    # checkout -> dist/fuelish-<version>.apk
+```
+
+With the SDK already installed, `make android` (or
+`cd android && ./gradlew assembleDebug`) works directly on the host.
+
+**CI** builds the same way — `.gitea/workflows/build.yml` runs
+`make android` inside the `build-image/` image (pulled from the
+registry, published via `./upload-image.sh` after `./build-image.sh`)
+and publishes the APK to dl.ladkau.de on every push to the default
+branch.
+
+CI needs its own copy of credentials, separate from your local
+`registry.env` (which only `build-image.sh`/`upload-image.sh`/
+`run-image.sh` on your machine read - Gitea Actions never sees it). Add
+these as **repo Settings → Actions → Secrets**:
+
+- `REGISTRY_USER` / `REGISTRY_PASSWORD` - to pull the private
+  `build-image/` image (same values as `registry.env`)
+- `DL_SFTP_KEY` - the private key for the SFTP publish step to
+  dl.ladkau.de
+
+Without them, the workflow fails early (pulling the build image, or
+publishing) rather than partway through the build.
+
+## Running
+
+**Inspect the pipeline stage by stage**, for development/debugging one
+receipt at a time:
+
+```bash
+./0_run_ollama.sh                                          # once, starts Ollama
+./1_preprocess_image.sh -in photo.jpg -out scratch/
+./2_ocr_image.sh -in scratch/03_final.png -out scratch/
+./3_extract_data.sh -in scratch/ocr.txt -out scratch/       # -> extracted.json
+```
+
+**Batch-test against ground truth**:
+
+```bash
+./test_batch.sh -in testdata/<some-set>   # needs a *.ods ground-truth
+                                           # file in that directory
+```
+
+**Re-check one receipt** (ground truth optional - compared if a `*.ods`
+is found next to the photo):
+
+```bash
+./test_single.sh -in testdata/<some-set>/some-receipt.jpg
+```
+
+**Just see what Tesseract reads**, no LLM call, no files left behind:
+
+```bash
+./test_ocr.sh -in testdata/<some-set>/some-receipt.jpg
+```
+
+**Serve it for the app**:
+
+```bash
+docker compose up -d
+```
+
+Then, in the Android app's Settings tab, point it at
+`http://<this-host>:8080` (both HTTP-only - see the app's
+`network_security_config.xml` - and LAN-only by design, no auth/TLS).
+Take a photo, watch the 4-stage progress (upload → preprocess → OCR →
+extract), correct anything the model got wrong, and save. The Receipts
+tab lists everything saved so far and exports to CSV or `.ods`.
+
+## License
+
+MIT — see [`LICENSE`](LICENSE).

android/app/build.gradle.kts

@@ -0,0 +1,80 @@
+plugins {
+    alias(libs.plugins.android.application)
+    alias(libs.plugins.kotlin.serialization)
+    alias(libs.plugins.kotlin.compose)
+    alias(libs.plugins.ksp)
+}
+
+android {
+    namespace = "de.ladkau.fuelish"
+    compileSdk = 36
+
+    defaultConfig {
+        applicationId = "de.ladkau.fuelish"
+        minSdk = 24
+        targetSdk = 36
+        versionCode = 1
+        versionName = "0.0.0-dev"
+    }
+
+    buildTypes {
+        release {
+            isMinifyEnabled = false
+            proguardFiles(getDefaultProguardFile("proguard-android-optimize.txt"), "proguard-rules.pro")
+        }
+    }
+
+    compileOptions {
+        sourceCompatibility = JavaVersion.VERSION_17
+        targetCompatibility = JavaVersion.VERSION_17
+    }
+
+    buildFeatures {
+        compose = true
+    }
+}
+
+// Compiles with an actual JDK 17 toolchain (auto-provisioned - see
+// settings.gradle.kts's foojay-resolver plugin) rather than whatever JDK
+// launched Gradle, so it stays in sync with android.compileOptions above
+// regardless of which JDK's on PATH.
+kotlin {
+    jvmToolchain(17)
+}
+
+// Regenerates app/src/main/res/{mipmap-*,drawable-nodpi}/* from ../../logo.png
+// (see scripts/gen_app_icons.py) - gitignored generated output, so a fresh
+// checkout needs it produced before any resource-merge/asset-packaging task
+// runs.
+val generateAppIcons = tasks.register<Exec>("generateAppIcons") {
+    workingDir = rootDir
+    commandLine("python3", "scripts/gen_app_icons.py")
+}
+
+tasks.named("preBuild") {
+    dependsOn(generateAppIcons)
+}
+
+dependencies {
+    implementation(libs.androidx.core.ktx)
+    implementation(libs.androidx.lifecycle.runtime.ktx)
+    implementation(libs.androidx.lifecycle.viewmodel.compose)
+    implementation(libs.androidx.activity.compose)
+    implementation(platform(libs.androidx.compose.bom))
+    implementation(libs.androidx.ui)
+    implementation(libs.androidx.ui.graphics)
+    implementation(libs.androidx.ui.tooling.preview)
+    implementation(libs.androidx.material3)
+    implementation(libs.androidx.material.icons.core)
+    implementation(libs.androidx.navigation.compose)
+    implementation(libs.androidx.datastore.preferences)
+    implementation(libs.androidx.core.splashscreen)
+    implementation(libs.androidx.room.runtime)
+    implementation(libs.androidx.room.ktx)
+    ksp(libs.androidx.room.compiler)
+    implementation(libs.kotlinx.serialization.json)
+    implementation(libs.kotlinx.coroutines.android)
+    implementation(libs.okhttp)
+    implementation(libs.coil.compose)
+    debugImplementation(libs.androidx.ui.tooling)
+}

android/app/proguard-rules.pro

@@ -0,0 +1,9 @@
+# kotlinx.serialization needs its generated serializer classes kept.
+-keepattributes *Annotation*, InnerClasses
+-dontnote kotlinx.serialization.AnnotationsKt
+-keepclasseswithmembers class de.ladkau.fuelish.data.** {
+    *** Companion;
+}
+-keepclasseswithmembers class de.ladkau.fuelish.data.** {
+    kotlinx.serialization.KSerializer serializer(...);
+}

android/app/src/main/AndroidManifest.xml

@@ -0,0 +1,39 @@
+<?xml version="1.0" encoding="utf-8"?>
+<manifest xmlns:android="http://schemas.android.com/apk/res/android">
+
+    <uses-permission android:name="android.permission.INTERNET" />
+    <uses-permission android:name="android.permission.CAMERA" />
+    <uses-feature android:name="android.hardware.camera" android:required="false" />
+
+    <application
+        android:name=".FuelishApplication"
+        android:allowBackup="true"
+        android:icon="@mipmap/ic_launcher"
+        android:label="@string/app_name"
+        android:roundIcon="@mipmap/ic_launcher_round"
+        android:supportsRtl="true"
+        android:networkSecurityConfig="@xml/network_security_config"
+        android:theme="@style/Theme.Fuelish.Splash">
+
+        <activity
+            android:name=".MainActivity"
+            android:exported="true"
+            android:theme="@style/Theme.Fuelish.Splash">
+            <intent-filter>
+                <action android:name="android.intent.action.MAIN" />
+                <category android:name="android.intent.category.LAUNCHER" />
+            </intent-filter>
+        </activity>
+
+        <provider
+            android:name="androidx.core.content.FileProvider"
+            android:authorities="${applicationId}.fileprovider"
+            android:exported="false"
+            android:grantUriPermissions="true">
+            <meta-data
+                android:name="android.support.FILE_PROVIDER_PATHS"
+                android:resource="@xml/file_paths" />
+        </provider>
+    </application>
+
+</manifest>

android/app/src/main/java/de/ladkau/fuelish/FuelishApplication.kt

@@ -0,0 +1,5 @@
+package de.ladkau.fuelish
+
+import android.app.Application
+
+class FuelishApplication : Application()

android/app/src/main/java/de/ladkau/fuelish/MainActivity.kt

@@ -0,0 +1,22 @@
+package de.ladkau.fuelish
+
+import android.os.Bundle
+import androidx.activity.ComponentActivity
+import androidx.activity.compose.setContent
+import androidx.activity.enableEdgeToEdge
+import androidx.core.splashscreen.SplashScreen.Companion.installSplashScreen
+import de.ladkau.fuelish.ui.FuelishApp
+import de.ladkau.fuelish.ui.theme.FuelishTheme
+
+class MainActivity : ComponentActivity() {
+    override fun onCreate(savedInstanceState: Bundle?) {
+        installSplashScreen()
+        super.onCreate(savedInstanceState)
+        enableEdgeToEdge()
+        setContent {
+            FuelishTheme {
+                FuelishApp()
+            }
+        }
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/data/ApiClient.kt

@@ -0,0 +1,86 @@
+package de.ladkau.fuelish.data
+
+import de.ladkau.fuelish.log.AppLog
+import java.io.File
+import java.io.IOException
+import java.util.concurrent.TimeUnit
+import kotlinx.coroutines.Dispatchers
+import kotlinx.coroutines.withContext
+import kotlinx.serialization.ExperimentalSerializationApi
+import kotlinx.serialization.json.Json
+import kotlinx.serialization.json.JsonNamingStrategy
+import okhttp3.MediaType.Companion.toMediaType
+import okhttp3.MultipartBody
+import okhttp3.OkHttpClient
+import okhttp3.Request
+import okhttp3.RequestBody.Companion.asRequestBody
+
+/** Talks to tooling-container/src/server.py's endpoints. Every call
+ * takes the server's base URL explicitly (from [ConfigRepository]) rather
+ * than storing it, since the user can change it from Settings mid-session. */
+class ApiClient(private val client: OkHttpClient = OkHttpClient()) {
+    @OptIn(ExperimentalSerializationApi::class)
+    private val json = Json {
+        ignoreUnknownKeys = true
+        namingStrategy = JsonNamingStrategy.SnakeCase
+    }
+
+    // Short timeouts for /health - it's polled every few seconds by the
+    // connection status bar and shouldn't hang waiting on a dead server.
+    private val healthClient = client.newBuilder()
+        .connectTimeout(3, TimeUnit.SECONDS)
+        .readTimeout(3, TimeUnit.SECONDS)
+        .build()
+
+    suspend fun submitImage(baseUrl: String, imageFile: File): String = withContext(Dispatchers.IO) {
+        try {
+            val body = MultipartBody.Builder()
+                .setType(MultipartBody.FORM)
+                .addFormDataPart("image", imageFile.name, imageFile.asRequestBody("image/jpeg".toMediaType()))
+                .build()
+            val request = Request.Builder().url("${baseUrl.trimEnd('/')}/jobs").post(body).build()
+            client.newCall(request).execute().use { response ->
+                if (!response.isSuccessful) throw IOException("upload failed: HTTP ${response.code}")
+                val text = response.body?.string().orEmpty()
+                json.decodeFromString(CreateJobResponse.serializer(), text).jobId
+            }.also { jobId -> AppLog.log("Uploaded ${imageFile.name} to $baseUrl - job $jobId created") }
+        } catch (e: IOException) {
+            AppLog.log("Upload to $baseUrl failed: ${e.message}")
+            throw e
+        }
+    }
+
+    suspend fun getJobStatus(baseUrl: String, jobId: String): JobStatusResponse = withContext(Dispatchers.IO) {
+        val request = Request.Builder().url("${baseUrl.trimEnd('/')}/jobs/$jobId").get().build()
+        client.newCall(request).execute().use { response ->
+            if (!response.isSuccessful) throw IOException("status check failed: HTTP ${response.code}")
+            val text = response.body?.string().orEmpty()
+            json.decodeFromString(JobStatusResponse.serializer(), text)
+        }
+    }
+
+    /** GET /health. Used by the settings "Test connection" button and the
+     * connection status bar - both surface [HealthCheckResult.Failed]'s
+     * message so a bad URL/unreachable server is diagnosable from the
+     * phone's App log screen alone, without needing adb logcat. */
+    suspend fun checkHealth(baseUrl: String): HealthCheckResult = withContext(Dispatchers.IO) {
+        if (baseUrl.isBlank()) return@withContext HealthCheckResult.Failed("no server URL configured")
+        try {
+            val request = Request.Builder().url("${baseUrl.trimEnd('/')}/health").get().build()
+            healthClient.newCall(request).execute().use { response ->
+                if (response.isSuccessful) HealthCheckResult.Ok else HealthCheckResult.Failed("HTTP ${response.code}")
+            }
+        } catch (e: IOException) {
+            // e.message is usually the genuinely useful part (e.g. "Failed
+            // to connect to /10.0.0.21:8000" for a wrong port, "Unable to
+            // resolve host" for a bad address) - the exception class name
+            // alone (e.g. ConnectException) isn't specific enough on its own.
+            HealthCheckResult.Failed("${e.javaClass.simpleName}: ${e.message}")
+        }
+    }
+}
+
+sealed interface HealthCheckResult {
+    data object Ok : HealthCheckResult
+    data class Failed(val message: String) : HealthCheckResult
+}

android/app/src/main/java/de/ladkau/fuelish/data/AppConfig.kt

@@ -0,0 +1,10 @@
+package de.ladkau.fuelish.data
+
+/**
+ * Everything the app needs that isn't a saved receipt: just the fuelish
+ * server's base URL (e.g. "http://192.168.1.10:8080") right now.
+ * Persisted via Preferences DataStore, see [ConfigRepository].
+ */
+data class AppConfig(
+    val serverUrl: String = "",
+)

android/app/src/main/java/de/ladkau/fuelish/data/ConfigRepository.kt

@@ -0,0 +1,29 @@
+package de.ladkau.fuelish.data
+
+import android.content.Context
+import androidx.datastore.core.DataStore
+import androidx.datastore.preferences.core.Preferences
+import androidx.datastore.preferences.core.edit
+import androidx.datastore.preferences.core.stringPreferencesKey
+import androidx.datastore.preferences.preferencesDataStore
+import kotlinx.coroutines.flow.Flow
+import kotlinx.coroutines.flow.map
+
+private val Context.configDataStore: DataStore<Preferences> by preferencesDataStore(name = "fuelish_config")
+
+/** Preferences DataStore-backed persistence for [AppConfig]. */
+class ConfigRepository(private val context: Context) {
+    private object Keys {
+        val SERVER_URL = stringPreferencesKey("server_url")
+    }
+
+    val config: Flow<AppConfig> = context.configDataStore.data.map { prefs ->
+        AppConfig(serverUrl = prefs[Keys.SERVER_URL] ?: "")
+    }
+
+    suspend fun save(config: AppConfig) {
+        context.configDataStore.edit { prefs ->
+            prefs[Keys.SERVER_URL] = config.serverUrl
+        }
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/data/FuelishDatabase.kt

@@ -0,0 +1,33 @@
+package de.ladkau.fuelish.data
+
+import android.content.Context
+import androidx.room.Database
+import androidx.room.Room
+import androidx.room.RoomDatabase
+
+// version 2: dropped Receipt.petrolStation/transactionNumber. No migration
+// path - fallbackToDestructiveMigration() wipes any locally-saved receipts
+// on upgrade. Acceptable during active development (personal, single-user
+// app, no real deployment yet); revisit with a real migration before that
+// changes.
+@Database(entities = [Receipt::class], version = 2, exportSchema = false)
+abstract class FuelishDatabase : RoomDatabase() {
+    abstract fun receiptDao(): ReceiptDao
+
+    companion object {
+        @Volatile
+        private var instance: FuelishDatabase? = null
+
+        fun get(context: Context): FuelishDatabase =
+            instance ?: synchronized(this) {
+                instance ?: Room.databaseBuilder(
+                    context.applicationContext,
+                    FuelishDatabase::class.java,
+                    "fuelish.db",
+                )
+                    .fallbackToDestructiveMigration(dropAllTables = true)
+                    .build()
+                    .also { instance = it }
+            }
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/data/JobDto.kt

@@ -0,0 +1,38 @@
+package de.ladkau.fuelish.data
+
+import kotlinx.serialization.Serializable
+
+/** Mirrors tooling-container/src/server.py's POST /jobs response. */
+@Serializable
+data class CreateJobResponse(val jobId: String)
+
+/** Mirrors tooling-container/src/server.py's GET /jobs/{id} response. */
+@Serializable
+data class JobStatusResponse(
+    val status: String,
+    val result: ExtractedReceiptDto? = null,
+    val error: String? = null,
+) {
+    companion object {
+        const val STATUS_QUEUED = "queued"
+        const val STATUS_PREPROCESSING = "preprocessing"
+        const val STATUS_OCR = "ocr"
+        const val STATUS_EXTRACTING = "extracting"
+        const val STATUS_DONE = "done"
+        const val STATUS_ERROR = "error"
+    }
+}
+
+/** Mirrors the fields of tooling-container/src/extract.py's SCHEMA this
+ * app actually keeps - petrol_station/transaction_number come back too
+ * but are ignored (ignoreUnknownKeys=true in ApiClient's Json), since
+ * they're not useful for a personal fuel-cost log. */
+@Serializable
+data class ExtractedReceiptDto(
+    val date: String? = null,
+    val time: String? = null,
+    val pricePerLitre: Double? = null,
+    val litres: Double? = null,
+    val discount: Double? = null,
+    val totalPrice: Double? = null,
+)

android/app/src/main/java/de/ladkau/fuelish/data/Receipt.kt

@@ -0,0 +1,29 @@
+package de.ladkau.fuelish.data
+
+import androidx.room.Entity
+import androidx.room.PrimaryKey
+
+/**
+ * A confirmed receipt, as the user saved it after reviewing the server's
+ * extraction. This app is the system of record - the server is
+ * stateless processing only (see docker-compose.yml / server.py).
+ *
+ * Deliberately doesn't keep petrol_station/transaction_number even though
+ * the server extracts them (see ExtractedReceiptDto) - not useful for a
+ * personal fuel-cost log, so there's no reason to store or show them.
+ */
+@Entity(tableName = "receipts")
+data class Receipt(
+    @PrimaryKey(autoGenerate = true) val id: Long = 0,
+    /** DD.MM.YYYY, matching testdata/.../benzin_kosten.ods's ground-truth format. */
+    val date: String?,
+    /** HH:MM:SS. */
+    val time: String?,
+    val pricePerLitre: Double?,
+    val litres: Double?,
+    val discount: Double?,
+    val totalPrice: Double?,
+    /** content:// or file:// URI of the captured photo, kept for reference - null if unavailable. */
+    val imageUri: String?,
+    val createdAtEpochMillis: Long,
+)

android/app/src/main/java/de/ladkau/fuelish/data/ReceiptDao.kt

@@ -0,0 +1,26 @@
+package de.ladkau.fuelish.data
+
+import androidx.room.Dao
+import androidx.room.Delete
+import androidx.room.Insert
+import androidx.room.Query
+import androidx.room.Update
+import kotlinx.coroutines.flow.Flow
+
+@Dao
+interface ReceiptDao {
+    @Query("SELECT * FROM receipts ORDER BY date DESC, createdAtEpochMillis DESC")
+    fun observeAll(): Flow<List<Receipt>>
+
+    @Query("SELECT * FROM receipts WHERE id = :id")
+    suspend fun getById(id: Long): Receipt?
+
+    @Insert
+    suspend fun insert(receipt: Receipt): Long
+
+    @Update
+    suspend fun update(receipt: Receipt)
+
+    @Delete
+    suspend fun delete(receipt: Receipt)
+}

android/app/src/main/java/de/ladkau/fuelish/data/ReceiptPlausibility.kt

@@ -0,0 +1,21 @@
+package de.ladkau.fuelish.data
+
+import kotlin.math.abs
+
+/** Same tolerance tooling-container/src/compare_ground_truth.py's own
+ * close() uses for the equivalent ground-truth check - keeps "is this
+ * receipt's math consistent" judged the same way on both ends. */
+private const val TOLERANCE_EUR = 0.05
+
+enum class Plausibility { OK, DUBIOUS, UNKNOWN }
+
+/** Cross-checks total_price against price_per_litre * litres - discount,
+ * the same arithmetic identity a real receipt must satisfy - a quick
+ * sanity check on whether a scan (or a hand-edit of one) is internally
+ * consistent. UNKNOWN (not DUBIOUS) when there isn't enough data to judge,
+ * e.g. mid-edit with a field temporarily blank. */
+fun checkPlausibility(pricePerLitre: Double?, litres: Double?, discount: Double?, totalPrice: Double?): Plausibility {
+    if (pricePerLitre == null || litres == null || totalPrice == null) return Plausibility.UNKNOWN
+    val expected = pricePerLitre * litres - (discount ?: 0.0)
+    return if (abs(expected - totalPrice) <= TOLERANCE_EUR) Plausibility.OK else Plausibility.DUBIOUS
+}

android/app/src/main/java/de/ladkau/fuelish/data/ReceiptRepository.kt

@@ -0,0 +1,27 @@
+package de.ladkau.fuelish.data
+
+import android.content.Context
+import java.io.File
+import kotlinx.coroutines.flow.Flow
+
+/** Wraps the local Room store (the system of record for confirmed
+ * receipts) and the [ApiClient] (stateless per-receipt processing) behind
+ * one entry point for the ui layer. */
+class ReceiptRepository(context: Context) {
+    private val dao = FuelishDatabase.get(context).receiptDao()
+    private val api = ApiClient()
+
+    val receipts: Flow<List<Receipt>> = dao.observeAll()
+
+    suspend fun getById(id: Long): Receipt? = dao.getById(id)
+
+    suspend fun submitImage(baseUrl: String, imageFile: File): String = api.submitImage(baseUrl, imageFile)
+
+    suspend fun pollJob(baseUrl: String, jobId: String): JobStatusResponse = api.getJobStatus(baseUrl, jobId)
+
+    suspend fun save(receipt: Receipt): Long = dao.insert(receipt)
+
+    suspend fun update(receipt: Receipt) = dao.update(receipt)
+
+    suspend fun delete(receipt: Receipt) = dao.delete(receipt)
+}

android/app/src/main/java/de/ladkau/fuelish/export/CsvExporter.kt

@@ -0,0 +1,28 @@
+package de.ladkau.fuelish.export
+
+import de.ladkau.fuelish.data.Receipt
+import java.io.OutputStream
+
+/** ";"-delimited, not ",": our cells use a German decimal comma (see
+ * [toExportRow]), which would otherwise collide with a comma delimiter -
+ * ";" is also what German-locale Excel/LibreOffice expect by default. */
+private const val DELIMITER = ";"
+private val UTF8_BOM = byteArrayOf(0xEF.toByte(), 0xBB.toByte(), 0xBF.toByte())
+
+fun exportCsv(receipts: List<Receipt>, out: OutputStream) {
+    out.write(UTF8_BOM)
+    out.write(csvLine(EXPORT_HEADERS).toByteArray(Charsets.UTF_8))
+    for (receipt in receipts) {
+        out.write(csvLine(receipt.toExportRow()).toByteArray(Charsets.UTF_8))
+    }
+}
+
+private fun csvLine(fields: List<String>): String =
+    fields.joinToString(DELIMITER) { escapeCsvField(it) } + "\r\n"
+
+private fun escapeCsvField(field: String): String =
+    if (field.contains(DELIMITER) || field.contains('"') || field.contains('\n')) {
+        "\"" + field.replace("\"", "\"\"") + "\""
+    } else {
+        field
+    }

android/app/src/main/java/de/ladkau/fuelish/export/OdsExporter.kt

@@ -0,0 +1,92 @@
+package de.ladkau.fuelish.export
+
+import de.ladkau.fuelish.data.Receipt
+import java.io.OutputStream
+import java.util.zip.CRC32
+import java.util.zip.ZipEntry
+import java.util.zip.ZipOutputStream
+
+private const val MIMETYPE = "application/vnd.oasis.opendocument.spreadsheet"
+
+/**
+ * A minimal hand-rolled ODF spreadsheet writer - no dependency needed,
+ * since an .ods is just a zip of a few fixed XML files. Writes only what
+ * testdata/.../benzin_kosten.ods's own reader (compare_ground_truth.py,
+ * via odfpy) needs: one table, string-typed cells (matching how that
+ * ground-truth sheet itself stores formatted values - see
+ * [toExportRow]'s doc comment), no styles/formulas.
+ */
+fun exportOds(receipts: List<Receipt>, out: OutputStream) {
+    ZipOutputStream(out).use { zip ->
+        // Must be the first entry, stored uncompressed with no extra
+        // fields, so ODF-aware tools can sniff the file type without
+        // inflating - the format spec requires this.
+        val mimetypeBytes = MIMETYPE.toByteArray(Charsets.US_ASCII)
+        val mimetypeEntry = ZipEntry("mimetype").apply {
+            method = ZipEntry.STORED
+            size = mimetypeBytes.size.toLong()
+            compressedSize = mimetypeBytes.size.toLong()
+            crc = CRC32().apply { update(mimetypeBytes) }.value
+        }
+        zip.putNextEntry(mimetypeEntry)
+        zip.write(mimetypeBytes)
+        zip.closeEntry()
+
+        zip.putNextEntry(ZipEntry("META-INF/manifest.xml"))
+        zip.write(manifestXml().toByteArray(Charsets.UTF_8))
+        zip.closeEntry()
+
+        zip.putNextEntry(ZipEntry("content.xml"))
+        zip.write(contentXml(receipts).toByteArray(Charsets.UTF_8))
+        zip.closeEntry()
+    }
+}
+
+private fun manifestXml(): String = """
+    <?xml version="1.0" encoding="UTF-8"?>
+    <manifest:manifest xmlns:manifest="urn:oasis:names:tc:opendocument:xmlns:manifest:1.0" manifest:version="1.2">
+      <manifest:file-entry manifest:full-path="/" manifest:version="1.2" manifest:media-type="$MIMETYPE"/>
+      <manifest:file-entry manifest:full-path="content.xml" manifest:media-type="text/xml"/>
+    </manifest:manifest>
+""".trimIndent()
+
+private fun contentXml(receipts: List<Receipt>): String {
+    val rows = buildString {
+        append(tableRow(EXPORT_HEADERS))
+        for (receipt in receipts) {
+            append(tableRow(receipt.toExportRow()))
+        }
+    }
+    return """
+        <?xml version="1.0" encoding="UTF-8"?>
+        <office:document-content
+            xmlns:office="urn:oasis:names:tc:opendocument:xmlns:office:1.0"
+            xmlns:table="urn:oasis:names:tc:opendocument:xmlns:table:1.0"
+            xmlns:text="urn:oasis:names:tc:opendocument:xmlns:text:1.0"
+            office:version="1.2">
+          <office:body>
+            <office:spreadsheet>
+              <table:table table:name="Receipts">
+                $rows
+              </table:table>
+            </office:spreadsheet>
+          </office:body>
+        </office:document-content>
+    """.trimIndent()
+}
+
+private fun tableRow(cells: List<String>): String = buildString {
+    append("<table:table-row>")
+    for (cell in cells) {
+        append("<table:table-cell office:value-type=\"string\"><text:p>")
+        append(escapeXml(cell))
+        append("</text:p></table:table-cell>")
+    }
+    append("</table:table-row>")
+}
+
+private fun escapeXml(text: String): String = text
+    .replace("&", "&amp;")
+    .replace("<", "&lt;")
+    .replace(">", "&gt;")
+    .replace("\"", "&quot;")

android/app/src/main/java/de/ladkau/fuelish/export/ReceiptRow.kt

@@ -0,0 +1,22 @@
+package de.ladkau.fuelish.export
+
+import de.ladkau.fuelish.data.Receipt
+import java.util.Locale
+
+/**
+ * Mirrors testdata/.../benzin_kosten.ods's layout exactly (date, time,
+ * price_per_litre, litres, discount, total_price - see
+ * tooling-container/src/compare_ground_truth.py's column order and its
+ * German-locale decimal-comma / "€"-suffix parsing, which this
+ * reproduces on the way out).
+ */
+val EXPORT_HEADERS = listOf("Datum", "Uhrzeit", "Preis/Liter", "Liter", "Rabatt", "Gesamtpreis")
+
+fun Receipt.toExportRow(): List<String> = listOf(
+    date.orEmpty(),
+    time.orEmpty(),
+    pricePerLitre?.let { String.format(Locale.GERMANY, "%.3f", it) }.orEmpty(),
+    litres?.let { String.format(Locale.GERMANY, "%.2f", it) }.orEmpty(),
+    discount?.let { String.format(Locale.GERMANY, "%.2f €", it) }.orEmpty(),
+    totalPrice?.let { String.format(Locale.GERMANY, "%.2f €", it) }.orEmpty(),
+)

android/app/src/main/java/de/ladkau/fuelish/log/AppLog.kt

@@ -0,0 +1,30 @@
+package de.ladkau.fuelish.log
+
+import kotlinx.coroutines.flow.MutableStateFlow
+import kotlinx.coroutines.flow.StateFlow
+import kotlinx.coroutines.flow.asStateFlow
+import kotlinx.coroutines.flow.update
+
+/**
+ * A small in-memory, in-process log the app writes to at points a user
+ * would actually want to inspect when something goes wrong (server
+ * requests, connectivity changes, saves) - surfaced via the drawer's
+ * "App log" entry (ui/log/LogScreen.kt). Not persisted - it's a
+ * this-session diagnostic aid, not an audit trail.
+ */
+object AppLog {
+    data class Entry(val timestampMillis: Long, val message: String)
+
+    private const val MAX_ENTRIES = 500
+
+    private val _entries = MutableStateFlow<List<Entry>>(emptyList())
+    val entries: StateFlow<List<Entry>> = _entries.asStateFlow()
+
+    fun log(message: String) {
+        _entries.update { (it + Entry(System.currentTimeMillis(), message)).takeLast(MAX_ENTRIES) }
+    }
+
+    fun clear() {
+        _entries.value = emptyList()
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/ui/ConnectionStatusBar.kt

@@ -0,0 +1,65 @@
+package de.ladkau.fuelish.ui
+
+import androidx.compose.foundation.background
+import androidx.compose.foundation.layout.Arrangement
+import androidx.compose.foundation.layout.Box
+import androidx.compose.foundation.layout.Row
+import androidx.compose.foundation.layout.WindowInsets
+import androidx.compose.foundation.layout.fillMaxWidth
+import androidx.compose.foundation.layout.navigationBars
+import androidx.compose.foundation.layout.padding
+import androidx.compose.foundation.layout.size
+import androidx.compose.foundation.layout.windowInsetsPadding
+import androidx.compose.foundation.shape.CircleShape
+import androidx.compose.material3.MaterialTheme
+import androidx.compose.material3.Text
+import androidx.compose.runtime.Composable
+import androidx.compose.runtime.collectAsState
+import androidx.compose.runtime.getValue
+import androidx.compose.ui.Alignment
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.draw.clip
+import androidx.compose.ui.res.stringResource
+import androidx.compose.ui.unit.dp
+import androidx.lifecycle.viewmodel.compose.viewModel
+import de.ladkau.fuelish.R
+
+@Composable
+fun ConnectionStatusBar(viewModel: ConnectionStatusViewModel = viewModel()) {
+    val status by viewModel.status.collectAsState()
+    val serverUrl by viewModel.serverUrl.collectAsState()
+
+    val color = when (status) {
+        ConnectionStatus.CONNECTED -> MaterialTheme.colorScheme.primary
+        ConnectionStatus.DISCONNECTED -> MaterialTheme.colorScheme.error
+        ConnectionStatus.NOT_CONFIGURED, ConnectionStatus.CHECKING -> MaterialTheme.colorScheme.outline
+    }
+    val text = when (status) {
+        ConnectionStatus.CONNECTED -> stringResource(R.string.status_connected, serverUrl)
+        ConnectionStatus.DISCONNECTED -> stringResource(R.string.status_disconnected, serverUrl)
+        ConnectionStatus.NOT_CONFIGURED -> stringResource(R.string.status_not_configured)
+        ConnectionStatus.CHECKING -> stringResource(R.string.status_checking)
+    }
+
+    Row(
+        modifier = Modifier
+            .fillMaxWidth()
+            .background(MaterialTheme.colorScheme.surfaceVariant)
+            // Edge-to-edge (MainActivity.enableEdgeToEdge()) means this bar
+            // would otherwise draw under the system gesture nav bar at the
+            // bottom of the screen, overlapping its swipe area - push the
+            // content above it while the background still extends full-bleed.
+            .windowInsetsPadding(WindowInsets.navigationBars)
+            .padding(horizontal = 16.dp, vertical = 6.dp),
+        verticalAlignment = Alignment.CenterVertically,
+        horizontalArrangement = Arrangement.spacedBy(8.dp),
+    ) {
+        Box(
+            modifier = Modifier
+                .size(8.dp)
+                .clip(CircleShape)
+                .background(color),
+        )
+        Text(text = text, style = MaterialTheme.typography.bodySmall)
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/ui/ConnectionStatusViewModel.kt

@@ -0,0 +1,69 @@
+package de.ladkau.fuelish.ui
+
+import android.app.Application
+import androidx.lifecycle.AndroidViewModel
+import androidx.lifecycle.viewModelScope
+import de.ladkau.fuelish.data.ApiClient
+import de.ladkau.fuelish.data.ConfigRepository
+import de.ladkau.fuelish.data.HealthCheckResult
+import de.ladkau.fuelish.log.AppLog
+import kotlinx.coroutines.delay
+import kotlinx.coroutines.flow.MutableStateFlow
+import kotlinx.coroutines.flow.StateFlow
+import kotlinx.coroutines.flow.asStateFlow
+import kotlinx.coroutines.flow.collectLatest
+import kotlinx.coroutines.launch
+
+private const val POLL_INTERVAL_MILLIS = 10_000L
+
+enum class ConnectionStatus { CHECKING, CONNECTED, DISCONNECTED, NOT_CONFIGURED }
+
+/** Scoped to the Activity (created once at [de.ladkau.fuelish.ui.FuelishApp]'s
+ * top level, not per-screen), so the status bar keeps polling regardless of
+ * which drawer destination is showing. */
+class ConnectionStatusViewModel(application: Application) : AndroidViewModel(application) {
+    private val configRepository = ConfigRepository(application)
+    private val api = ApiClient()
+
+    private val _status = MutableStateFlow(ConnectionStatus.CHECKING)
+    val status: StateFlow<ConnectionStatus> = _status.asStateFlow()
+
+    private val _serverUrl = MutableStateFlow("")
+    val serverUrl: StateFlow<String> = _serverUrl.asStateFlow()
+
+    init {
+        viewModelScope.launch {
+            // collectLatest: a settings change (new server URL) cancels
+            // whatever poll loop is in flight and restarts against the
+            // new URL, rather than continuing to poll the old one.
+            configRepository.config.collectLatest { config ->
+                _serverUrl.value = config.serverUrl
+                if (config.serverUrl.isBlank()) {
+                    _status.value = ConnectionStatus.NOT_CONFIGURED
+                } else {
+                    pollLoop(config.serverUrl)
+                }
+            }
+        }
+    }
+
+    private suspend fun pollLoop(baseUrl: String) {
+        var lastStable: ConnectionStatus? = null
+        while (true) {
+            _status.value = ConnectionStatus.CHECKING
+            val result = api.checkHealth(baseUrl)
+            val newStatus = if (result is HealthCheckResult.Ok) ConnectionStatus.CONNECTED else ConnectionStatus.DISCONNECTED
+            if (newStatus != lastStable) {
+                AppLog.log(
+                    when (result) {
+                        is HealthCheckResult.Ok -> "Connected to $baseUrl"
+                        is HealthCheckResult.Failed -> "Cannot reach server at $baseUrl: ${result.message}"
+                    },
+                )
+                lastStable = newStatus
+            }
+            _status.value = newStatus
+            delay(POLL_INTERVAL_MILLIS)
+        }
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/ui/ExportViewModel.kt

@@ -0,0 +1,44 @@
+package de.ladkau.fuelish.ui
+
+import android.app.Application
+import android.net.Uri
+import androidx.core.content.FileProvider
+import androidx.lifecycle.AndroidViewModel
+import androidx.lifecycle.viewModelScope
+import de.ladkau.fuelish.data.Receipt
+import de.ladkau.fuelish.data.ReceiptRepository
+import de.ladkau.fuelish.export.exportCsv as writeCsvRows
+import de.ladkau.fuelish.export.exportOds as writeOdsRows
+import de.ladkau.fuelish.log.AppLog
+import java.io.File
+import java.io.OutputStream
+import kotlinx.coroutines.Dispatchers
+import kotlinx.coroutines.flow.first
+import kotlinx.coroutines.launch
+import kotlinx.coroutines.withContext
+
+/** Scoped at the app level (de.ladkau.fuelish.ui.FuelishApp), not per-screen,
+ * since the export actions live in the drawer and should work regardless
+ * of which destination is currently showing. */
+class ExportViewModel(application: Application) : AndroidViewModel(application) {
+    private val repository = ReceiptRepository(application)
+
+    fun exportCsv(onReady: (Uri) -> Unit) = export("fuelish-receipts.csv", ::writeCsvRows, onReady)
+
+    fun exportOds(onReady: (Uri) -> Unit) = export("fuelish-receipts.ods", ::writeOdsRows, onReady)
+
+    private fun export(fileName: String, write: (List<Receipt>, OutputStream) -> Unit, onReady: (Uri) -> Unit) {
+        val app = getApplication<Application>()
+        viewModelScope.launch {
+            val receipts = repository.receipts.first()
+            val uri = withContext(Dispatchers.IO) {
+                val dir = File(app.cacheDir, "exports").apply { mkdirs() }
+                val file = File(dir, fileName)
+                file.outputStream().use { write(receipts, it) }
+                FileProvider.getUriForFile(app, "${app.packageName}.fileprovider", file)
+            }
+            AppLog.log("Exported ${receipts.size} receipt(s) to $fileName")
+            onReady(uri)
+        }
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/ui/FuelishApp.kt

@@ -0,0 +1,189 @@
+package de.ladkau.fuelish.ui
+
+import android.content.Intent
+import androidx.compose.foundation.layout.padding
+import androidx.compose.material.icons.Icons
+import androidx.compose.material.icons.filled.Add
+import androidx.compose.material.icons.filled.ArrowBack
+import androidx.compose.material.icons.filled.Menu
+import androidx.compose.material3.DrawerValue
+import androidx.compose.material3.ExperimentalMaterial3Api
+import androidx.compose.material3.FloatingActionButton
+import androidx.compose.material3.HorizontalDivider
+import androidx.compose.material3.Icon
+import androidx.compose.material3.IconButton
+import androidx.compose.material3.ModalDrawerSheet
+import androidx.compose.material3.ModalNavigationDrawer
+import androidx.compose.material3.NavigationDrawerItem
+import androidx.compose.material3.Scaffold
+import androidx.compose.material3.Text
+import androidx.compose.material3.TopAppBar
+import androidx.compose.material3.rememberDrawerState
+import androidx.compose.runtime.Composable
+import androidx.compose.runtime.rememberCoroutineScope
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.platform.LocalContext
+import androidx.compose.ui.res.stringResource
+import androidx.compose.ui.unit.dp
+import androidx.lifecycle.viewmodel.compose.viewModel
+import androidx.navigation.NavHostController
+import androidx.navigation.NavType
+import androidx.navigation.compose.NavHost
+import androidx.navigation.compose.composable
+import androidx.navigation.compose.currentBackStackEntryAsState
+import androidx.navigation.compose.rememberNavController
+import androidx.navigation.navArgument
+import de.ladkau.fuelish.R
+import de.ladkau.fuelish.ui.capture.CaptureScreen
+import de.ladkau.fuelish.ui.log.LogScreen
+import de.ladkau.fuelish.ui.overview.OverviewScreen
+import de.ladkau.fuelish.ui.receipt.ReceiptDetailScreen
+import de.ladkau.fuelish.ui.settings.ConfigScreen
+import kotlinx.coroutines.launch
+
+private object Destinations {
+    const val OVERVIEW = "overview"
+    const val CAPTURE = "capture"
+    const val SETTINGS = "settings"
+    const val LOG = "log"
+    const val RECEIPT_DETAIL_ARG = "receiptId"
+    const val RECEIPT_DETAIL = "receipt_detail/{$RECEIPT_DETAIL_ARG}"
+
+    fun receiptDetail(id: Long) = "receipt_detail/$id"
+
+    // Reached via the drawer, so the top bar shows the hamburger menu.
+    // Anything else (Capture, receipt detail) is reached by pushing on top
+    // of one of these, so it gets a back arrow instead - see FuelishApp's
+    // navigationIcon below.
+    val DRAWER_DESTINATIONS = setOf(OVERVIEW, SETTINGS, LOG)
+}
+
+/**
+ * Burger menu = ModalNavigationDrawer, leading to Receipts/Settings/App
+ * log plus the two export actions - Receipts is the front page (start
+ * destination) since that's what most opens of the app want to see, and
+ * scanning a new receipt is reached from its own "+" FAB rather than a
+ * separate always-visible tab (a bare scan screen with nothing else on it
+ * was pretty empty on its own).
+ */
+@OptIn(ExperimentalMaterial3Api::class)
+@Composable
+fun FuelishApp() {
+    val navController = rememberNavController()
+    val drawerState = rememberDrawerState(initialValue = DrawerValue.Closed)
+    val scope = rememberCoroutineScope()
+    val context = LocalContext.current
+    val currentRoute = navController.currentBackStackEntryAsState().value?.destination?.route
+    val exportViewModel: ExportViewModel = viewModel()
+
+    ModalNavigationDrawer(
+        drawerState = drawerState,
+        drawerContent = {
+            ModalDrawerSheet {
+                NavigationDrawerItem(
+                    label = { Text(stringResource(R.string.nav_overview)) },
+                    selected = currentRoute == Destinations.OVERVIEW,
+                    onClick = { navigateTo(navController, Destinations.OVERVIEW); scope.launch { drawerState.close() } },
+                    modifier = Modifier.padding(horizontal = 12.dp),
+                )
+                NavigationDrawerItem(
+                    label = { Text(stringResource(R.string.nav_settings)) },
+                    selected = currentRoute == Destinations.SETTINGS,
+                    onClick = { navigateTo(navController, Destinations.SETTINGS); scope.launch { drawerState.close() } },
+                    modifier = Modifier.padding(horizontal = 12.dp),
+                )
+                NavigationDrawerItem(
+                    label = { Text(stringResource(R.string.nav_log)) },
+                    selected = currentRoute == Destinations.LOG,
+                    onClick = { navigateTo(navController, Destinations.LOG); scope.launch { drawerState.close() } },
+                    modifier = Modifier.padding(horizontal = 12.dp),
+                )
+                HorizontalDivider(modifier = Modifier.padding(vertical = 8.dp))
+                NavigationDrawerItem(
+                    label = { Text(stringResource(R.string.overview_export_csv)) },
+                    selected = false,
+                    onClick = {
+                        scope.launch { drawerState.close() }
+                        exportViewModel.exportCsv { uri -> shareFile(context, uri, "text/csv") }
+                    },
+                    modifier = Modifier.padding(horizontal = 12.dp),
+                )
+                NavigationDrawerItem(
+                    label = { Text(stringResource(R.string.overview_export_ods)) },
+                    selected = false,
+                    onClick = {
+                        scope.launch { drawerState.close() }
+                        exportViewModel.exportOds { uri -> shareFile(context, uri, "application/vnd.oasis.opendocument.spreadsheet") }
+                    },
+                    modifier = Modifier.padding(horizontal = 12.dp),
+                )
+            }
+        },
+    ) {
+        Scaffold(
+            topBar = {
+                TopAppBar(
+                    title = { Text(stringResource(R.string.app_name)) },
+                    navigationIcon = {
+                        if (currentRoute in Destinations.DRAWER_DESTINATIONS) {
+                            IconButton(onClick = { scope.launch { drawerState.open() } }) {
+                                Icon(Icons.Filled.Menu, contentDescription = stringResource(R.string.nav_settings))
+                            }
+                        } else {
+                            IconButton(onClick = { navController.popBackStack() }) {
+                                Icon(Icons.Filled.ArrowBack, contentDescription = stringResource(R.string.nav_back))
+                            }
+                        }
+                    },
+                )
+            },
+            floatingActionButton = {
+                if (currentRoute == Destinations.OVERVIEW) {
+                    FloatingActionButton(onClick = { navController.navigate(Destinations.CAPTURE) }) {
+                        Icon(Icons.Filled.Add, contentDescription = stringResource(R.string.nav_capture))
+                    }
+                }
+            },
+            bottomBar = { ConnectionStatusBar() },
+        ) { innerPadding ->
+            NavHost(
+                navController = navController,
+                startDestination = Destinations.OVERVIEW,
+                modifier = Modifier.padding(innerPadding),
+            ) {
+                composable(Destinations.OVERVIEW) {
+                    OverviewScreen(onReceiptClick = { id -> navController.navigate(Destinations.receiptDetail(id)) })
+                }
+                composable(Destinations.CAPTURE) {
+                    CaptureScreen(onSaved = { navController.popBackStack() })
+                }
+                composable(Destinations.SETTINGS) { ConfigScreen() }
+                composable(Destinations.LOG) { LogScreen() }
+                composable(
+                    route = Destinations.RECEIPT_DETAIL,
+                    arguments = listOf(navArgument(Destinations.RECEIPT_DETAIL_ARG) { type = NavType.LongType }),
+                ) { backStackEntry ->
+                    val id = backStackEntry.arguments?.getLong(Destinations.RECEIPT_DETAIL_ARG) ?: return@composable
+                    ReceiptDetailScreen(receiptId = id, onDeleted = { navController.popBackStack() })
+                }
+            }
+        }
+    }
+}
+
+private fun navigateTo(navController: NavHostController, route: String) {
+    navController.navigate(route) {
+        popUpTo(navController.graph.startDestinationId) { saveState = true }
+        launchSingleTop = true
+        restoreState = true
+    }
+}
+
+private fun shareFile(context: android.content.Context, uri: android.net.Uri, mimeType: String) {
+    val intent = Intent(Intent.ACTION_SEND).apply {
+        type = mimeType
+        putExtra(Intent.EXTRA_STREAM, uri)
+        addFlags(Intent.FLAG_GRANT_READ_URI_PERMISSION)
+    }
+    context.startActivity(Intent.createChooser(intent, null))
+}

android/app/src/main/java/de/ladkau/fuelish/ui/capture/CaptureScreen.kt

@@ -0,0 +1,160 @@
+package de.ladkau.fuelish.ui.capture
+
+import android.Manifest
+import android.content.Context
+import android.content.pm.PackageManager
+import android.net.Uri
+import androidx.activity.compose.rememberLauncherForActivityResult
+import androidx.activity.result.PickVisualMediaRequest
+import androidx.activity.result.contract.ActivityResultContracts
+import androidx.compose.foundation.layout.Arrangement
+import androidx.compose.foundation.layout.Box
+import androidx.compose.foundation.layout.Column
+import androidx.compose.foundation.layout.fillMaxSize
+import androidx.compose.foundation.layout.fillMaxWidth
+import androidx.compose.foundation.layout.padding
+import androidx.compose.material3.Button
+import androidx.compose.material3.LinearProgressIndicator
+import androidx.compose.material3.Text
+import androidx.compose.runtime.Composable
+import androidx.compose.runtime.collectAsState
+import androidx.compose.runtime.getValue
+import androidx.compose.runtime.mutableStateOf
+import androidx.compose.runtime.remember
+import androidx.compose.runtime.setValue
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.platform.LocalContext
+import androidx.compose.ui.res.stringResource
+import androidx.compose.ui.unit.dp
+import androidx.core.content.ContextCompat
+import androidx.core.content.FileProvider
+import androidx.lifecycle.viewmodel.compose.viewModel
+import de.ladkau.fuelish.R
+import de.ladkau.fuelish.data.JobStatusResponse
+import de.ladkau.fuelish.ui.receipt.ReceiptReviewScreen
+import java.io.File
+
+@Composable
+fun CaptureScreen(onSaved: () -> Unit, viewModel: CaptureViewModel = viewModel()) {
+    val uiState by viewModel.uiState.collectAsState()
+    val context = LocalContext.current
+
+    var pendingFile by remember { mutableStateOf<File?>(null) }
+    var pendingUri by remember { mutableStateOf<Uri?>(null) }
+
+    val takePictureLauncher = rememberLauncherForActivityResult(ActivityResultContracts.TakePicture()) { success ->
+        val file = pendingFile
+        val uri = pendingUri
+        if (success && file != null && uri != null) {
+            viewModel.submit(file, uri)
+        }
+    }
+
+    fun launchCamera() {
+        val dir = File(context.filesDir, "receipts").apply { mkdirs() }
+        val file = File(dir, "capture-${System.currentTimeMillis()}.jpg")
+        val uri = FileProvider.getUriForFile(context, "${context.packageName}.fileprovider", file)
+        pendingFile = file
+        pendingUri = uri
+        takePictureLauncher.launch(uri)
+    }
+
+    val cameraPermissionLauncher = rememberLauncherForActivityResult(ActivityResultContracts.RequestPermission()) { granted ->
+        if (granted) launchCamera()
+    }
+
+    val pickImageLauncher = rememberLauncherForActivityResult(ActivityResultContracts.PickVisualMedia()) { pickedUri ->
+        if (pickedUri != null) {
+            val file = copyPickedImageToCache(context, pickedUri)
+            if (file != null) {
+                // Must be a Uri onto our own persisted copy, NOT pickedUri
+                // itself - the system Photo Picker's content://media/picker/...
+                // Uri is a short-lived grant that stops resolving once this
+                // session ends (e.g. after the app is closed and reopened),
+                // regardless of whether the underlying bytes were copied
+                // somewhere durable.
+                val persistedUri = FileProvider.getUriForFile(context, "${context.packageName}.fileprovider", file)
+                viewModel.submit(file, persistedUri)
+            }
+        }
+    }
+
+    when (val state = uiState) {
+        is CaptureUiState.Idle -> Box(modifier = Modifier.fillMaxSize().padding(16.dp)) {
+            Column(verticalArrangement = Arrangement.spacedBy(12.dp)) {
+                Button(
+                    onClick = {
+                        val hasPermission = ContextCompat.checkSelfPermission(context, Manifest.permission.CAMERA) ==
+                            PackageManager.PERMISSION_GRANTED
+                        if (hasPermission) launchCamera() else cameraPermissionLauncher.launch(Manifest.permission.CAMERA)
+                    },
+                ) {
+                    Text(stringResource(R.string.capture_take_photo))
+                }
+                Button(
+                    onClick = {
+                        pickImageLauncher.launch(PickVisualMediaRequest(ActivityResultContracts.PickVisualMedia.ImageOnly))
+                    },
+                ) {
+                    Text(stringResource(R.string.capture_choose_gallery))
+                }
+            }
+        }
+
+        is CaptureUiState.Uploading -> Box(modifier = Modifier.fillMaxSize().padding(16.dp)) {
+            ProgressStage(stringResource(R.string.capture_stage_uploading), 0.2f)
+        }
+
+        is CaptureUiState.Processing -> Box(modifier = Modifier.fillMaxSize().padding(16.dp)) {
+            val (labelRes, progress) = when (state.stage) {
+                JobStatusResponse.STATUS_PREPROCESSING -> R.string.capture_stage_preprocessing to 0.45f
+                JobStatusResponse.STATUS_OCR -> R.string.capture_stage_ocr to 0.7f
+                JobStatusResponse.STATUS_EXTRACTING -> R.string.capture_stage_extracting to 0.9f
+                else -> R.string.capture_stage_uploading to 0.2f
+            }
+            ProgressStage(stringResource(labelRes), progress)
+        }
+
+        is CaptureUiState.Editing -> ReceiptReviewScreen(
+            initial = state.draft,
+            imageUri = state.imageUri,
+            saveLabel = stringResource(R.string.capture_save),
+            onSave = { edited -> viewModel.save(edited, onSaved) },
+        )
+
+        is CaptureUiState.Error -> Box(modifier = Modifier.fillMaxSize().padding(16.dp)) {
+            Column(verticalArrangement = Arrangement.spacedBy(12.dp)) {
+                Text(stringResource(R.string.capture_stage_error, state.message))
+                Button(onClick = { viewModel.reset() }) { Text(stringResource(R.string.capture_retry)) }
+            }
+        }
+    }
+}
+
+/** Gallery picks come back as a content:// Uri, not a File - submit()
+ * needs a real File for the multipart upload, so copy it into the same
+ * internal-storage dir the camera flow writes to (not cacheDir - see
+ * res/xml/file_paths.xml's own comment on why this must be durable). */
+private fun copyPickedImageToCache(context: Context, uri: Uri): File? {
+    val dir = File(context.filesDir, "receipts").apply { mkdirs() }
+    val file = File(dir, "picked-${System.currentTimeMillis()}.jpg")
+    return try {
+        context.contentResolver.openInputStream(uri)?.use { input ->
+            file.outputStream().use { output -> input.copyTo(output) }
+        } ?: return null
+        file
+    } catch (e: java.io.IOException) {
+        null
+    }
+}
+
+@Composable
+private fun ProgressStage(label: String, progress: Float) {
+    Column(
+        modifier = Modifier.fillMaxWidth(),
+        verticalArrangement = Arrangement.spacedBy(12.dp),
+    ) {
+        Text(label)
+        LinearProgressIndicator(progress = { progress }, modifier = Modifier.fillMaxWidth())
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/ui/capture/CaptureUiState.kt

@@ -0,0 +1,15 @@
+package de.ladkau.fuelish.ui.capture
+
+import android.net.Uri
+import de.ladkau.fuelish.data.ExtractedReceiptDto
+
+sealed interface CaptureUiState {
+    data object Idle : CaptureUiState
+    data object Uploading : CaptureUiState
+
+    /** [stage] is one of JobStatusResponse's STATUS_* constants (preprocessing/ocr/extracting). */
+    data class Processing(val stage: String) : CaptureUiState
+
+    data class Editing(val draft: ExtractedReceiptDto, val imageUri: Uri?) : CaptureUiState
+    data class Error(val message: String) : CaptureUiState
+}

android/app/src/main/java/de/ladkau/fuelish/ui/capture/CaptureViewModel.kt

@@ -0,0 +1,104 @@
+package de.ladkau.fuelish.ui.capture
+
+import android.app.Application
+import android.net.Uri
+import androidx.lifecycle.AndroidViewModel
+import androidx.lifecycle.viewModelScope
+import de.ladkau.fuelish.data.ConfigRepository
+import de.ladkau.fuelish.data.ExtractedReceiptDto
+import de.ladkau.fuelish.data.JobStatusResponse
+import de.ladkau.fuelish.data.Receipt
+import de.ladkau.fuelish.data.ReceiptRepository
+import de.ladkau.fuelish.log.AppLog
+import java.io.File
+import kotlinx.coroutines.delay
+import kotlinx.coroutines.flow.MutableStateFlow
+import kotlinx.coroutines.flow.StateFlow
+import kotlinx.coroutines.flow.asStateFlow
+import kotlinx.coroutines.flow.first
+import kotlinx.coroutines.launch
+
+private const val POLL_INTERVAL_MILLIS = 1_500L
+
+class CaptureViewModel(application: Application) : AndroidViewModel(application) {
+    private val repository = ReceiptRepository(application)
+    private val configRepository = ConfigRepository(application)
+
+    private val _uiState = MutableStateFlow<CaptureUiState>(CaptureUiState.Idle)
+    val uiState: StateFlow<CaptureUiState> = _uiState.asStateFlow()
+
+    // The captured photo's local URI, kept alongside the receipt once saved
+    // (see Receipt.imageUri) - set right before submit(), cleared on save()/reset().
+    private var pendingImageUri: Uri? = null
+
+    fun submit(imageFile: File, imageUri: Uri) {
+        pendingImageUri = imageUri
+        viewModelScope.launch {
+            _uiState.value = CaptureUiState.Uploading
+            try {
+                val baseUrl = configRepository.config.first().serverUrl
+                if (baseUrl.isBlank()) {
+                    _uiState.value = CaptureUiState.Error("Set the server URL in Settings first")
+                    return@launch
+                }
+                val jobId = repository.submitImage(baseUrl, imageFile)
+                pollUntilDone(baseUrl, jobId)
+            } catch (e: Exception) {
+                _uiState.value = CaptureUiState.Error(e.message ?: "unknown error")
+            }
+        }
+    }
+
+    private suspend fun pollUntilDone(baseUrl: String, jobId: String) {
+        var lastStage: String? = null
+        while (true) {
+            val status = repository.pollJob(baseUrl, jobId)
+            when (status.status) {
+                JobStatusResponse.STATUS_DONE -> {
+                    AppLog.log("Job $jobId done")
+                    _uiState.value = CaptureUiState.Editing(status.result ?: ExtractedReceiptDto(), pendingImageUri)
+                    return
+                }
+                JobStatusResponse.STATUS_ERROR -> {
+                    AppLog.log("Job $jobId failed: ${status.error}")
+                    _uiState.value = CaptureUiState.Error(status.error ?: "processing failed")
+                    return
+                }
+                else -> {
+                    if (status.status != lastStage) {
+                        AppLog.log("Job $jobId: ${status.status}")
+                        lastStage = status.status
+                    }
+                    _uiState.value = CaptureUiState.Processing(status.status)
+                    delay(POLL_INTERVAL_MILLIS)
+                }
+            }
+        }
+    }
+
+    fun save(draft: ExtractedReceiptDto, onSaved: () -> Unit) {
+        viewModelScope.launch {
+            repository.save(
+                Receipt(
+                    date = draft.date,
+                    time = draft.time,
+                    pricePerLitre = draft.pricePerLitre,
+                    litres = draft.litres,
+                    discount = draft.discount,
+                    totalPrice = draft.totalPrice,
+                    imageUri = pendingImageUri?.toString(),
+                    createdAtEpochMillis = System.currentTimeMillis(),
+                ),
+            )
+            AppLog.log("Saved receipt (date=${draft.date}, total=${draft.totalPrice})")
+            pendingImageUri = null
+            _uiState.value = CaptureUiState.Idle
+            onSaved()
+        }
+    }
+
+    fun reset() {
+        pendingImageUri = null
+        _uiState.value = CaptureUiState.Idle
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/ui/log/LogScreen.kt

@@ -0,0 +1,82 @@
+package de.ladkau.fuelish.ui.log
+
+import androidx.compose.foundation.layout.Column
+import androidx.compose.foundation.layout.Row
+import androidx.compose.foundation.layout.Arrangement
+import androidx.compose.foundation.layout.fillMaxSize
+import androidx.compose.foundation.layout.fillMaxWidth
+import androidx.compose.foundation.layout.padding
+import androidx.compose.foundation.lazy.LazyColumn
+import androidx.compose.foundation.lazy.items
+import androidx.compose.foundation.text.selection.SelectionContainer
+import androidx.compose.material3.Button
+import androidx.compose.material3.HorizontalDivider
+import androidx.compose.material3.MaterialTheme
+import androidx.compose.material3.Text
+import androidx.compose.runtime.Composable
+import androidx.compose.runtime.collectAsState
+import androidx.compose.runtime.getValue
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.platform.LocalClipboardManager
+import androidx.compose.ui.res.stringResource
+import androidx.compose.ui.text.AnnotatedString
+import androidx.compose.ui.text.font.FontFamily
+import androidx.compose.ui.unit.dp
+import de.ladkau.fuelish.R
+import de.ladkau.fuelish.log.AppLog
+import java.text.SimpleDateFormat
+import java.util.Date
+import java.util.Locale
+
+@Composable
+fun LogScreen() {
+    val entries by AppLog.entries.collectAsState()
+    val clipboard = LocalClipboardManager.current
+
+    Column(modifier = Modifier.fillMaxSize()) {
+        Row(
+            modifier = Modifier.padding(16.dp),
+            horizontalArrangement = Arrangement.spacedBy(12.dp),
+        ) {
+            Button(
+                onClick = {
+                    clipboard.setText(AnnotatedString(entries.joinToString("\n") { formatLogEntry(it) }))
+                },
+            ) {
+                Text(stringResource(R.string.log_copy))
+            }
+            Button(onClick = { AppLog.clear() }) {
+                Text(stringResource(R.string.log_clear))
+            }
+        }
+
+        if (entries.isEmpty()) {
+            Text(stringResource(R.string.log_empty), modifier = Modifier.padding(16.dp))
+        } else {
+            // Newest first - the most recent event (usually what someone
+            // opened this screen to check) is what you want without scrolling.
+            // SelectionContainer: lets text be selected/copied by hand too,
+            // in addition to the "copy everything" button above.
+            SelectionContainer {
+                LazyColumn(modifier = Modifier.fillMaxSize()) {
+                    items(entries.asReversed()) { entry ->
+                        Text(
+                            text = formatLogEntry(entry),
+                            fontFamily = FontFamily.Monospace,
+                            style = MaterialTheme.typography.bodySmall,
+                            modifier = Modifier
+                                .fillMaxWidth()
+                                .padding(horizontal = 16.dp, vertical = 6.dp),
+                        )
+                        HorizontalDivider()
+                    }
+                }
+            }
+        }
+    }
+}
+
+private val TIME_FORMAT = SimpleDateFormat("HH:mm:ss", Locale.getDefault())
+
+private fun formatLogEntry(entry: AppLog.Entry): String =
+    "${TIME_FORMAT.format(Date(entry.timestampMillis))}  ${entry.message}"

android/app/src/main/java/de/ladkau/fuelish/ui/overview/OverviewScreen.kt

@@ -0,0 +1,103 @@
+package de.ladkau.fuelish.ui.overview
+
+import androidx.compose.foundation.clickable
+import androidx.compose.foundation.layout.Column
+import androidx.compose.foundation.layout.Row
+import androidx.compose.foundation.layout.fillMaxSize
+import androidx.compose.foundation.layout.fillMaxWidth
+import androidx.compose.foundation.layout.padding
+import androidx.compose.foundation.layout.width
+import androidx.compose.foundation.lazy.LazyColumn
+import androidx.compose.foundation.lazy.items
+import androidx.compose.material.icons.Icons
+import androidx.compose.material.icons.filled.Delete
+import androidx.compose.material3.HorizontalDivider
+import androidx.compose.material3.Icon
+import androidx.compose.material3.IconButton
+import androidx.compose.material3.MaterialTheme
+import androidx.compose.material3.Text
+import androidx.compose.runtime.Composable
+import androidx.compose.runtime.collectAsState
+import androidx.compose.runtime.getValue
+import androidx.compose.ui.Alignment
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.res.stringResource
+import androidx.compose.ui.unit.dp
+import androidx.lifecycle.viewmodel.compose.viewModel
+import de.ladkau.fuelish.R
+import de.ladkau.fuelish.data.Receipt
+
+private val DELETE_COLUMN_WIDTH = 48.dp
+
+@Composable
+fun OverviewScreen(onReceiptClick: (Long) -> Unit, viewModel: OverviewViewModel = viewModel()) {
+    val receipts by viewModel.receipts.collectAsState()
+
+    Column(modifier = Modifier.fillMaxSize()) {
+        ReceiptTableHeader()
+        HorizontalDivider()
+
+        if (receipts.isEmpty()) {
+            Text(
+                text = stringResource(R.string.overview_empty),
+                modifier = Modifier.padding(16.dp),
+            )
+        } else {
+            LazyColumn(modifier = Modifier.fillMaxSize()) {
+                items(receipts, key = { it.id }) { receipt ->
+                    ReceiptRow(
+                        receipt = receipt,
+                        onClick = { onReceiptClick(receipt.id) },
+                        onDelete = { viewModel.delete(receipt) },
+                    )
+                    HorizontalDivider()
+                }
+            }
+        }
+    }
+}
+
+@Composable
+private fun ReceiptTableHeader() {
+    Row(
+        modifier = Modifier
+            .fillMaxWidth()
+            .padding(horizontal = 16.dp, vertical = 8.dp),
+        verticalAlignment = Alignment.CenterVertically,
+    ) {
+        Text(
+            text = stringResource(R.string.overview_column_date),
+            style = MaterialTheme.typography.labelLarge,
+            modifier = Modifier.weight(1f),
+        )
+        Text(
+            text = stringResource(R.string.overview_column_litres),
+            style = MaterialTheme.typography.labelLarge,
+            modifier = Modifier.weight(1f),
+        )
+        Text(
+            text = stringResource(R.string.overview_column_total),
+            style = MaterialTheme.typography.labelLarge,
+            modifier = Modifier.weight(1f),
+        )
+        Row(modifier = Modifier.width(DELETE_COLUMN_WIDTH)) {}
+    }
+}
+
+@Composable
+private fun ReceiptRow(receipt: Receipt, onClick: () -> Unit, onDelete: () -> Unit) {
+    Row(
+        modifier = Modifier
+            .fillMaxWidth()
+            .clickable(onClick = onClick)
+            .padding(horizontal = 16.dp, vertical = 4.dp),
+        verticalAlignment = Alignment.CenterVertically,
+    ) {
+        Text(text = receipt.date.orEmpty(), modifier = Modifier.weight(1f))
+        Text(text = receipt.litres?.let { "%.2f l".format(it) }.orEmpty(), modifier = Modifier.weight(1f))
+        Text(text = receipt.totalPrice?.let { "%.2f €".format(it) }.orEmpty(), modifier = Modifier.weight(1f))
+        IconButton(onClick = onDelete, modifier = Modifier.width(DELETE_COLUMN_WIDTH)) {
+            Icon(Icons.Filled.Delete, contentDescription = stringResource(R.string.overview_delete))
+        }
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/ui/overview/OverviewViewModel.kt

@@ -0,0 +1,26 @@
+package de.ladkau.fuelish.ui.overview
+
+import android.app.Application
+import androidx.lifecycle.AndroidViewModel
+import androidx.lifecycle.viewModelScope
+import de.ladkau.fuelish.data.Receipt
+import de.ladkau.fuelish.data.ReceiptRepository
+import de.ladkau.fuelish.log.AppLog
+import kotlinx.coroutines.flow.SharingStarted
+import kotlinx.coroutines.flow.StateFlow
+import kotlinx.coroutines.flow.stateIn
+import kotlinx.coroutines.launch
+
+class OverviewViewModel(application: Application) : AndroidViewModel(application) {
+    private val repository = ReceiptRepository(application)
+
+    val receipts: StateFlow<List<Receipt>> = repository.receipts
+        .stateIn(viewModelScope, SharingStarted.WhileSubscribed(5_000), emptyList())
+
+    fun delete(receipt: Receipt) {
+        viewModelScope.launch {
+            repository.delete(receipt)
+            AppLog.log("Deleted receipt (date=${receipt.date}, total=${receipt.totalPrice})")
+        }
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/ui/receipt/ReceiptDetailScreen.kt

@@ -0,0 +1,61 @@
+package de.ladkau.fuelish.ui.receipt
+
+import android.app.Application
+import android.net.Uri
+import androidx.compose.foundation.layout.Box
+import androidx.compose.foundation.layout.fillMaxSize
+import androidx.compose.material3.CircularProgressIndicator
+import androidx.compose.runtime.Composable
+import androidx.compose.runtime.LaunchedEffect
+import androidx.compose.runtime.collectAsState
+import androidx.compose.runtime.getValue
+import androidx.compose.ui.Alignment
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.platform.LocalContext
+import androidx.compose.ui.res.stringResource
+import androidx.lifecycle.viewmodel.compose.viewModel
+import androidx.lifecycle.viewmodel.initializer
+import androidx.lifecycle.viewmodel.viewModelFactory
+import de.ladkau.fuelish.R
+import de.ladkau.fuelish.data.ExtractedReceiptDto
+
+/** Drill-down from the overview list into one saved receipt - the same
+ * Details/Photo UI as the post-scan review (ui/capture/CaptureScreen.kt),
+ * but editing an existing DB row (Update) instead of inserting a new one,
+ * plus a Delete action. */
+@Composable
+fun ReceiptDetailScreen(receiptId: Long, onDeleted: () -> Unit) {
+    val application = LocalContext.current.applicationContext as Application
+    val viewModel: ReceiptDetailViewModel = viewModel(
+        factory = viewModelFactory { initializer { ReceiptDetailViewModel(application, receiptId) } },
+    )
+    val receipt by viewModel.receipt.collectAsState()
+    val deleted by viewModel.deleted.collectAsState()
+
+    LaunchedEffect(deleted) {
+        if (deleted) onDeleted()
+    }
+
+    val current = receipt
+    if (current == null) {
+        Box(modifier = Modifier.fillMaxSize(), contentAlignment = Alignment.Center) {
+            CircularProgressIndicator()
+        }
+        return
+    }
+
+    ReceiptReviewScreen(
+        initial = ExtractedReceiptDto(
+            date = current.date,
+            time = current.time,
+            pricePerLitre = current.pricePerLitre,
+            litres = current.litres,
+            discount = current.discount,
+            totalPrice = current.totalPrice,
+        ),
+        imageUri = current.imageUri?.let { Uri.parse(it) },
+        saveLabel = stringResource(R.string.receipt_update),
+        onSave = { edited -> viewModel.update(edited) },
+        onDelete = { viewModel.delete() },
+    )
+}

android/app/src/main/java/de/ladkau/fuelish/ui/receipt/ReceiptDetailViewModel.kt

@@ -0,0 +1,58 @@
+package de.ladkau.fuelish.ui.receipt
+
+import android.app.Application
+import androidx.lifecycle.AndroidViewModel
+import androidx.lifecycle.viewModelScope
+import de.ladkau.fuelish.data.ExtractedReceiptDto
+import de.ladkau.fuelish.data.Receipt
+import de.ladkau.fuelish.data.ReceiptRepository
+import de.ladkau.fuelish.log.AppLog
+import kotlinx.coroutines.flow.MutableStateFlow
+import kotlinx.coroutines.flow.StateFlow
+import kotlinx.coroutines.flow.asStateFlow
+import kotlinx.coroutines.launch
+
+/** Backs [ReceiptDetailScreen] - loads one already-saved [Receipt] by id
+ * and lets it be edited in place or deleted, reusing [ReceiptReviewScreen]
+ * (the same UI ui/capture/CaptureScreen.kt uses right after a scan). */
+class ReceiptDetailViewModel(application: Application, private val receiptId: Long) : AndroidViewModel(application) {
+    private val repository = ReceiptRepository(application)
+
+    private val _receipt = MutableStateFlow<Receipt?>(null)
+    val receipt: StateFlow<Receipt?> = _receipt.asStateFlow()
+
+    private val _deleted = MutableStateFlow(false)
+    val deleted: StateFlow<Boolean> = _deleted.asStateFlow()
+
+    init {
+        viewModelScope.launch {
+            _receipt.value = repository.getById(receiptId)
+        }
+    }
+
+    fun update(edited: ExtractedReceiptDto) {
+        val current = _receipt.value ?: return
+        viewModelScope.launch {
+            val updated = current.copy(
+                date = edited.date,
+                time = edited.time,
+                pricePerLitre = edited.pricePerLitre,
+                litres = edited.litres,
+                discount = edited.discount,
+                totalPrice = edited.totalPrice,
+            )
+            repository.update(updated)
+            AppLog.log("Updated receipt id=$receiptId")
+            _receipt.value = updated
+        }
+    }
+
+    fun delete() {
+        val current = _receipt.value ?: return
+        viewModelScope.launch {
+            repository.delete(current)
+            AppLog.log("Deleted receipt id=$receiptId")
+            _deleted.value = true
+        }
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/ui/receipt/ReceiptReviewScreen.kt

@@ -0,0 +1,171 @@
+package de.ladkau.fuelish.ui.receipt
+
+import android.net.Uri
+import androidx.compose.foundation.layout.Arrangement
+import androidx.compose.foundation.layout.Box
+import androidx.compose.foundation.layout.Column
+import androidx.compose.foundation.layout.Row
+import androidx.compose.foundation.layout.fillMaxSize
+import androidx.compose.foundation.layout.fillMaxWidth
+import androidx.compose.foundation.layout.padding
+import androidx.compose.foundation.rememberScrollState
+import androidx.compose.foundation.verticalScroll
+import androidx.compose.material3.Button
+import androidx.compose.material3.MaterialTheme
+import androidx.compose.material3.OutlinedButton
+import androidx.compose.material3.OutlinedTextField
+import androidx.compose.material3.Surface
+import androidx.compose.material3.Tab
+import androidx.compose.material3.TabRow
+import androidx.compose.material3.Text
+import androidx.compose.runtime.Composable
+import androidx.compose.runtime.getValue
+import androidx.compose.runtime.mutableIntStateOf
+import androidx.compose.runtime.mutableStateOf
+import androidx.compose.runtime.remember
+import androidx.compose.runtime.saveable.rememberSaveable
+import androidx.compose.runtime.setValue
+import androidx.compose.ui.Alignment
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.graphics.Color
+import androidx.compose.ui.res.stringResource
+import androidx.compose.ui.text.font.FontWeight
+import androidx.compose.ui.unit.dp
+import de.ladkau.fuelish.R
+import de.ladkau.fuelish.data.ExtractedReceiptDto
+import de.ladkau.fuelish.data.Plausibility
+import de.ladkau.fuelish.data.checkPlausibility
+
+private val PlausibleGreen = Color(0xFF2E7D32)
+private val DubiousRed = Color(0xFFC62828)
+
+/**
+ * Shared "look at one receipt" screen: an editable Details tab (with a
+ * live plausibility check) and a Photo tab with the source image, used
+ * both right after a scan (ui/capture/CaptureScreen.kt) and when drilling
+ * into an already-saved receipt from the overview list
+ * (ui/receipt/ReceiptDetailScreen.kt) - same UI either way, just a
+ * different [saveLabel] and whether [onDelete] is provided.
+ */
+@Composable
+fun ReceiptReviewScreen(
+    initial: ExtractedReceiptDto,
+    imageUri: Uri?,
+    onSave: (ExtractedReceiptDto) -> Unit,
+    saveLabel: String,
+    onDelete: (() -> Unit)? = null,
+) {
+    var date by remember(initial) { mutableStateOf(initial.date.orEmpty()) }
+    var time by remember(initial) { mutableStateOf(initial.time.orEmpty()) }
+    var pricePerLitre by remember(initial) { mutableStateOf(initial.pricePerLitre?.toString().orEmpty()) }
+    var litres by remember(initial) { mutableStateOf(initial.litres?.toString().orEmpty()) }
+    var discount by remember(initial) { mutableStateOf(initial.discount?.toString().orEmpty()) }
+    var totalPrice by remember(initial) { mutableStateOf(initial.totalPrice?.toString().orEmpty()) }
+
+    val plausibility = remember(pricePerLitre, litres, discount, totalPrice) {
+        checkPlausibility(pricePerLitre.toDoubleOrNull(), litres.toDoubleOrNull(), discount.toDoubleOrNull(), totalPrice.toDoubleOrNull())
+    }
+
+    var selectedTab by rememberSaveable { mutableIntStateOf(0) }
+
+    Column(modifier = Modifier.fillMaxSize()) {
+        TabRow(selectedTabIndex = selectedTab) {
+            Tab(
+                selected = selectedTab == 0,
+                onClick = { selectedTab = 0 },
+                text = { Text(stringResource(R.string.receipt_tab_details)) },
+            )
+            Tab(
+                selected = selectedTab == 1,
+                onClick = { selectedTab = 1 },
+                text = { Text(stringResource(R.string.receipt_tab_photo)) },
+            )
+        }
+
+        when (selectedTab) {
+            0 -> Column(
+                modifier = Modifier
+                    .fillMaxSize()
+                    .verticalScroll(rememberScrollState())
+                    .padding(16.dp),
+                verticalArrangement = Arrangement.spacedBy(8.dp),
+            ) {
+                PlausibilityBadge(plausibility)
+                LabeledField(R.string.capture_field_date, date) { date = it }
+                LabeledField(R.string.capture_field_time, time) { time = it }
+                LabeledField(R.string.capture_field_price_per_litre, pricePerLitre) { pricePerLitre = it }
+                LabeledField(R.string.capture_field_litres, litres) { litres = it }
+                LabeledField(R.string.capture_field_discount, discount) { discount = it }
+                LabeledField(R.string.capture_field_total_price, totalPrice) { totalPrice = it }
+
+                Row(
+                    horizontalArrangement = Arrangement.spacedBy(12.dp),
+                    modifier = Modifier
+                        .fillMaxWidth()
+                        .align(Alignment.End),
+                ) {
+                    if (onDelete != null) {
+                        OutlinedButton(onClick = onDelete) {
+                            Text(stringResource(R.string.receipt_delete))
+                        }
+                    }
+                    Button(
+                        onClick = {
+                            onSave(
+                                ExtractedReceiptDto(
+                                    date = date.ifBlank { null },
+                                    time = time.ifBlank { null },
+                                    pricePerLitre = pricePerLitre.toDoubleOrNull(),
+                                    litres = litres.toDoubleOrNull(),
+                                    discount = discount.toDoubleOrNull(),
+                                    totalPrice = totalPrice.toDoubleOrNull(),
+                                ),
+                            )
+                        },
+                    ) {
+                        Text(saveLabel)
+                    }
+                }
+            }
+
+            else -> Box(modifier = Modifier.fillMaxSize(), contentAlignment = Alignment.Center) {
+                if (imageUri != null) {
+                    ZoomableImage(uri = imageUri, modifier = Modifier.fillMaxSize())
+                } else {
+                    Text(stringResource(R.string.receipt_no_photo))
+                }
+            }
+        }
+    }
+}
+
+@Composable
+private fun PlausibilityBadge(plausibility: Plausibility) {
+    val (color, textRes) = when (plausibility) {
+        Plausibility.OK -> PlausibleGreen to R.string.receipt_scan_ok
+        Plausibility.DUBIOUS -> DubiousRed to R.string.receipt_scan_dubious
+        Plausibility.UNKNOWN -> return
+    }
+    Surface(
+        color = color.copy(alpha = 0.15f),
+        contentColor = color,
+        shape = MaterialTheme.shapes.small,
+    ) {
+        Text(
+            text = stringResource(textRes),
+            fontWeight = FontWeight.Bold,
+            modifier = Modifier.padding(horizontal = 12.dp, vertical = 6.dp),
+        )
+    }
+}
+
+@Composable
+private fun LabeledField(labelRes: Int, value: String, onValueChange: (String) -> Unit) {
+    OutlinedTextField(
+        value = value,
+        onValueChange = onValueChange,
+        label = { Text(stringResource(labelRes)) },
+        singleLine = true,
+        modifier = Modifier.fillMaxWidth(),
+    )
+}

android/app/src/main/java/de/ladkau/fuelish/ui/receipt/ZoomableImage.kt

@@ -0,0 +1,76 @@
+package de.ladkau.fuelish.ui.receipt
+
+import android.net.Uri
+import androidx.compose.foundation.gestures.detectTapGestures
+import androidx.compose.foundation.gestures.rememberTransformableState
+import androidx.compose.foundation.gestures.transformable
+import androidx.compose.foundation.layout.Box
+import androidx.compose.foundation.layout.fillMaxSize
+import androidx.compose.material3.Text
+import androidx.compose.runtime.Composable
+import androidx.compose.runtime.getValue
+import androidx.compose.runtime.mutableFloatStateOf
+import androidx.compose.runtime.mutableStateOf
+import androidx.compose.runtime.remember
+import androidx.compose.runtime.setValue
+import androidx.compose.ui.Alignment
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.geometry.Offset
+import androidx.compose.ui.graphics.graphicsLayer
+import androidx.compose.ui.input.pointer.pointerInput
+import androidx.compose.ui.layout.ContentScale
+import androidx.compose.ui.res.stringResource
+import coil3.compose.SubcomposeAsyncImage
+import coil3.compose.SubcomposeAsyncImageContent
+import de.ladkau.fuelish.R
+
+/** Pinch-to-zoom + pan, with a double-tap to reset - the minimum viable
+ * "look closely at a receipt photo" viewer, no separate library needed
+ * (Compose's own transformable/pointerInput gestures cover it).
+ *
+ * Falls back to a text message rather than a blank area if the file is
+ * missing - e.g. an older receipt saved back when photos were written to
+ * the cache dir instead of internal storage, and the OS has since cleared
+ * it (see res/xml/file_paths.xml's own comment). */
+@Composable
+fun ZoomableImage(uri: Uri, modifier: Modifier = Modifier) {
+    var scale by remember { mutableFloatStateOf(1f) }
+    var offset by remember { mutableStateOf(Offset.Zero) }
+
+    val transformState = rememberTransformableState { zoomChange, panChange, _ ->
+        scale = (scale * zoomChange).coerceIn(1f, 6f)
+        offset += panChange
+    }
+
+    SubcomposeAsyncImage(
+        model = uri,
+        contentDescription = null,
+        contentScale = ContentScale.Fit,
+        modifier = modifier.fillMaxSize(),
+        loading = { Box(Modifier.fillMaxSize()) },
+        error = {
+            Box(modifier = Modifier.fillMaxSize(), contentAlignment = Alignment.Center) {
+                Text(stringResource(R.string.receipt_photo_missing))
+            }
+        },
+        success = {
+            SubcomposeAsyncImageContent(
+                modifier = Modifier
+                    .fillMaxSize()
+                    .pointerInput(Unit) {
+                        detectTapGestures(onDoubleTap = {
+                            scale = 1f
+                            offset = Offset.Zero
+                        })
+                    }
+                    .graphicsLayer(
+                        scaleX = scale,
+                        scaleY = scale,
+                        translationX = offset.x,
+                        translationY = offset.y,
+                    )
+                    .transformable(transformState),
+            )
+        },
+    )
+}

android/app/src/main/java/de/ladkau/fuelish/ui/settings/ConfigScreen.kt

@@ -0,0 +1,62 @@
+package de.ladkau.fuelish.ui.settings
+
+import androidx.compose.foundation.layout.Arrangement
+import androidx.compose.foundation.layout.Column
+import androidx.compose.foundation.layout.Row
+import androidx.compose.foundation.layout.fillMaxWidth
+import androidx.compose.foundation.layout.padding
+import androidx.compose.material3.Button
+import androidx.compose.material3.MaterialTheme
+import androidx.compose.material3.OutlinedButton
+import androidx.compose.material3.OutlinedTextField
+import androidx.compose.material3.Text
+import androidx.compose.runtime.Composable
+import androidx.compose.runtime.collectAsState
+import androidx.compose.runtime.getValue
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.res.stringResource
+import androidx.compose.ui.unit.dp
+import androidx.lifecycle.viewmodel.compose.viewModel
+import de.ladkau.fuelish.R
+
+@Composable
+fun ConfigScreen(viewModel: ConfigViewModel = viewModel()) {
+    val config by viewModel.config.collectAsState()
+    val isDirty by viewModel.isDirty.collectAsState()
+    val testResult by viewModel.testResult.collectAsState()
+
+    Column(
+        modifier = Modifier
+            .fillMaxWidth()
+            .padding(16.dp),
+        verticalArrangement = Arrangement.spacedBy(12.dp),
+    ) {
+        OutlinedTextField(
+            value = config.serverUrl,
+            onValueChange = { viewModel.update { c -> c.copy(serverUrl = it) } },
+            label = { Text(stringResource(R.string.settings_server_url)) },
+            singleLine = true,
+            modifier = Modifier.fillMaxWidth(),
+        )
+        Row(horizontalArrangement = Arrangement.spacedBy(12.dp)) {
+            Button(onClick = { viewModel.save() }, enabled = isDirty) {
+                Text(stringResource(R.string.capture_save))
+            }
+            OutlinedButton(onClick = { viewModel.testConnection() }) {
+                Text(stringResource(R.string.settings_test_connection))
+            }
+        }
+        when (val result = testResult) {
+            ConnectionTestResult.Testing -> Text(stringResource(R.string.settings_test_testing))
+            ConnectionTestResult.Success -> Text(
+                stringResource(R.string.settings_test_success),
+                color = MaterialTheme.colorScheme.primary,
+            )
+            is ConnectionTestResult.Failure -> Text(
+                stringResource(R.string.settings_test_failure, result.message),
+                color = MaterialTheme.colorScheme.error,
+            )
+            null -> Unit
+        }
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/ui/settings/ConfigViewModel.kt

@@ -0,0 +1,91 @@
+package de.ladkau.fuelish.ui.settings
+
+import android.app.Application
+import androidx.lifecycle.AndroidViewModel
+import androidx.lifecycle.viewModelScope
+import de.ladkau.fuelish.R
+import de.ladkau.fuelish.data.ApiClient
+import de.ladkau.fuelish.data.AppConfig
+import de.ladkau.fuelish.data.ConfigRepository
+import de.ladkau.fuelish.data.HealthCheckResult
+import de.ladkau.fuelish.log.AppLog
+import kotlinx.coroutines.flow.MutableStateFlow
+import kotlinx.coroutines.flow.SharingStarted
+import kotlinx.coroutines.flow.StateFlow
+import kotlinx.coroutines.flow.asStateFlow
+import kotlinx.coroutines.flow.combine
+import kotlinx.coroutines.flow.first
+import kotlinx.coroutines.flow.stateIn
+import kotlinx.coroutines.launch
+
+sealed interface ConnectionTestResult {
+    data object Testing : ConnectionTestResult
+    data object Success : ConnectionTestResult
+    data class Failure(val message: String) : ConnectionTestResult
+}
+
+class ConfigViewModel(application: Application) : AndroidViewModel(application) {
+    private val configRepository = ConfigRepository(application)
+    private val api = ApiClient()
+
+    // A local editable draft, seeded once from the persisted config below -
+    // deliberately not a live collection of configRepository.config, so
+    // in-progress edits aren't clobbered by DataStore's own emission of the
+    // write this same screen is about to make on save().
+    private val _config = MutableStateFlow(AppConfig())
+    val config: StateFlow<AppConfig> = _config.asStateFlow()
+
+    private val _savedConfig = MutableStateFlow(AppConfig())
+
+    val isDirty: StateFlow<Boolean> = combine(_config, _savedConfig) { draft, saved -> draft != saved }
+        .stateIn(viewModelScope, SharingStarted.Eagerly, false)
+
+    private val _testResult = MutableStateFlow<ConnectionTestResult?>(null)
+    val testResult: StateFlow<ConnectionTestResult?> = _testResult.asStateFlow()
+
+    init {
+        viewModelScope.launch {
+            val loaded = configRepository.config.first()
+            // Prefill an editable example rather than leaving the field
+            // blank with just a placeholder, so there's something to
+            // select-and-overwrite instead of typing a URL from scratch.
+            val seeded = if (loaded.serverUrl.isBlank()) {
+                loaded.copy(serverUrl = getApplication<Application>().getString(R.string.settings_server_url_example))
+            } else {
+                loaded
+            }
+            _config.value = seeded
+            _savedConfig.value = loaded
+        }
+    }
+
+    fun update(transform: (AppConfig) -> AppConfig) {
+        _config.value = transform(_config.value)
+        _testResult.value = null
+    }
+
+    fun save() {
+        viewModelScope.launch {
+            val toSave = _config.value
+            configRepository.save(toSave)
+            _savedConfig.value = toSave
+        }
+    }
+
+    fun testConnection() {
+        val url = _config.value.serverUrl
+        viewModelScope.launch {
+            _testResult.value = ConnectionTestResult.Testing
+            when (val result = api.checkHealth(url)) {
+                is HealthCheckResult.Ok -> {
+                    AppLog.log("Test connection to $url succeeded")
+                    _testResult.value = ConnectionTestResult.Success
+                }
+                is HealthCheckResult.Failed -> {
+                    AppLog.log("Test connection to $url failed: ${result.message}")
+                    _testResult.value = ConnectionTestResult.Failure(result.message)
+                }
+            }
+        }
+    }
+}

android/app/src/main/java/de/ladkau/fuelish/ui/theme/Theme.kt

@@ -0,0 +1,30 @@
+package de.ladkau.fuelish.ui.theme
+
+import android.os.Build
+import androidx.compose.foundation.isSystemInDarkTheme
+import androidx.compose.material3.MaterialTheme
+import androidx.compose.material3.darkColorScheme
+import androidx.compose.material3.dynamicDarkColorScheme
+import androidx.compose.material3.dynamicLightColorScheme
+import androidx.compose.material3.lightColorScheme
+import androidx.compose.runtime.Composable
+import androidx.compose.ui.platform.LocalContext
+
+private val LightColors = lightColorScheme()
+private val DarkColors = darkColorScheme()
+
+@Composable
+fun FuelishTheme(
+    darkTheme: Boolean = isSystemInDarkTheme(),
+    dynamicColor: Boolean = true,
+    content: @Composable () -> Unit,
+) {
+    val context = LocalContext.current
+    val colorScheme = when {
+        dynamicColor && Build.VERSION.SDK_INT >= Build.VERSION_CODES.S ->
+            if (darkTheme) dynamicDarkColorScheme(context) else dynamicLightColorScheme(context)
+        darkTheme -> DarkColors
+        else -> LightColors
+    }
+    MaterialTheme(colorScheme = colorScheme, content = content)
+}

android/app/src/main/res/mipmap-anydpi-v26/ic_launcher.xml

@@ -0,0 +1,5 @@
+<?xml version="1.0" encoding="utf-8"?>
+<adaptive-icon xmlns:android="http://schemas.android.com/apk/res/android">
+    <background android:drawable="@color/ic_launcher_background" />
+    <foreground android:drawable="@mipmap/ic_launcher_foreground" />
+</adaptive-icon>

android/app/src/main/res/mipmap-anydpi-v26/ic_launcher_round.xml

@@ -0,0 +1,5 @@
+<?xml version="1.0" encoding="utf-8"?>
+<adaptive-icon xmlns:android="http://schemas.android.com/apk/res/android">
+    <background android:drawable="@color/ic_launcher_background" />
+    <foreground android:drawable="@mipmap/ic_launcher_foreground" />
+</adaptive-icon>

android/app/src/main/res/values/colors.xml

@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="utf-8"?>
+<resources>
+    <!-- Matches the white background baked into logo.png, so the
+         generated launcher icon / splash screen sit on the same
+         background the source art was designed against. -->
+    <color name="ic_launcher_background">#FFFFFF</color>
+    <color name="splash_background">#FFFFFF</color>
+</resources>

android/app/src/main/res/values/strings.xml

@@ -0,0 +1,60 @@
+<?xml version="1.0" encoding="utf-8"?>
+<resources>
+    <string name="app_name">fuelish</string>
+
+    <string name="nav_capture">Scan receipt</string>
+    <string name="nav_overview">Receipts</string>
+    <string name="nav_settings">Settings</string>
+    <string name="nav_log">App log</string>
+    <string name="nav_back">Back</string>
+
+    <string name="capture_take_photo">Take photo</string>
+    <string name="capture_choose_gallery">Choose from gallery</string>
+    <string name="capture_stage_uploading">Uploading…</string>
+    <string name="capture_stage_preprocessing">Preprocessing image…</string>
+    <string name="capture_stage_ocr">Reading text (OCR)…</string>
+    <string name="capture_stage_extracting">Extracting fields…</string>
+    <string name="capture_stage_error">Something went wrong: %1$s</string>
+    <string name="capture_retry">Retry</string>
+    <string name="capture_save">Save</string>
+    <string name="capture_field_date">Date (DD.MM.YYYY)</string>
+    <string name="capture_field_time">Time (HH:MM:SS)</string>
+    <string name="capture_field_price_per_litre">Price per litre</string>
+    <string name="capture_field_litres">Litres</string>
+    <string name="capture_field_discount">Discount</string>
+    <string name="capture_field_total_price">Total price</string>
+
+    <string name="receipt_tab_details">Details</string>
+    <string name="receipt_tab_photo">Photo</string>
+    <string name="receipt_no_photo">No photo available</string>
+    <string name="receipt_photo_missing">Photo file is missing</string>
+    <string name="receipt_scan_ok">Scan OK</string>
+    <string name="receipt_scan_dubious">Scan dubious</string>
+    <string name="receipt_update">Update</string>
+    <string name="receipt_delete">Delete</string>
+
+    <string name="overview_empty">No receipts have been scanned yet</string>
+    <string name="overview_column_date">Date</string>
+    <string name="overview_column_litres">Litres</string>
+    <string name="overview_column_total">Total</string>
+    <string name="overview_delete">Delete</string>
+    <string name="overview_export_csv">Export CSV</string>
+    <string name="overview_export_ods">Export ODS</string>
+    <string name="overview_export_done">Exported to %1$s</string>
+
+    <string name="settings_server_url">Server URL</string>
+    <string name="settings_server_url_example">http://192.168.1.10:8080</string>
+    <string name="settings_test_connection">Test connection</string>
+    <string name="settings_test_testing">Testing…</string>
+    <string name="settings_test_success">Connected successfully</string>
+    <string name="settings_test_failure">Could not reach server: %1$s</string>
+
+    <string name="status_connected">Connected to %1$s</string>
+    <string name="status_disconnected">Cannot reach %1$s</string>
+    <string name="status_not_configured">No server configured - see Settings</string>
+    <string name="status_checking">Checking connection…</string>
+
+    <string name="log_copy">Copy log</string>
+    <string name="log_clear">Clear log</string>
+    <string name="log_empty">Nothing logged yet</string>
+</resources>

android/app/src/main/res/values/themes.xml

@@ -0,0 +1,10 @@
+<?xml version="1.0" encoding="utf-8"?>
+<resources>
+    <style name="Theme.Fuelish" parent="android:Theme.Material.Light.NoActionBar" />
+
+    <style name="Theme.Fuelish.Splash" parent="Theme.SplashScreen">
+        <item name="windowSplashScreenBackground">@color/splash_background</item>
+        <item name="windowSplashScreenAnimatedIcon">@drawable/splash_icon</item>
+        <item name="postSplashScreenTheme">@style/Theme.Fuelish</item>
+    </style>
+</resources>

android/app/src/main/res/xml/file_paths.xml

@@ -0,0 +1,16 @@
+<?xml version="1.0" encoding="utf-8"?>
+<!-- Where the FileProvider (see AndroidManifest.xml) is allowed to serve
+     content:// URIs from. -->
+<paths>
+    <!-- Receipt photos (camera captures and gallery picks) - written to
+         internal storage, not the cache dir: Receipt.imageUri (see
+         data/Receipt.kt) is a durable DB reference to this file, and the
+         cache dir can be cleared by the OS at any time independent of the
+         database, which silently orphaned it (see ui/capture/CaptureScreen.kt's
+         own comment). -->
+    <files-path name="receipts" path="receipts/" />
+    <!-- Exported CSV/ODS files (see export/CsvExporter.kt, OdsExporter.kt),
+         shared out via an ACTION_SEND intent - regenerated on every
+         export, so cache is fine here. -->
+    <cache-path name="exports" path="exports/" />
+</paths>

android/app/src/main/res/xml/network_security_config.xml

@@ -0,0 +1,15 @@
+<?xml version="1.0" encoding="utf-8"?>
+<!-- fuelish talks to a self-hosted, LAN-only server with no TLS (see
+     AGENT.md / the server plan - auth and TLS are an explicit v1
+     non-goal for a personal LAN tool). Android's network security config
+     has no CIDR-range matcher, only literal domains/IPs, so rather than
+     enumerate private-range addresses we allow cleartext globally; the
+     app never talks to anything but the server URL the user enters in
+     Settings. -->
+<network-security-config>
+    <base-config cleartextTrafficPermitted="true">
+        <trust-anchors>
+            <certificates src="system" />
+        </trust-anchors>
+    </base-config>
+</network-security-config>

android/build.gradle.kts

@@ -0,0 +1,6 @@
+plugins {
+    alias(libs.plugins.android.application) apply false
+    alias(libs.plugins.kotlin.serialization) apply false
+    alias(libs.plugins.kotlin.compose) apply false
+    alias(libs.plugins.ksp) apply false
+}

android/gradle.properties

@@ -0,0 +1,11 @@
+org.gradle.jvmargs=-Xmx2048m -Dfile.encoding=UTF-8
+android.useAndroidX=true
+kotlin.code.style=official
+ksp.useKSP2=true
+
+# AGP 9's built-in Kotlin support rejects KSP's use of the kotlin.sourceSets
+# DSL to register generated-source dirs (Room's annotation processor, via
+# KSP) - this is AGP/KSP's own suggested suppression, not a workaround for
+# anything we did. See https://developer.android.com/r/tools/built-in-kotlin
+android.disallowKotlinSourceSets=false
+

android/gradle/libs.versions.toml

@@ -0,0 +1,58 @@
+[versions]
+# Version-lookup tools (WebFetch/registry browsing) were unavailable while
+# this file was written, so these are last-known-good pins rather than a
+# freshly verified "latest stable" snapshot - if Gradle can't resolve one,
+# bump it to whatever's current on Google's Maven / Maven Central.
+#
+# kotlin/ksp are pinned to 2.3.x rather than 2.2.20: androidx.room:
+# room-common-jvm:2.8.5 declares a `{strictly 2.3.20}` constraint on
+# kotlin-stdlib, which would otherwise silently resolve above what a
+# 2.2.20 compiler/KSP understands. Keep these two in sync if Room is ever
+# bumped further.
+agp = "9.2.1"
+kotlin = "2.3.20"
+# KSP's versioning stopped mirroring Kotlin's exact patch after the 2.3.0
+# line (no "2.3.20" KSP release exists) - 2.3.12 is the latest in the same
+# 2.3.x line as kotlin above.
+ksp = "2.3.12"
+coreKtx = "1.17.0"
+lifecycleRuntimeKtx = "2.9.4"
+activityCompose = "1.13.0"
+composeBom = "2026.06.01"
+navigationCompose = "2.9.8"
+datastorePreferences = "1.2.1"
+kotlinxSerializationJson = "1.11.0"
+kotlinxCoroutines = "1.11.0"
+room = "2.8.5"
+splashscreen = "1.0.1"
+okhttp = "4.12.0"
+coil = "3.0.4"
+
+[libraries]
+androidx-core-ktx = { group = "androidx.core", name = "core-ktx", version.ref = "coreKtx" }
+androidx-lifecycle-runtime-ktx = { group = "androidx.lifecycle", name = "lifecycle-runtime-ktx", version.ref = "lifecycleRuntimeKtx" }
+androidx-lifecycle-viewmodel-compose = { group = "androidx.lifecycle", name = "lifecycle-viewmodel-compose", version.ref = "lifecycleRuntimeKtx" }
+androidx-activity-compose = { group = "androidx.activity", name = "activity-compose", version.ref = "activityCompose" }
+androidx-compose-bom = { group = "androidx.compose", name = "compose-bom", version.ref = "composeBom" }
+androidx-ui = { group = "androidx.compose.ui", name = "ui" }
+androidx-ui-graphics = { group = "androidx.compose.ui", name = "ui-graphics" }
+androidx-ui-tooling = { group = "androidx.compose.ui", name = "ui-tooling" }
+androidx-ui-tooling-preview = { group = "androidx.compose.ui", name = "ui-tooling-preview" }
+androidx-material3 = { group = "androidx.compose.material3", name = "material3" }
+androidx-material-icons-core = { group = "androidx.compose.material", name = "material-icons-core" }
+androidx-navigation-compose = { group = "androidx.navigation", name = "navigation-compose", version.ref = "navigationCompose" }
+androidx-datastore-preferences = { group = "androidx.datastore", name = "datastore-preferences", version.ref = "datastorePreferences" }
+androidx-room-runtime = { group = "androidx.room", name = "room-runtime", version.ref = "room" }
+androidx-room-ktx = { group = "androidx.room", name = "room-ktx", version.ref = "room" }
+androidx-room-compiler = { group = "androidx.room", name = "room-compiler", version.ref = "room" }
+androidx-core-splashscreen = { group = "androidx.core", name = "core-splashscreen", version.ref = "splashscreen" }
+kotlinx-serialization-json = { group = "org.jetbrains.kotlinx", name = "kotlinx-serialization-json", version.ref = "kotlinxSerializationJson" }
+kotlinx-coroutines-android = { group = "org.jetbrains.kotlinx", name = "kotlinx-coroutines-android", version.ref = "kotlinxCoroutines" }
+okhttp = { group = "com.squareup.okhttp3", name = "okhttp", version.ref = "okhttp" }
+coil-compose = { group = "io.coil-kt.coil3", name = "coil-compose", version.ref = "coil" }
+
+[plugins]
+android-application = { id = "com.android.application", version.ref = "agp" }
+kotlin-serialization = { id = "org.jetbrains.kotlin.plugin.serialization", version.ref = "kotlin" }
+kotlin-compose = { id = "org.jetbrains.kotlin.plugin.compose", version.ref = "kotlin" }
+ksp = { id = "com.google.devtools.ksp", version.ref = "ksp" }

android/gradle/wrapper/gradle-wrapper.properties

@@ -0,0 +1,9 @@
+distributionBase=GRADLE_USER_HOME
+distributionPath=wrapper/dists
+distributionUrl=https\://services.gradle.org/distributions/gradle-9.6.1-bin.zip
+networkTimeout=10000
+retries=0
+retryBackOffMs=500
+validateDistributionUrl=true
+zipStoreBase=GRADLE_USER_HOME
+zipStorePath=wrapper/dists

android/gradlew

@@ -0,0 +1,248 @@
+#!/bin/sh
+
+#
+# Copyright © 2015 the original authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+# SPDX-License-Identifier: Apache-2.0
+#
+
+##############################################################################
+#
+#   gradlew start up script for POSIX generated by Gradle.
+#
+#   Important for running:
+#
+#   (1) You need a POSIX-compliant shell to run this script. If your /bin/sh is
+#       noncompliant, but you have some other compliant shell such as ksh or
+#       bash, then to run this script, type that shell name before the whole
+#       command line, like:
+#
+#           ksh gradlew
+#
+#       Busybox and similar reduced shells will NOT work, because this script
+#       requires all of these POSIX shell features:
+#         * functions;
+#         * expansions «$var», «${var}», «${var:-default}», «${var+SET}»,
+#           «${var#prefix}», «${var%suffix}», and «$( cmd )»;
+#         * compound commands having a testable exit status, especially «case»;
+#         * various built-in commands including «command», «set», and «ulimit».
+#
+#   Important for patching:
+#
+#   (2) This script targets any POSIX shell, so it avoids extensions provided
+#       by Bash, Ksh, etc; in particular arrays are avoided.
+#
+#       The "traditional" practice of packing multiple parameters into a
+#       space-separated string is a well documented source of bugs and security
+#       problems, so this is (mostly) avoided, by progressively accumulating
+#       options in "$@", and eventually passing that to Java.
+#
+#       Where the inherited environment variables (DEFAULT_JVM_OPTS, JAVA_OPTS,
+#       and GRADLE_OPTS) rely on word-splitting, this is performed explicitly;
+#       see the in-line comments for details.
+#
+#       There are tweaks for specific operating systems such as AIX, CygWin,
+#       Darwin, MinGW, and NonStop.
+#
+#   (3) This script is generated from the Groovy template
+#       https://github.com/gradle/gradle/blob/3d91ce3b8caaf77ad09f381f43615b715b53f72c/platforms/jvm/plugins-application/src/main/resources/org/gradle/api/internal/plugins/unixStartScript.txt
+#       within the Gradle project.
+#
+#       You can find Gradle at https://github.com/gradle/gradle/.
+#
+##############################################################################
+
+# Attempt to set APP_HOME
+
+# Resolve links: $0 may be a link
+app_path=$0
+
+# Need this for daisy-chained symlinks.
+while
+    APP_HOME=${app_path%"${app_path##*/}"}  # leaves a trailing /; empty if no leading path
+    [ -h "$app_path" ]
+do
+    ls=$( ls -ld "$app_path" )
+    link=${ls#*' -> '}
+    case $link in             #(
+      /*)   app_path=$link ;; #(
+      *)    app_path=$APP_HOME$link ;;
+    esac
+done
+
+# This is normally unused
+# shellcheck disable=SC2034
+APP_BASE_NAME=${0##*/}
+# Discard cd standard output in case $CDPATH is set (https://github.com/gradle/gradle/issues/25036)
+APP_HOME=$( cd -P "${APP_HOME:-./}" > /dev/null && printf '%s\n' "$PWD" ) || exit
+
+# Use the maximum available, or set MAX_FD != -1 to use that value.
+MAX_FD=maximum
+
+warn () {
+    echo "$*"
+} >&2
+
+die () {
+    echo
+    echo "$*"
+    echo
+    exit 1
+} >&2
+
+# OS specific support (must be 'true' or 'false').
+cygwin=false
+msys=false
+darwin=false
+nonstop=false
+case "$( uname )" in                #(
+  CYGWIN* )         cygwin=true  ;; #(
+  Darwin* )         darwin=true  ;; #(
+  MSYS* | MINGW* )  msys=true    ;; #(
+  NONSTOP* )        nonstop=true ;;
+esac
+
+
+
+# Determine the Java command to use to start the JVM.
+if [ -n "$JAVA_HOME" ] ; then
+    if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
+        # IBM's JDK on AIX uses strange locations for the executables
+        JAVACMD=$JAVA_HOME/jre/sh/java
+    else
+        JAVACMD=$JAVA_HOME/bin/java
+    fi
+    if [ ! -x "$JAVACMD" ] ; then
+        die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME
+
+Please set the JAVA_HOME variable in your environment to match the
+location of your Java installation."
+    fi
+else
+    JAVACMD=java
+    if ! command -v java >/dev/null 2>&1
+    then
+        die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
+
+Please set the JAVA_HOME variable in your environment to match the
+location of your Java installation."
+    fi
+fi
+
+# Increase the maximum file descriptors if we can.
+if ! "$cygwin" && ! "$darwin" && ! "$nonstop" ; then
+    case $MAX_FD in #(
+      max*)
+        # In POSIX sh, ulimit -H is undefined. That's why the result is checked to see if it worked.
+        # shellcheck disable=SC2039,SC3045
+        MAX_FD=$( ulimit -H -n ) ||
+            warn "Could not query maximum file descriptor limit"
+    esac
+    case $MAX_FD in  #(
+      '' | soft) :;; #(
+      *)
+        # In POSIX sh, ulimit -n is undefined. That's why the result is checked to see if it worked.
+        # shellcheck disable=SC2039,SC3045
+        ulimit -n "$MAX_FD" ||
+            warn "Could not set maximum file descriptor limit to $MAX_FD"
+    esac
+fi
+
+# Collect all arguments for the java command, stacking in reverse order:
+#   * args from the command line
+#   * the main class name
+#   * -classpath
+#   * -D...appname settings
+#   * --module-path (only if needed)
+#   * DEFAULT_JVM_OPTS, JAVA_OPTS, and GRADLE_OPTS environment variables.
+
+# For Cygwin or MSYS, switch paths to Windows format before running java
+if "$cygwin" || "$msys" ; then
+    APP_HOME=$( cygpath --path --mixed "$APP_HOME" )
+
+    JAVACMD=$( cygpath --unix "$JAVACMD" )
+
+    # Now convert the arguments - kludge to limit ourselves to /bin/sh
+    for arg do
+        if
+            case $arg in                                #(
+              -*)   false ;;                            # don't mess with options #(
+              /?*)  t=${arg#/} t=/${t%%/*}              # looks like a POSIX filepath
+                    [ -e "$t" ] ;;                      #(
+              *)    false ;;
+            esac
+        then
+            arg=$( cygpath --path --ignore --mixed "$arg" )
+        fi
+        # Roll the args list around exactly as many times as the number of
+        # args, so each arg winds up back in the position where it started, but
+        # possibly modified.
+        #
+        # NB: a `for` loop captures its iteration list before it begins, so
+        # changing the positional parameters here affects neither the number of
+        # iterations, nor the values presented in `arg`.
+        shift                   # remove old arg
+        set -- "$@" "$arg"      # push replacement arg
+    done
+fi
+
+
+# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
+DEFAULT_JVM_OPTS='"-Xmx64m" "-Xms64m"'
+
+# Collect all arguments for the java command:
+#   * DEFAULT_JVM_OPTS, JAVA_OPTS, and optsEnvironmentVar are not allowed to contain shell fragments,
+#     and any embedded shellness will be escaped.
+#   * For example: A user cannot expect ${Hostname} to be expanded, as it is an environment variable and will be
+#     treated as '${Hostname}' itself on the command line.
+
+set -- \
+        "-Dorg.gradle.appname=$APP_BASE_NAME" \
+        -jar "$APP_HOME/gradle/wrapper/gradle-wrapper.jar" \
+        "$@"
+
+# Stop when "xargs" is not available.
+if ! command -v xargs >/dev/null 2>&1
+then
+    die "xargs is not available"
+fi
+
+# Use "xargs" to parse quoted args.
+#
+# With -n1 it outputs one arg per line, with the quotes and backslashes removed.
+#
+# In Bash we could simply go:
+#
+#   readarray ARGS < <( xargs -n1 <<<"$var" ) &&
+#   set -- "${ARGS[@]}" "$@"
+#
+# but POSIX shell has neither arrays nor command substitution, so instead we
+# post-process each arg (as a line of input to sed) to backslash-escape any
+# character that might be a shell metacharacter, then use eval to reverse
+# that process (while maintaining the separation between arguments), and wrap
+# the whole thing up as a single "set" statement.
+#
+# This will of course break if any of these variables contains a newline or
+# an unmatched quote.
+#
+
+eval "set -- $(
+        printf '%s\n' "$DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS" |
+        xargs -n1 |
+        sed ' s~[^-[:alnum:]+,./:=@_]~\\&~g; ' |
+        tr '\n' ' '
+    )" '"$@"'
+
+exec "$JAVACMD" "$@"

android/gradlew.bat

@@ -0,0 +1,82 @@
+@rem
+@rem Copyright 2015 the original author or authors.
+@rem
+@rem Licensed under the Apache License, Version 2.0 (the "License");
+@rem you may not use this file except in compliance with the License.
+@rem You may obtain a copy of the License at
+@rem
+@rem      https://www.apache.org/licenses/LICENSE-2.0
+@rem
+@rem Unless required by applicable law or agreed to in writing, software
+@rem distributed under the License is distributed on an "AS IS" BASIS,
+@rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+@rem See the License for the specific language governing permissions and
+@rem limitations under the License.
+@rem
+@rem SPDX-License-Identifier: Apache-2.0
+@rem
+
+@if "%DEBUG%"=="" @echo off
+@rem ##########################################################################
+@rem
+@rem  gradlew startup script for Windows
+@rem
+@rem ##########################################################################
+
+@rem Set local scope for the variables, and ensure extensions are enabled
+setlocal EnableExtensions
+
+set DIRNAME=%~dp0
+if "%DIRNAME%"=="" set DIRNAME=.
+@rem This is normally unused
+set APP_BASE_NAME=%~n0
+set APP_HOME=%DIRNAME%
+
+@rem Resolve any "." and ".." in APP_HOME to make it shorter.
+for %%i in ("%APP_HOME%") do set APP_HOME=%%~fi
+
+@rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
+set DEFAULT_JVM_OPTS="-Xmx64m" "-Xms64m"
+
+@rem Find java.exe
+if defined JAVA_HOME goto findJavaFromJavaHome
+
+set JAVA_EXE=java.exe
+%JAVA_EXE% -version >NUL 2>&1
+if %ERRORLEVEL% equ 0 goto execute
+
+echo. 1>&2
+echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH. 1>&2
+echo. 1>&2
+echo Please set the JAVA_HOME variable in your environment to match the 1>&2
+echo location of your Java installation. 1>&2
+
+"%COMSPEC%" /c exit 1
+
+:findJavaFromJavaHome
+set JAVA_HOME=%JAVA_HOME:"=%
+set JAVA_EXE=%JAVA_HOME%/bin/java.exe
+
+if exist "%JAVA_EXE%" goto execute
+
+echo. 1>&2
+echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME% 1>&2
+echo. 1>&2
+echo Please set the JAVA_HOME variable in your environment to match the 1>&2
+echo location of your Java installation. 1>&2
+
+"%COMSPEC%" /c exit 1
+
+:execute
+@rem Setup the command line
+
+
+
+@rem Execute gradlew
+@rem endlocal doesn't take effect until after the line is parsed and variables are expanded
+@rem which allows us to clear the local environment before executing the java command
+endlocal & "%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -jar "%APP_HOME%\gradle\wrapper\gradle-wrapper.jar" %* & call :exitWithErrorLevel
+
+:exitWithErrorLevel
+@rem Use "%COMSPEC%" /c exit to allow operators to work properly in scripts
+"%COMSPEC%" /c exit %ERRORLEVEL%

android/scripts/gen_app_icons.py

@@ -0,0 +1,115 @@
+#!/usr/bin/env python3
+"""Generates the Android launcher icon and splash screen art from
+../../logo.png (the repo's brand mark + "fuelish" wordmark).
+
+Only the graphic mark (not the wordmark) works as a launcher/splash icon,
+so this first isolates it: crop the upper portion of the source image
+(where the mark lives) and auto-crop that to its actual non-transparent
+bounding box, rather than relying on any hardcoded pixel offsets that
+would break if logo.png is ever redrawn at a different resolution.
+
+Produces:
+- mipmap-<density>/ic_launcher_foreground.png - the mark centered, scaled
+  to the adaptive-icon safe zone (66% of a 108dp canvas), transparent
+  background - paired at runtime with @color/ic_launcher_background (see
+  mipmap-anydpi-v26/ic_launcher.xml, committed - a static reference, not
+  generated) for API 26+.
+- mipmap-<density>/ic_launcher.png / ic_launcher_round.png - the same
+  mark flattened onto ic_launcher_background, for API <26 devices that
+  can't use the adaptive-icon XML at all.
+- drawable-nodpi/splash_icon.png - the mark on a transparent background,
+  referenced by Theme.Fuelish.Splash's windowSplashScreenAnimatedIcon
+  (see values/themes.xml).
+
+Generated output, not committed (see the repo's root .gitignore's
+/android/app/src/main/res/{mipmap-*,drawable-nodpi} entries) - regenerate
+by running this script directly or via Gradle's generateAppIcons task
+(wired into app's preBuild, see ../app/build.gradle.kts). Requires
+Pillow.
+"""
+import os
+import sys
+
+from PIL import Image
+
+SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__))
+LOGO_PATH = os.path.normpath(os.path.join(SCRIPT_DIR, "..", "..", "logo.png"))
+RES_DIR = os.path.normpath(os.path.join(SCRIPT_DIR, "..", "app", "src", "main", "res"))
+
+BACKGROUND_RGBA = (255, 255, 255, 255)  # matches @color/ic_launcher_background
+
+# (density qualifier, adaptive-icon canvas px, legacy launcher px)
+DENSITIES = [
+    ("mdpi", 108, 48),
+    ("hdpi", 162, 72),
+    ("xhdpi", 216, 96),
+    ("xxhdpi", 324, 144),
+    ("xxxhdpi", 432, 192),
+]
+
+# Adaptive icons render only the inner ~66% "safe zone" reliably across
+# launchers that apply their own mask shape.
+SAFE_ZONE_RATIO = 0.66
+
+# Fraction of logo.png's height (from the top) that contains the graphic
+# mark, before the "fuelish" wordmark begins.
+MARK_REGION_HEIGHT_RATIO = 0.60
+
+SPLASH_CANVAS_PX = 480
+SPLASH_ICON_RATIO = 0.75
+
+
+def extract_mark(logo: Image.Image) -> Image.Image:
+    width, height = logo.size
+    region = logo.crop((0, 0, width, round(height * MARK_REGION_HEIGHT_RATIO)))
+    bbox = region.getchannel("A").getbbox()
+    if bbox is None:
+        raise ValueError(f"{LOGO_PATH}: no non-transparent pixels found in the top "
+                          f"{MARK_REGION_HEIGHT_RATIO:.0%} of the image")
+    mark = region.crop(bbox)
+
+    # Pad to square so downstream scaling doesn't distort the aspect ratio.
+    side = max(mark.width, mark.height)
+    square = Image.new("RGBA", (side, side), (0, 0, 0, 0))
+    square.paste(mark, ((side - mark.width) // 2, (side - mark.height) // 2), mark)
+    return square
+
+
+def resized(image: Image.Image, target_px: int) -> Image.Image:
+    ratio = target_px / max(image.width, image.height)
+    size = (round(image.width * ratio), round(image.height * ratio))
+    return image.resize(size, Image.LANCZOS)
+
+
+def centered_on(canvas_px: int, content: Image.Image, background: tuple) -> Image.Image:
+    canvas = Image.new("RGBA", (canvas_px, canvas_px), background)
+    offset = ((canvas_px - content.width) // 2, (canvas_px - content.height) // 2)
+    canvas.paste(content, offset, content)
+    return canvas
+
+
+def main():
+    logo = Image.open(LOGO_PATH).convert("RGBA")
+    mark = extract_mark(logo)
+
+    for density, canvas_px, legacy_px in DENSITIES:
+        mipmap_dir = os.path.join(RES_DIR, f"mipmap-{density}")
+        os.makedirs(mipmap_dir, exist_ok=True)
+
+        foreground = centered_on(canvas_px, resized(mark, round(canvas_px * SAFE_ZONE_RATIO)), (0, 0, 0, 0))
+        foreground.save(os.path.join(mipmap_dir, "ic_launcher_foreground.png"))
+
+        legacy = centered_on(legacy_px, resized(mark, round(legacy_px * SAFE_ZONE_RATIO)), BACKGROUND_RGBA)
+        legacy.convert("RGB").save(os.path.join(mipmap_dir, "ic_launcher.png"))
+        legacy.convert("RGB").save(os.path.join(mipmap_dir, "ic_launcher_round.png"))
+
+    drawable_dir = os.path.join(RES_DIR, "drawable-nodpi")
+    os.makedirs(drawable_dir, exist_ok=True)
+    splash = centered_on(SPLASH_CANVAS_PX, resized(mark, round(SPLASH_CANVAS_PX * SPLASH_ICON_RATIO)), (0, 0, 0, 0))
+    splash.save(os.path.join(drawable_dir, "splash_icon.png"))
+
+    print(f"wrote launcher icons for {len(DENSITIES)} densities + splash icon to {RES_DIR}", file=sys.stderr)
+
+
+if __name__ == "__main__":
+    main()

android/settings.gradle.kts

@@ -0,0 +1,26 @@
+pluginManagement {
+    repositories {
+        google()
+        mavenCentral()
+        gradlePluginPortal()
+    }
+}
+
+// Auto-provisions the JDK 17 toolchain app/build.gradle.kts requests (see
+// its jvmToolchain(17) call) - this host's only JDKs otherwise are system
+// JDK 11 (too old for AGP 9) and Android Studio's bundled JBR 25 (newer
+// than Kotlin's compiler officially targets yet).
+plugins {
+    id("org.gradle.toolchains.foojay-resolver-convention") version "0.8.0"
+}
+
+dependencyResolutionManagement {
+    repositoriesMode.set(RepositoriesMode.FAIL_ON_PROJECT_REPOS)
+    repositories {
+        google()
+        mavenCentral()
+    }
+}
+
+rootProject.name = "fuelish-android"
+include(":app")

build-image.sh

@@ -1,7 +1,11 @@
 #!/usr/bin/env bash
-# Builds the gastronomy tools image (tooling-container/Dockerfile) locally, tagged with
-# tooling-container/VERSION and :latest. Does not push - test it with the numbered
-# pipeline scripts first, then publish with ./upload-image.sh.
+# Builds every image this repo's pipeline/CI needs: the fuelish tools
+# image (tooling-container/Dockerfile) and the Android CI/release build
+# image (build-image/Dockerfile), each tagged from its own VERSION file,
+# plus pulls ollama/ollama (used by 0_run_ollama.sh). Does not push - test
+# the tools image with the numbered pipeline scripts and the
+# android-builder image with ./run-image.sh, then publish both with
+# ./upload-image.sh.
 set -euo pipefail
 
 cd "$(dirname "${BASH_SOURCE[0]}")"
@@ -12,23 +16,37 @@ fail() { echo "PREFLIGHT FAIL: $*" >&2; exit 1; }
 command -v docker >/dev/null 2>&1 \
     || fail "docker not found in PATH"
 
-IMAGE="${REGISTRY_IMAGE:-gastronomy/tools}"
+TOOLS_IMAGE="${REGISTRY_IMAGE:-fuelish/tools}"
+ANDROID_IMAGE="${REGISTRY_ANDROID_IMAGE:-cr.ladkau.de/fuelish/android-builder}"
 if [ -f "$ROOT/registry.env" ]; then
     # shellcheck disable=SC1091
     source "$ROOT/registry.env"
-    IMAGE="${REGISTRY_IMAGE:-$IMAGE}"
+    TOOLS_IMAGE="${REGISTRY_IMAGE:-$TOOLS_IMAGE}"
+    ANDROID_IMAGE="${REGISTRY_ANDROID_IMAGE:-$ANDROID_IMAGE}"
 fi
 
-VERSION="$(<"$ROOT/tooling-container/VERSION")"
-[ -n "$VERSION" ] || fail "tooling-container/VERSION is empty"
+TOOLS_VERSION="$(<"$ROOT/tooling-container/VERSION")"
+[ -n "$TOOLS_VERSION" ] || fail "tooling-container/VERSION is empty"
 
-echo "== Building $IMAGE:$VERSION =="
+ANDROID_VERSION="$(<"$ROOT/build-image/VERSION")"
+[ -n "$ANDROID_VERSION" ] || fail "build-image/VERSION is empty"
+
+echo "== Building $TOOLS_IMAGE:$TOOLS_VERSION =="
 docker build \
     -f "$ROOT/tooling-container/Dockerfile" \
-    -t "$IMAGE:$VERSION" \
-    -t "$IMAGE:latest" \
+    -t "$TOOLS_IMAGE:$TOOLS_VERSION" \
+    -t "$TOOLS_IMAGE:latest" \
     "$ROOT/tooling-container"
 
+echo "== Building $ANDROID_IMAGE:$ANDROID_VERSION =="
+docker build \
+    -t "$ANDROID_IMAGE:$ANDROID_VERSION" \
+    -t "$ANDROID_IMAGE:latest" \
+    "$ROOT/build-image"
+
+echo "== Pulling ollama/ollama (used by 0_run_ollama.sh) =="
+docker pull ollama/ollama
+
 echo "== Done =="
-echo "Image: $IMAGE:$VERSION (and :latest)"
-echo "Test it with the numbered pipeline scripts, then publish with ./upload-image.sh"
+echo "Images: $TOOLS_IMAGE:$TOOLS_VERSION, $ANDROID_IMAGE:$ANDROID_VERSION (both also :latest)"
+echo "Test the tools image with the numbered pipeline scripts, the android-builder image with ./run-image.sh, then publish both with ./upload-image.sh"

build-image/Dockerfile

@@ -0,0 +1,73 @@
+# Build environment for the Android app (android/): JDK + Android SDK
+# cmdline-tools, pinned to the versions validated on the maintainer's dev
+# machine (matching android/app/build.gradle.kts's compileSdk). Used both
+# by .gitea/workflows/build.yml's CI container and by ../run-image.sh for
+# a local, CI-equivalent build. Rebuild with ../build-image.sh whenever a
+# version below changes.
+#
+# fuelish's Android app has no native/NDK code, so unlike a build image
+# that also needs an NDK/CMake toolchain, this is just a JDK + the SDK's
+# own cmdline-tools/platform/build-tools.
+#
+# Does NOT contain any secrets - registry/SFTP credentials are injected
+# at job runtime from Gitea Actions secrets, never baked into this image.
+FROM ubuntu:24.04
+
+ARG NODE_VERSION=24.16.0
+ARG ANDROID_CMDLINE_TOOLS_VERSION=9862592
+ARG ANDROID_PLATFORM_VERSION=36
+ARG ANDROID_BUILD_TOOLS_VERSION=36.0.0
+
+ENV DEBIAN_FRONTEND=noninteractive
+
+# openjdk-17-jdk-headless: Gradle/AGP's own minimum JDK (see
+# android/app/build.gradle.kts's compileOptions).
+# make: the root Makefile's `android` target (run by both run-image.sh
+# and .gitea/workflows/build.yml).
+# python3/python3-pil: android/scripts/gen_app_icons.py's Pillow
+# dependency (see android/app/build.gradle.kts's generateAppIcons
+# preBuild task) - apt's python3-pil is used instead of pip/venv since
+# nothing else in this image needs a Python environment.
+# git/curl/ca-certificates/unzip/xz-utils: checkout and SDK/Node tool
+# downloads (xz-utils: Node's release tarball below is .tar.xz).
+# openssh-client: the build workflow's `sftp` publish to dl.ladkau.de.
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        openjdk-17-jdk-headless make python3 python3-pil \
+        git curl ca-certificates unzip xz-utils openssh-client \
+    && rm -rf /var/lib/apt/lists/*
+
+# Node.js: actions/checkout@v4 and actions/upload-artifact@v3 (used by
+# .gitea/workflows/build.yml) are both JS actions - Gitea's act_runner
+# execs them with whatever `node` is on this image's PATH rather than
+# injecting one itself (https://github.com/nektos/act/issues/107), and
+# this base image doesn't bring one.
+RUN curl -sSL -o /tmp/node.tar.xz \
+        "https://nodejs.org/dist/v${NODE_VERSION}/node-v${NODE_VERSION}-linux-x64.tar.xz" \
+    && tar -xJf /tmp/node.tar.xz -C /usr/local --strip-components=1 \
+    && rm /tmp/node.tar.xz
+
+# Android SDK: the cmdline-tools' own sdkmanager installs exactly the
+# platform/build-tools version android/app/build.gradle.kts pins -
+# resolved here so no `docker run` of this image needs network access to
+# install anything before `./gradlew assembleDebug` works. The Gradle
+# build itself still needs network access at build time (Gradle/AGP/
+# androidx dependency resolution against Google's Maven + Maven Central) -
+# android/gradlew resolves its own pinned Gradle version, no Gradle
+# binary is baked into this image.
+ENV ANDROID_HOME=/opt/android-sdk \
+    ANDROID_SDK_ROOT=/opt/android-sdk
+ENV PATH=${ANDROID_HOME}/cmdline-tools/latest/bin:${ANDROID_HOME}/platform-tools:${PATH}
+
+RUN mkdir -p "${ANDROID_HOME}/cmdline-tools" \
+    && curl -sSL -o /tmp/cmdline-tools.zip \
+        "https://dl.google.com/android/repository/commandlinetools-linux-${ANDROID_CMDLINE_TOOLS_VERSION}_latest.zip" \
+    && unzip -q /tmp/cmdline-tools.zip -d "${ANDROID_HOME}/cmdline-tools" \
+    && mv "${ANDROID_HOME}/cmdline-tools/cmdline-tools" "${ANDROID_HOME}/cmdline-tools/latest" \
+    && rm /tmp/cmdline-tools.zip \
+    && yes | sdkmanager --licenses >/dev/null \
+    && sdkmanager --install \
+        "platform-tools" \
+        "platforms;android-${ANDROID_PLATFORM_VERSION}" \
+        "build-tools;${ANDROID_BUILD_TOOLS_VERSION}"
+
+WORKDIR /workspace

build-image/VERSION

@@ -0,0 +1 @@
+0.1.0

docker-compose.yml

@@ -0,0 +1,35 @@
+# Runs the pipeline as a long-lived HTTP API for the Android app, on top
+# of the same tooling-container image the numbered host scripts use.
+# `docker compose up` alone is enough: the api service waits for Ollama
+# and pulls the model itself (see tooling-container/src/server.py).
+#
+# The numbered host scripts (0_run_ollama.sh, 1/2/3_*.sh) and
+# test_batch.sh are untouched and remain the way to inspect/test the
+# pipeline stage by stage; this is the additive "serve it for real" path.
+#
+# Usage: docker compose up -d
+# API reachable at http://<this-host>:8080 from any device on the LAN.
+services:
+  ollama:
+    image: ollama/ollama
+    volumes:
+      - fuelish-ollama-data:/root/.ollama
+    restart: unless-stopped
+
+  api:
+    build:
+      context: ./tooling-container
+    restart: unless-stopped
+    depends_on:
+      - ollama
+    environment:
+      OLLAMA_URL: http://ollama:11434/api/chat
+      OLLAMA_BASE_URL: http://ollama:11434
+      OLLAMA_MODEL: qwen2.5:3b
+    command: ["uvicorn", "server:app", "--app-dir", "/opt/app/src", "--host", "0.0.0.0", "--port", "8000"]
+    ports:
+      - "8080:8000"
+
+volumes:
+  fuelish-ollama-data:
+    name: fuelish-ollama-data

registry.env.example

@@ -1,9 +1,19 @@
 # Copy to registry.env (gitignored, never commit the real values) and fill
-# in your registry credentials. Used by build-image.sh, the numbered
-# pipeline scripts, and upload-image.sh. Only REGISTRY_IMAGE is needed for
-# local builds/runs; REGISTRY/REGISTRY_USER/REGISTRY_PASSWORD are only
-# needed to push with upload-image.sh.
-REGISTRY=
-REGISTRY_IMAGE=gastronomy/tools
+# in your registry credentials. Used by build-image.sh, upload-image.sh,
+# run-image.sh, and the numbered pipeline scripts.
+#
+# REGISTRY_IMAGE (the OCR pipeline's tools image, tooling-container/) and
+# REGISTRY_ANDROID_IMAGE (the Android CI/release build image,
+# build-image/) must both be fully-qualified with the registry host -
+# upload-image.sh does `docker push "$REGISTRY_IMAGE:..."` directly, so
+# an unqualified name (e.g. "fuelish/tools") silently resolves to Docker
+# Hub instead of $REGISTRY and fails to push there ("insufficient_scope:
+# authorization failed") even though `docker login "$REGISTRY"`
+# succeeded. Adjust the host below if your registry isn't cr.ladkau.de.
+# REGISTRY/REGISTRY_USER/REGISTRY_PASSWORD are only needed to push with
+# upload-image.sh.
+REGISTRY=cr.ladkau.de
+REGISTRY_IMAGE=cr.ladkau.de/fuelish/tools
+REGISTRY_ANDROID_IMAGE=cr.ladkau.de/fuelish/android-builder
 REGISTRY_USER=
 REGISTRY_PASSWORD=

run-image.sh

@@ -0,0 +1,69 @@
+#!/usr/bin/env bash
+# Runs `make android` inside the local android-builder image, mirroring
+# what the Gitea Actions build workflow does - useful for testing
+# build-image/ changes locally before pushing anything to a registry.
+#
+# Usage: ./run-image.sh [VERSION]
+#   VERSION is passed through to `make android` (see the Makefile's
+#   `android` target); omit it for its own git-tag-based default.
+set -euo pipefail
+
+cd "$(dirname "${BASH_SOURCE[0]}")"
+ROOT="$(pwd)"
+
+fail() { echo "PREFLIGHT FAIL: $*" >&2; exit 1; }
+
+command -v docker >/dev/null 2>&1 \
+    || fail "docker not found in PATH"
+
+IMAGE="${REGISTRY_ANDROID_IMAGE:-cr.ladkau.de/fuelish/android-builder}"
+if [ -f "$ROOT/registry.env" ]; then
+    # shellcheck disable=SC1091
+    source "$ROOT/registry.env"
+    IMAGE="${REGISTRY_ANDROID_IMAGE:-$IMAGE}"
+fi
+
+IMAGE_TAG="$(<"$ROOT/build-image/VERSION")"
+[ -n "$IMAGE_TAG" ] || fail "build-image/VERSION is empty"
+IMAGE="$IMAGE:$IMAGE_TAG"
+
+docker image inspect "$IMAGE" >/dev/null 2>&1 \
+    || fail "$IMAGE not found locally - run ./build-image.sh first"
+
+VERSION="${1:-${VERSION:-}}"
+
+# CI always starts from a fresh checkout, but this script bind-mounts the
+# live host repo - so build output left over from a previous local run
+# (dist/, android/build, the generated app icon/splash resources) would
+# make this run skip work a real fresh checkout wouldn't, silently hiding
+# bugs that only show up in CI. Wipe them first so every run exercises a
+# true from-scratch build, same as CI.
+echo "== Cleaning generated build artifacts for a fresh build =="
+rm -rf \
+    "$ROOT/dist" "$ROOT/android/build" "$ROOT/android/app/build" \
+    "$ROOT/android/app/src/main/res/drawable-nodpi" \
+    "$ROOT/android/app/src/main/res"/mipmap-mdpi "$ROOT/android/app/src/main/res"/mipmap-hdpi \
+    "$ROOT/android/app/src/main/res"/mipmap-xhdpi "$ROOT/android/app/src/main/res"/mipmap-xxhdpi \
+    "$ROOT/android/app/src/main/res"/mipmap-xxxhdpi
+
+echo "== Running make android inside $IMAGE =="
+# The container runs as root (needed for the SDK/Gradle caches baked into
+# the image), so anything it writes into this bind mount - dist/,
+# android/build, android/.gradle, etc. - would otherwise come back owned
+# by root, leaving the host repo unusable without sudo. Chown everything
+# back to the host user on exit, whether the build succeeds or fails.
+docker run --rm \
+    -v "$ROOT:/workspace" \
+    -w /workspace \
+    -e VERSION="$VERSION" \
+    -e HOST_UID="$(id -u)" \
+    -e HOST_GID="$(id -g)" \
+    "$IMAGE" \
+    bash -c '
+        git config --global --add safe.directory /workspace
+        trap "chown -R \"$HOST_UID:$HOST_GID\" /workspace" EXIT
+        make android
+    '
+
+echo "== Done - artifact in dist/ =="
+ls -la "$ROOT/dist"

test_batch.sh

@@ -1,17 +1,20 @@
 #!/usr/bin/env bash
-# Test-only tool: runs the full container pipeline (1_preprocess_image.sh,
-# 2_ocr_image.sh, 3_extract_data.sh) over every *.jpg in a test-data
-# directory, then compares the results against that directory's
-# ground-truth spreadsheet (benzin_kosten.ods). Everything -
+# Test-only tool: runs the full container pipeline
+# (12_adaptive_preprocess_ocr.sh, 3_extract_data.sh) over every *.jpg in
+# a test-data directory, then compares the results against that
+# directory's ground-truth spreadsheet (benzin_kosten.ods). Everything -
 # preprocessing, OCR, structuring, and the comparison itself - runs
 # inside the tooling container; nothing here depends on a host Python
 # environment.
 #
 # For an input directory <path>/<name>, two sibling directories are
 # created (mirroring <path>/<name>):
-#   <path>/<name>-scratch/<receipt>/  - intermediate step output
-#                                       (01_gray.png, 02_bilateral.png,
-#                                       03_final.png, ocr.txt) for
+#   <path>/<name>-scratch/<receipt>/  - intermediate step output: one
+#                                       variant<N>/ subdir per
+#                                       preprocessing variant tried
+#                                       (01_gray.png, ..., 0X_final.png,
+#                                       ocr.txt each) plus ocr.txt for
+#                                       the winning variant, for
 #                                       inspecting each step on its own
 #   <path>/<name>-result/<receipt>/   - final extracted.json per receipt,
 #                                       plus summary.txt with the overall
@@ -56,15 +59,14 @@ for img in "${IMAGES[@]}"; do
     receipt_result="$RESULT_DIR/$name"
     mkdir -p "$receipt_scratch" "$receipt_result"
     echo "--- $name ---"
-    ./1_preprocess_image.sh -in "$img" -out "$receipt_scratch" >/dev/null
-    ./2_ocr_image.sh -in "$receipt_scratch/03_final.png" -out "$receipt_scratch" >/dev/null
+    ./12_adaptive_preprocess_ocr.sh -in "$img" -out "$receipt_scratch" >/dev/null
     ./3_extract_data.sh -in "$receipt_scratch/ocr.txt" -out "$receipt_result" >/dev/null
 done
 
 echo
 echo "== Comparing against ground truth =="
 
-IMAGE="${REGISTRY_IMAGE:-gastronomy/tools}"
+IMAGE="${REGISTRY_IMAGE:-fuelish/tools}"
 if [ -f "$ROOT/registry.env" ]; then
     # shellcheck disable=SC1091
     source "$ROOT/registry.env"

test_ocr.sh

@@ -0,0 +1,37 @@
+#!/usr/bin/env bash
+# Test-only tool: runs preprocessing + OCR (1_preprocess_image.sh,
+# 2_ocr_image.sh - variant 0/baseline only, deliberately not
+# 12_adaptive_preprocess_ocr.sh) on a single receipt photo and prints the
+# raw OCR text to stdout - no LLM extraction step, no ground-truth
+# comparison, and no files left behind (unlike test_single.sh/
+# test_batch.sh, which persist scratch/result directories and go through
+# the real adaptive pipeline). Useful for quickly checking what Tesseract
+# actually reads off one specific preprocessing variant in isolation -
+# e.g. while iterating on tooling-container/src/preprocess.py - without
+# the adaptive step's variant selection in the way, waiting on the LLM
+# call, or needing ground truth.
+#
+# Usage: ./test_ocr.sh -in <photo.jpg>
+set -euo pipefail
+
+cd "$(dirname "${BASH_SOURCE[0]}")"
+
+fail() { echo "FAIL: $*" >&2; exit 1; }
+
+IN_PATH=""
+while [ $# -gt 0 ]; do
+    case "$1" in
+        -in) IN_PATH="${2:-}"; shift 2 ;;
+        *) fail "unknown argument: $1" ;;
+    esac
+done
+[ -n "$IN_PATH" ] || fail "usage: $0 -in <photo.jpg>"
+[ -f "$IN_PATH" ] || fail "input file not found: $IN_PATH"
+
+SCRATCH_DIR="$(mktemp -d)"
+trap 'rm -rf "$SCRATCH_DIR"' EXIT
+
+./1_preprocess_image.sh -in "$IN_PATH" -out "$SCRATCH_DIR" >/dev/null
+./2_ocr_image.sh -in "$SCRATCH_DIR/03_final.png" -out "$SCRATCH_DIR" >/dev/null
+
+cat "$SCRATCH_DIR/ocr.txt"

test_single.sh

@@ -0,0 +1,94 @@
+#!/usr/bin/env bash
+# Test-only tool: runs the full container pipeline
+# (12_adaptive_preprocess_ocr.sh, 3_extract_data.sh) on a single receipt
+# photo - the test_batch.sh equivalent for re-checking one receipt (e.g.
+# a known failure, after a preprocessing/prompt tweak) without re-running
+# a whole directory. If a ground-truth spreadsheet (*.ods) is found next
+# to the photo, compares the result against it the same way
+# test_batch.sh does; otherwise just prints the extracted JSON.
+# Everything - preprocessing, OCR, structuring, and the comparison itself
+# - runs inside the tooling container; nothing here depends on a host
+# Python environment.
+#
+# For an input photo <path>/<name>.jpg, two sibling directories are
+# created (mirroring test_batch.sh's layout, just for one receipt):
+#   <path>/<name>-scratch/<name>/  - intermediate step output: one
+#                                    variant<N>/ subdir per preprocessing
+#                                    variant tried, plus ocr.txt for the
+#                                    winning variant
+#   <path>/<name>-result/<name>/   - extracted.json, plus summary.txt
+#                                    if a ground-truth .ods was found
+#
+# Usage: ./test_single.sh -in <photo.jpg>
+set -euo pipefail
+
+cd "$(dirname "${BASH_SOURCE[0]}")"
+ROOT="$(pwd)"
+
+fail() { echo "FAIL: $*" >&2; exit 1; }
+
+IN_PATH=""
+while [ $# -gt 0 ]; do
+    case "$1" in
+        -in) IN_PATH="${2:-}"; shift 2 ;;
+        *) fail "unknown argument: $1" ;;
+    esac
+done
+[ -n "$IN_PATH" ] || fail "usage: $0 -in <photo.jpg>"
+[ -f "$IN_PATH" ] || fail "input file not found: $IN_PATH"
+
+IN_ABS="$(realpath "$IN_PATH")"
+IN_DIR="$(dirname "$IN_ABS")"
+NAME="$(basename "${IN_ABS%.jpg}")"
+
+SCRATCH_DIR="$IN_DIR/$NAME-scratch"
+RESULT_DIR="$IN_DIR/$NAME-result"
+receipt_scratch="$SCRATCH_DIR/$NAME"
+receipt_result="$RESULT_DIR/$NAME"
+mkdir -p "$receipt_scratch" "$receipt_result"
+
+echo "== Running pipeline on $NAME =="
+./12_adaptive_preprocess_ocr.sh -in "$IN_ABS" -out "$receipt_scratch" >/dev/null
+./3_extract_data.sh -in "$receipt_scratch/ocr.txt" -out "$receipt_result" >/dev/null
+
+echo
+echo "== Extracted =="
+cat "$receipt_result/extracted.json"
+echo
+
+ODS_PATH="$(find "$IN_DIR" -maxdepth 1 -name '*.ods' | head -n1)"
+if [ -n "$ODS_PATH" ]; then
+    echo
+    echo "== Comparing against ground truth =="
+
+    IMAGE="${REGISTRY_IMAGE:-fuelish/tools}"
+    if [ -f "$ROOT/registry.env" ]; then
+        # shellcheck disable=SC1091
+        source "$ROOT/registry.env"
+        IMAGE="${REGISTRY_IMAGE:-$IMAGE}"
+    fi
+    VERSION="$(<"$ROOT/tooling-container/VERSION")"
+    IMAGE="$IMAGE:$VERSION"
+
+    ODS_DIR="$(dirname "$ODS_PATH")"
+    ODS_FILE="$(basename "$ODS_PATH")"
+    GROUP_ADD_ARGS=(--group-add "$(stat -c %g "$ODS_DIR")")
+    RESULT_GID="$(stat -c %g "$RESULT_DIR")"
+    [ "$RESULT_GID" = "$(stat -c %g "$ODS_DIR")" ] || GROUP_ADD_ARGS+=(--group-add "$RESULT_GID")
+
+    docker run --rm \
+        --user "$(id -u):$(id -g)" \
+        "${GROUP_ADD_ARGS[@]}" \
+        -v "$ODS_DIR:/data/gt:ro" \
+        -v "$RESULT_DIR:/data/results:ro" \
+        "$IMAGE" \
+        python3 /opt/app/src/compare_ground_truth.py -gt "/data/gt/$ODS_FILE" -results /data/results \
+        | tee "$RESULT_DIR/summary.txt"
+else
+    echo "(no ground-truth .ods found next to $IN_PATH - skipping comparison)"
+fi
+
+echo
+echo "== Done =="
+echo "Intermediate step output: $receipt_scratch/"
+echo "Final result:             $receipt_result/extracted.json"

testing/2026_10_03_ocr_variant_experiment.md

@@ -0,0 +1,82 @@
+# 3-variant OCR cross-referencing experiment
+
+Tested whether running Tesseract over three image variants of the same
+receipt photo (original color photo, plain grayscale, and the existing
+denoised/contrast-enhanced preprocessing) and asking the extraction LLM
+to cross-reference all three per field would recover more correct data
+than the single-OCR-pass baseline, particularly for blurry/low-quality
+photos.
+
+## Result
+
+Mixed. One more receipt matched overall, two fields improved
+meaningfully, but the original target field (`litres`) did not improve,
+and `total_price` regressed.
+
+| Metric | Baseline (1 OCR pass) | New (3-variant cross-ref) |
+|---|---|---|
+| Matched to ground truth | 15/17 | 16/17 |
+| price_per_litre | 11/15 (73%) | 13/16 (81%) ↑ |
+| litres | 9/15 (60%) | 9/16 (56%) — unchanged, still worst |
+| discount | 11/15 (73%) | 15/16 (94%) ↑↑ |
+| total_price | 12/15 (80%) | 11/16 (69%) ↓ |
+
+## Root causes identified
+
+1. **The litres/price-per-litre line is the hardest OCR target**, regardless
+   of variant count. Noise characters (`x2p 02`, `*/p`) precede the real
+   numbers and the litre symbol `l` reads as `1`/`]`/`|` in all three
+   variants alike, so this field stays wrong at the same rate.
+2. **Three OCR readings don't guarantee the model picks the right one.**
+   On the blurry Jet receipt, the correct total `57,13` survives intact in
+   the original-photo variant, but the model still output `37.13`. Extra
+   (noisy) input sometimes confuses the small 3B model rather than helping
+   it reconcile.
+3. **`total_price` regressed** — cross-referencing conflicting reads
+   apparently made the model second-guess fields it used to get right from
+   a single clean reading.
+4. **Severe performance/stability cost** on this 2-core, GPU-less VM:
+   extraction latency became wildly inconsistent (1–19 minutes per receipt
+   vs. seconds before), and one run hit a hard timeout before the request
+   timeout was raised from 300s → 900s. The full 17-receipt batch that used
+   to finish in ~11 minutes now takes well over an hour.
+
+## Working examples (fully correct — all 4 fields + date matched)
+
+- `IMG_20260726_095120207`, `095321692`, `095428941`, `095442114`,
+  `095510481`, `095519964` — all Shell receipts with clean, high-contrast
+  OCR text across all three variants.
+
+## Not-working examples
+
+- **`IMG_20260525_182252232`** (the blurry Jet receipt that prompted this
+  experiment) — still no date match at all (extracted `13.05.2026` vs. true
+  `15.05.2026`). All three OCR variants scramble the header; even though
+  the correct total `57,13` is legible in the original-photo variant, the
+  model output `37.13` instead.
+- **`IMG_20260525_182144541`** — worst case, everything wrong except
+  date/time/transaction number: extracted `litres=1.205` (should be ~23),
+  `price_per_litre=1.389` (plausible alone, but paired with nonsense
+  litres), `discount=-0.08` (sign flipped), `total_price=5.33`. All three
+  OCR variants are near-unreadable for this receipt.
+- **`IMG_20260525_182116766`** — `litres` read correctly (`20.24`, matches
+  the OCR text `"20,24 1 1979 EUR/]"` cleanly) but `price_per_litre` came
+  out as `6.01` instead of `~1.979` — a pure extraction/reconciliation
+  error, not an OCR gap, since the right number is sitting right there in
+  the text.
+- **`IMG_20260726_095312079`, `095335197`, `095416655`, `095452747`,
+  `095501803`** — all wrong only on `litres`, the recurring weak field.
+- **`IMG_20260726_095215757`** — wrong on `litres` and `total_price`
+  together; the OCR text for that line is heavily corrupted
+  (`j 2 N N 4) ha 1: Hi A 1.869 EUR/`) in all three variants, so this one
+  genuinely lacks clean signal anywhere.
+
+## Conclusion / recommendation
+
+The extra OCR variants help in a few places (`discount`, `price_per_litre`)
+but don't fix the core problem (`litres` line noise), introduce a new
+failure mode (the model mis-reconciling conflicting-but-sometimes-correct
+reads), and cost a lot of latency/stability on this hardware. Leaning
+toward reverting to single-OCR unless a confidence-triggered fallback
+(only pull extra variants when the primary reading looks incomplete) is
+tried instead.

testing/2026_10_04_gimp_highpass_nlfilter_experiment.md

@@ -0,0 +1,182 @@
+# GIMP High Pass + NL Filter preprocessing experiment
+
+Tested whether a GIMP sharpening/denoising combo, applied to the photo
+*before* our existing `preprocess.py` (grayscale → bilateral filter →
+percentile autocontrast), recovers the compact "litres / EUR-per-litre"
+price line that's the pipeline's worst-performing OCR target (see
+`AGENT.md`'s "Known remaining failure modes"). Three stress-test receipts
+with known-bad baseline OCR on that line (`testdata/2026_stress_test/`,
+not checked in):
+
+- **A** `IMG_20260525_182252232` — ground truth 29,31 l / 1,949 EUR/l
+- **B** `IMG_20260525_182144541` — ground truth 17,88 l / 1,989 EUR/l
+- **C** `IMG_20260929_182218993` — ground truth 18,86 l / 2,129 EUR/l
+
+The recipe (discovered manually in GIMP's GUI, applied to the full
+uncropped color photo):
+
+1. **Gaussian Blur** (Size X=Y=4.15, Filter=Auto, Abyss=Clamp) with
+   **Blending Options: Mode=Grain Extract, Opacity=100** set directly in
+   the filter dialog — GIMP 2.10's GEGL-based "High Pass" filter has no
+   Script-Fu/PDB wrapper at all, so this is a Script-Fu-reachable
+   reproduction of it via the classic manual technique (blur, then
+   grain-extract-blend against the original).
+2. **Levels**: input low=58, gamma=0.96, high=135; output 0–255.
+3. **NL Filter**, filter-type=2 (edge-enhancement), alpha=0.69,
+   radius=0.52.
+
+## Result
+
+Every variant beat the pipeline's baseline (no GIMP step) on at least one
+field, for all three images — confirming the general direction helps.
+But no single step generalized on its own; only the full 2-step recipe
+was consistently good-to-exact across all three:
+
+| Image (ground truth) | Baseline | 1. Blur+GrainExtract | 2. +Levels | 3. NL Filter alone | 4. Full recipe (2+3) |
+|---|---|---|---|---|---|
+| **A** (29,31l / 1,949) | both unreadable | price≈missing, litres✗ | litres 29,91✗(1 digit) / price **1,949✓** | litres 28,31✗(1 digit) / price 1,983≈ | litres **29,31✓** / price 1,993≈ |
+| **B** (17,88l / 1,989) | litres+price both wrong | litres **17,88✓** / price 1,909≈ | litres **17,88✓** / price **1,989✓** | litres✗missing / price≈1989 (garbled) | litres 17,B8≈(1 char) / price **1,989✓** |
+| **C** (18,86l / 2,129) | litres wrong, price✗missing | litres **18,86✓** / price✗missing | litres **0.86✗** (broke it!) / price≈2,129 | litres **18,86✓** / price✗missing | litres **18,86✓** / price≈2,129 |
+
+Note step 2 (Levels) actively *breaks* C's litres reading that was fine
+after step 1 alone — a clear example of a step helping one receipt while
+hurting another, which is why no single step is a safe generalization on
+its own even though each one looks promising in isolation.
+
+## Root causes / methodology notes
+
+1. **GIMP's "High Pass" filter has no PDB/Script-Fu wrapper** — confirmed
+   by querying the full procedure database (`gimp-procedural-db-query`)
+   for anything matching `high.?pass`; only `plug-in-edge`,
+   `plug-in-unsharp-mask`, `plug-in-sharpen`, and `gimp-selection-sharpen`
+   exist. It's GEGL-only in this GIMP version (2.10.30). The manual
+   Gaussian-Blur-with-Grain-Extract-blend technique is the only
+   automatable equivalent.
+2. **GIMP's own "default" vs "legacy" grain-extract blend-mode variants
+   turned out not to matter** — tested both (`LAYER-MODE-GRAIN-EXTRACT`
+   = 46 and `LAYER-MODE-GRAIN-EXTRACT-LEGACY` = 20 against the same
+   input): numerically near-identical output either way.
+3. **A real, unresolved gap remains between GIMP's GUI-applied
+   Gaussian-Blur-with-in-dialog-blend and a classic two-layer Script-Fu
+   reproduction** (duplicate layer → blur → `gimp-layer-set-mode` →
+   flatten) of the *same nominal parameters*. The GUI version's grain-
+   extract output has roughly double the standard deviation (spread) of
+   the scripted version's, confirmed via direct pixel-value percentile
+   comparison (user's real `_5_1.jpg`: mean 118.5, std 40.4; scripted
+   equivalent: mean 128.0, std 8.7–23.2 across a wide blur-radius sweep
+   from 8 to 180 — never converges, ruling out a simple radius/scale
+   miscalibration). `plug-in-gauss`'s legacy-compat wrapper applies an
+   internal ~0.32× multiplier converting its "radius" input to GEGL's
+   `std-dev`, and the Grain Extract formula itself was confirmed correct
+   from GEGL source (`CLAMP(lower - upper + 0.5)` in normalized space).
+   The actual cause (most likely GEGL's abyss-policy/edge-handling or an
+   image-precision difference) was not pinned down — **GIMP batch
+   scripting cannot currently reproduce this step's real-world output
+   closely enough to trust for pipeline automation.**
+4. Separately (fixed along the way, not the cause of the above): GIMP
+   batch-mode has two sharp edges worth remembering if scripted again —
+   (a) `gimp-console -b <script> -b '(gimp-quit 0)'` as two separate
+   `-b` flags does not reliably terminate the process on error or even
+   on success; always pipe one script via stdin (`-b -`) with
+   `(gimp-quit 0)` as the last form *inside* that same stream.
+   (b) `gimp-image-insert-layer`'s position argument needs an explicit
+   `0` (top of stack) — `-1` does not reliably mean "top" and silently
+   produces a no-op-looking flatten (new layer ends up under the base
+   layer, which then opaquely covers it).
+
+## Native Python reimplementation and full-batch result — rejected
+
+Reimplemented the two steps natively (no GIMP dependency) in
+`tooling-container/src/preprocess.py`, inserted before the existing
+bilateral+autocontrast stage:
+
+- `highpass_substitute()`: `cv2.GaussianBlur` + the confirmed
+  `clip(gray - blurred + 128)` grain-extract formula + a linear
+  levels-stretch (low=58, high=135, gamma=0.96 — the same values as the
+  GIMP recipe).
+- `edge_enhance()`: a calibrated unsharp-mask-style boost
+  (`gray + 0.69 * (gray - GaussianBlur(gray, sigma=0.52))`) as the
+  OpenCV substitute for GIMP's NL Filter edge-enhancement mode (no direct
+  OpenCV equivalent exists).
+- Both steps' blur radii scale with image width (`/ 768`, the width A/B
+  were shot at) — necessary because C is 4096×3072, roughly 4-5x A/B's
+  linear resolution, and a fixed pixel radius calibrated at one scale
+  clearly under/over-shoots at the other (confirmed: before scaling, C's
+  litres read `0.86` instead of `18,86`; after scaling, `18,86✓`).
+
+On the A/B/C set, this **outperformed the GIMP-based matrix** — litres
+exact on all three images, price exact-or-close on all three (no GIMP
+dependency, no reproduction-gap uncertainty).
+
+**But it failed full-batch validation** against the real 52-receipt
+ground-truth set (`testdata/2026_benzin_kosten/`), the required next step
+per this project's evidence-based philosophy before touching the real
+pipeline:
+
+| Metric | Baseline (before) | With new preprocessing | Change |
+|---|---|---|---|
+| Date-matched | 37/52 | 30/52 | **-7** |
+| price_per_litre | 27/37 (73%) | 18/30 (60%) | ↓ |
+| litres (the targeted field) | 19/37 (51%) | 12/30 (40%) | ↓ worse |
+| discount | 29/37 (78%) | 22/30 (73%) | ↓ |
+| total_price | 23/37 (62%) | 18/30 (60%) | ↓ |
+
+Regression across every metric, including the exact field the change
+targeted — the same failure pattern as the earlier-rejected unsharp-
+masking attempt (see `AGENT.md`): it visibly helps the specific hard
+receipts it was designed for, but amplifies the dotted security-
+background pattern into OCR noise on receipts that were already reading
+fine, making the batch worse overall. **Reverted** from
+`preprocess.py`/the numbered scripts/docs; not going into the pipeline.
+
+## Adaptive per-receipt escalation — accepted
+
+This is now the second distinct sharpening-family approach (after naive
+unsharp masking - see `AGENT.md`) confirmed to fail *when applied
+globally*: strong locally on hard receipts, net-negative on the full
+batch, because it amplifies the security background pattern into noise
+on receipts the cheap baseline already reads fine. Both failures point
+at the same fix: apply it *selectively*, only to receipts the cheap pass
+already reads poorly, rather than to every photo.
+
+Implemented as `tooling-container/src/preprocess.py`'s four variants
+(0=baseline, 1=+`highpass_substitute`, 2=+`edge_enhance`, 3=+both) tried
+cheapest-first by `tooling-container/src/adaptive.py`, escalating only
+when the current variant's raw OCR text fails a cheap arithmetic-
+consistency check (`tooling-container/src/plausibility.py`:
+`price_per_litre * litres - discount ≈ total_price` within 0.05 EUR —
+the same identity and tolerance `android/.../ReceiptPlausibility.kt` and
+`compare_ground_truth.py` already use, applied here via regex-extracted
+candidate numbers straight from OCR text so the check needs no LLM call
+and runs once per variant instead of once per receipt). This keeps the
+expensive LLM structuring call to exactly one per receipt regardless of
+how many variants are tried, since tier selection happens entirely
+before that call.
+
+Full-batch result against `testdata/2026_benzin_kosten/` (same baseline
+as above):
+
+| Metric | Baseline | Adaptive | Change |
+|---|---|---|---|
+| Date-matched | 37/52 | 40/52 | **+3** |
+| price_per_litre | 27/37 (73%) | 34/40 (85%) | **↑** |
+| litres | 19/37 (51%) | 24/40 (60%) | **↑** |
+| discount | 29/37 (78%) | 34/40 (85%) | **↑** |
+| total_price | 23/37 (62%) | 24/40 (60%) | ≈ flat (+1 in count) |
+
+Improves every metric except total_price, which is essentially flat.
+**Accepted** — wired into `server.py`, `test_batch.sh`, `test_single.sh`,
+and the new `12_adaptive_preprocess_ocr.sh` (replacing the separate
+`1_preprocess_image.sh` + `2_ocr_image.sh` calls those two use;
+`1_preprocess_image.sh`/`2_ocr_image.sh` themselves are unchanged and
+still useful for inspecting one variant in isolation).
+
+## Conclusion
+
+The litres/price-per-litre line was the pipeline's hardest OCR target
+specifically because every fix tried so far has been a global tradeoff:
+good for hard receipts, bad for easy ones, on the same underlying cause
+(amplifying the security background pattern). Making the fix conditional
+on the cheap pass already looking wrong - judged cheaply, without an
+LLM call - was what actually let the hard-receipt win through without
+the easy-receipt cost.

tooling-container/Dockerfile

@@ -11,7 +11,10 @@ RUN pip install --no-cache-dir \
         pillow==11.0.0 \
         pytesseract==0.3.13 \
         requests==2.32.3 \
-        odfpy==1.4.1
+        odfpy==1.4.1 \
+        fastapi==0.115.5 \
+        uvicorn[standard]==0.32.1 \
+        python-multipart==0.0.17
 
 COPY src/ /opt/app/src/
 RUN chmod -R a+rX /opt/app/src

tooling-container/src/adaptive.py

@@ -0,0 +1,78 @@
+#!/usr/bin/env python3
+"""Adaptive preprocessing: tries preprocess.py's variants (0=cheapest,
+up to VARIANT_COUNT-1=most elaborate) in order, OCRing each and scoring
+the result with plausibility.best_residual() - no LLM call - stopping at
+the first variant whose OCR text already looks receipt-consistent.
+
+Exists because always applying the heavier variants regressed the full
+test batch even though they clearly help the specific hard receipts they
+were designed for (see
+testing/2026_10_04_gimp_highpass_nlfilter_experiment.md): escalating only
+when the cheap variant already looks implausible avoids that cost - and
+that risk - on the majority of receipts the baseline already reads
+correctly, while keeping the expensive LLM structuring call to exactly
+one per receipt no matter how many variants are tried.
+"""
+import argparse
+import os
+
+from ocr import ocr as run_ocr
+from plausibility import best_residual, is_plausible
+from preprocess import VARIANT_COUNT, preprocess
+
+
+def preprocess_and_ocr_adaptive(image_path: str, out_dir: str) -> dict:
+    """Returns {"ocr_text", "final_image_path", "variant", "residual",
+    "variants_tried"} - "variant" is whichever one was kept (the first
+    plausible one, or else the one with the lowest residual), not
+    necessarily the last one tried."""
+    best = None  # (residual, ocr_text, final_path, variant)
+    variants_tried = 0
+
+    for variant in range(VARIANT_COUNT):
+        variant_dir = os.path.join(out_dir, f"variant{variant}")
+        final_path = preprocess(image_path, variant_dir, variant=variant)
+        ocr_txt_path = run_ocr(final_path, variant_dir)
+        with open(ocr_txt_path, "r", encoding="utf-8") as f:
+            ocr_text = f.read()
+        variants_tried += 1
+
+        residual = best_residual(ocr_text)
+        if best is None or residual < best[0]:
+            best = (residual, ocr_text, final_path, variant)
+        if is_plausible(residual):
+            break
+
+    residual, ocr_text, final_path, variant = best
+    return {
+        "ocr_text": ocr_text,
+        "final_image_path": final_path,
+        "variant": variant,
+        "residual": residual,
+        "variants_tried": variants_tried,
+    }
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("-in", dest="in_path", required=True)
+    parser.add_argument("-out", dest="out_dir", required=True)
+    args = parser.parse_args()
+
+    result = preprocess_and_ocr_adaptive(args.in_path, args.out_dir)
+
+    ocr_path = os.path.join(args.out_dir, "ocr.txt")
+    with open(ocr_path, "w", encoding="utf-8") as f:
+        f.write(result["ocr_text"])
+
+    print(
+        f"variant={result['variant']} "
+        f"variants_tried={result['variants_tried']} "
+        f"residual={result['residual']:.3f} "
+        f"final_image={result['final_image_path']}"
+    )
+    print(ocr_path)
+
+
+if __name__ == "__main__":
+    main()

tooling-container/src/plausibility.py

@@ -0,0 +1,70 @@
+#!/usr/bin/env python3
+"""Cheap, LLM-free plausibility scoring of raw OCR text from a German fuel
+receipt. Used by adaptive.py to rank several preprocessing variants' OCR
+output against each other - and decide whether to bother trying a more
+elaborate variant at all - without paying for an LLM call per variant.
+
+Mirrors the same arithmetic identity and EUR tolerance
+android/.../ReceiptPlausibility.kt and compare_ground_truth.py use
+(total_price == price_per_litre * litres - discount, within 0.05 EUR),
+applied here to candidate numbers found directly in raw OCR text rather
+than already-structured fields, since this runs before (and to help pick
+input for) the single structuring LLM call.
+"""
+import re
+
+TOLERANCE_EUR = 0.05
+
+_NUMBER_RE = re.compile(r"(\d{1,3}),(\d{2,3})")
+
+# Plausible-value ranges for German fuel receipts, used to keep the
+# combination search small and to reject obviously-wrong candidates
+# (transaction IDs, card digits, etc. pulled in by the same regex).
+_PRICE_RANGE = (0.5, 3.5)
+_LITRES_RANGE = (1.0, 150.0)
+_TOTAL_RANGE = (1.0, 500.0)
+_DISCOUNT_RANGE = (0.0, 50.0)
+
+
+def _candidates(ocr_text: str) -> list[float]:
+    out = []
+    for m in _NUMBER_RE.finditer(ocr_text):
+        try:
+            out.append(float(f"{m.group(1)}.{m.group(2)}"))
+        except ValueError:
+            continue
+    return out
+
+
+def best_residual(ocr_text: str) -> float:
+    """Smallest |price_per_litre * litres - discount - total_price| over
+    plausible-range combinations of numbers found in ocr_text. Lower is
+    more plausible; see is_plausible() for the pass/fail threshold. inf
+    if the text doesn't contain enough candidate numbers in the right
+    ranges to try any combination at all."""
+    candidates = _candidates(ocr_text)
+    prices = [c for c in candidates if _PRICE_RANGE[0] <= c <= _PRICE_RANGE[1]]
+    litres = [c for c in candidates if _LITRES_RANGE[0] <= c <= _LITRES_RANGE[1]]
+    totals = [c for c in candidates if _TOTAL_RANGE[0] <= c <= _TOTAL_RANGE[1]]
+    discounts = [0.0] + [
+        c for c in candidates if _DISCOUNT_RANGE[0] < c <= _DISCOUNT_RANGE[1]
+    ]
+
+    best = float("inf")
+    for p in prices:
+        for litre in litres:
+            if litre == p:
+                continue
+            price_times_litres = p * litre
+            for t in totals:
+                if t == p or t == litre:
+                    continue
+                for d in discounts:
+                    residual = abs(price_times_litres - d - t)
+                    if residual < best:
+                        best = residual
+    return best
+
+
+def is_plausible(residual: float) -> bool:
+    return residual <= TOLERANCE_EUR

tooling-container/src/preprocess.py

@@ -8,12 +8,22 @@ the output directory (01_gray, 02_bilateral, 03_final) so the effect of
 each step can be inspected on its own before trusting the final image to
 OCR.
 
-Heavier processing (strong denoising, local/CLAHE contrast, unsharp
+Heavier processing (strong denoising, local/CLAHE contrast, naive unsharp
 masking) was tried and tested worse: each one amplifies the security
 background pattern into OCR noise rather than suppressing it. This
-lighter two-step version was chosen because, across a set of receipts
-that the plain-grayscale baseline OCR'd incorrectly, it recovered data
-the baseline missed and never made a previously-correct read worse.
+lighter two-step version (variant 0 below, and the default) was chosen
+because, across a set of receipts that the plain-grayscale baseline
+OCR'd incorrectly, it recovered data the baseline missed and never made
+a previously-correct read worse.
+
+Variants 1-3 add a high-pass-style detail boost and/or edge enhancement
+before this same bilateral+autocontrast stage. Applied unconditionally
+to every receipt, this combination also tested worse on the full batch
+for the same reason (see
+testing/2026_10_04_gimp_highpass_nlfilter_experiment.md) - but it
+noticeably helps the specific hard receipts it was designed for, so
+adaptive.py tries these variants only when the cheap variant 0 already
+looks implausible, rather than applying them globally.
 """
 import argparse
 import os
@@ -22,6 +32,13 @@ import cv2
 import numpy as np
 from PIL import Image, ImageOps
 
+# Width the variant 1-3 parameters below were calibrated at; their blur
+# radii scale relative to this so they hold up across this project's test
+# photos, which range from ~768px to ~4096px wide.
+REFERENCE_WIDTH = 768
+
+VARIANT_COUNT = 4  # 0=baseline, 1=+highpass, 2=+edge-enhance, 3=+both
+
 
 def load_grayscale(path: str) -> np.ndarray:
     img = Image.open(path)
@@ -29,23 +46,66 @@ def load_grayscale(path: str) -> np.ndarray:
     return np.array(img)
 
 
+def highpass_substitute(
+    gray: np.ndarray, blur_sigma=4.15, low_in=58, high_in=135, gamma=0.96
+) -> np.ndarray:
+    scale = gray.shape[1] / REFERENCE_WIDTH
+    blurred = cv2.GaussianBlur(gray, (0, 0), sigmaX=blur_sigma * scale)
+    grain = np.clip(gray.astype(np.float32) - blurred.astype(np.float32) + 128.0, 0, 255)
+    normalized = np.clip((grain - low_in) / (high_in - low_in), 0, 1)
+    gamma_applied = np.power(normalized, 1.0 / gamma)
+    return np.clip(gamma_applied * 255.0, 0, 255).astype(np.uint8)
+
+
+def edge_enhance(gray: np.ndarray, amount=0.69, sigma=0.52) -> np.ndarray:
+    scale = gray.shape[1] / REFERENCE_WIDTH
+    blurred = cv2.GaussianBlur(gray, (0, 0), sigmaX=sigma * scale)
+    sharpened = gray.astype(np.float32) + amount * (
+        gray.astype(np.float32) - blurred.astype(np.float32)
+    )
+    return np.clip(sharpened, 0, 255).astype(np.uint8)
+
+
 def autocontrast(gray: np.ndarray, low_pct=2, high_pct=98) -> np.ndarray:
     lo, hi = np.percentile(gray, (low_pct, high_pct))
     stretched = (gray.astype(np.float32) - lo) * 255.0 / (hi - lo)
     return np.clip(stretched, 0, 255).astype(np.uint8)
 
 
-def preprocess(path: str, out_dir: str) -> str:
+def preprocess(path: str, out_dir: str, variant: int = 0) -> str:
+    """variant: 0=baseline (bilateral+autocontrast only, unchanged default
+    behavior), 1=+highpass_substitute, 2=+edge_enhance, 3=+both. See
+    adaptive.py for why this is a parameter rather than always-on."""
+    if not 0 <= variant < VARIANT_COUNT:
+        raise ValueError(f"variant must be 0-{VARIANT_COUNT - 1}, got {variant}")
+
     os.makedirs(out_dir, exist_ok=True)
 
-    gray = load_grayscale(path)
-    cv2.imwrite(os.path.join(out_dir, "01_gray.png"), gray)
+    stage = load_grayscale(path)
+    cv2.imwrite(os.path.join(out_dir, "01_gray.png"), stage)
 
-    bilateral = cv2.bilateralFilter(gray, d=5, sigmaColor=50, sigmaSpace=50)
-    cv2.imwrite(os.path.join(out_dir, "02_bilateral.png"), bilateral)
+    # Stage filenames only extend beyond the original 01/02/03 numbering
+    # for variants 1-3, which adaptive.py always runs in their own
+    # per-variant subdirectory - so this never changes what
+    # 1_preprocess_image.sh's default (variant 0) manual single-stage
+    # inspection produces, or any doc/script that hardcodes 03_final.png.
+    next_n = 2
+    if variant in (1, 3):
+        stage = highpass_substitute(stage)
+        cv2.imwrite(os.path.join(out_dir, f"0{next_n}_highpass.png"), stage)
+        next_n += 1
+
+    if variant in (2, 3):
+        stage = edge_enhance(stage)
+        cv2.imwrite(os.path.join(out_dir, f"0{next_n}_edgeenhance.png"), stage)
+        next_n += 1
+
+    bilateral = cv2.bilateralFilter(stage, d=5, sigmaColor=50, sigmaSpace=50)
+    cv2.imwrite(os.path.join(out_dir, f"0{next_n}_bilateral.png"), bilateral)
+    next_n += 1
 
     final = autocontrast(bilateral)
-    final_path = os.path.join(out_dir, "03_final.png")
+    final_path = os.path.join(out_dir, f"0{next_n}_final.png")
     cv2.imwrite(final_path, final)
 
     return final_path
@@ -55,9 +115,10 @@ def main():
     parser = argparse.ArgumentParser()
     parser.add_argument("-in", dest="in_path", required=True)
     parser.add_argument("-out", dest="out_dir", required=True)
+    parser.add_argument("-variant", dest="variant", type=int, default=0)
     args = parser.parse_args()
 
-    final_path = preprocess(args.in_path, args.out_dir)
+    final_path = preprocess(args.in_path, args.out_dir, args.variant)
     print(final_path)
 
 

tooling-container/src/server.py

@@ -0,0 +1,122 @@
+#!/usr/bin/env python3
+"""HTTP API that serves the pipeline (preprocess -> ocr -> structure) to
+the Android app. Runs the same in-process functions the numbered host
+scripts drive via `docker run` per stage, but skips the per-stage
+container start-up since a live server has no need for that
+inspectability - the host scripts remain the way to inspect each stage
+independently during pipeline development.
+
+Jobs are processed asynchronously so the app can show real per-stage
+progress: POST /jobs returns immediately with a job id; GET /jobs/{id}
+reports which of preprocessing/ocr/extracting is currently running, and
+the final result once done. Job state lives in memory only - this is a
+personal, LAN-only, single-instance server with no need for persistence
+here (the Android app is the system of record for confirmed receipts).
+"""
+import os
+import shutil
+import tempfile
+import threading
+import time
+import uuid
+
+import requests
+from fastapi import FastAPI, HTTPException, UploadFile
+from fastapi.responses import JSONResponse
+
+from adaptive import preprocess_and_ocr_adaptive
+from extract import structure
+
+OLLAMA_BASE_URL = os.environ.get("OLLAMA_BASE_URL", "http://127.0.0.1:11434")
+OLLAMA_MODEL = os.environ.get("OLLAMA_MODEL", "qwen2.5:3b")
+
+app = FastAPI(title="fuelish")
+
+_jobs: dict[str, dict] = {}
+_jobs_lock = threading.Lock()
+
+
+def _set_job(job_id: str, **fields) -> None:
+    with _jobs_lock:
+        _jobs[job_id].update(fields)
+
+
+def _ensure_model_pulled() -> None:
+    """Best-effort: wait for Ollama to come up (compose starts `api` and
+    `ollama` together, with no ordering guarantee beyond container start)
+    and pull OLLAMA_MODEL if it isn't already present, so a bare `docker
+    compose up` is enough without a manual `ollama pull` step. Runs in a
+    background thread - jobs submitted before this finishes will simply
+    fail with a clear error from Ollama."""
+    tags = None
+    for _ in range(60):
+        try:
+            tags = requests.get(f"{OLLAMA_BASE_URL}/api/tags", timeout=5).json()
+            break
+        except requests.RequestException:
+            time.sleep(2)
+    if tags is None:
+        return
+
+    have = {m["name"] for m in tags.get("models", [])}
+    if OLLAMA_MODEL in have or any(m.startswith(OLLAMA_MODEL + ":") for m in have):
+        return
+    try:
+        requests.post(
+            f"{OLLAMA_BASE_URL}/api/pull",
+            json={"name": OLLAMA_MODEL},
+            timeout=1800,
+        )
+    except requests.RequestException:
+        pass
+
+
+@app.on_event("startup")
+def _on_startup() -> None:
+    threading.Thread(target=_ensure_model_pulled, daemon=True).start()
+
+
+@app.get("/health")
+def health() -> dict:
+    return {"status": "ok"}
+
+
+def _process_job(job_id: str, image_path: str, scratch_dir: str) -> None:
+    try:
+        _set_job(job_id, status="preprocessing")
+        adaptive_result = preprocess_and_ocr_adaptive(image_path, scratch_dir)
+
+        _set_job(job_id, status="extracting")
+        result = structure(adaptive_result["ocr_text"])
+
+        _set_job(job_id, status="done", result=result)
+    except Exception as exc:  # noqa: BLE001 - reported to the client, not swallowed
+        _set_job(job_id, status="error", error=str(exc))
+    finally:
+        shutil.rmtree(scratch_dir, ignore_errors=True)
+
+
+@app.post("/jobs", status_code=201)
+async def create_job(image: UploadFile) -> JSONResponse:
+    job_id = uuid.uuid4().hex
+    scratch_dir = tempfile.mkdtemp(prefix=f"fuelish-{job_id}-")
+    image_path = os.path.join(scratch_dir, "upload" + os.path.splitext(image.filename or "")[1])
+    with open(image_path, "wb") as f:
+        f.write(await image.read())
+
+    with _jobs_lock:
+        _jobs[job_id] = {"status": "queued", "result": None, "error": None, "_created": time.time()}
+
+    thread = threading.Thread(target=_process_job, args=(job_id, image_path, scratch_dir), daemon=True)
+    thread.start()
+
+    return JSONResponse({"job_id": job_id}, status_code=201)
+
+
+@app.get("/jobs/{job_id}")
+def get_job(job_id: str) -> dict:
+    with _jobs_lock:
+        job = _jobs.get(job_id)
+        if job is None:
+            raise HTTPException(status_code=404, detail="job not found")
+        return {"status": job["status"], "result": job["result"], "error": job["error"]}

upload-image.sh

@@ -1,8 +1,10 @@
 #!/usr/bin/env bash
-# Pushes the gastronomy tools image - already built locally with
-# ./build-image.sh, and ideally verified with the numbered pipeline
-# scripts - to a container registry, so the k3s cluster (or other
-# machines) can pull it without rebuilding it.
+# Pushes every image ./build-image.sh built locally - the fuelish tools
+# image and the Android CI/release build image, each already verified
+# (tools image with the numbered pipeline scripts, android-builder image
+# with ./run-image.sh) - to a container registry, so the k3s cluster can
+# pull the tools image and Gitea Actions can pull the android-builder
+# image without rebuilding either.
 set -euo pipefail
 
 cd "$(dirname "${BASH_SOURCE[0]}")"
@@ -21,21 +23,31 @@ source "$ROOT/registry.env"
 
 : "${REGISTRY:?registry.env must set REGISTRY}"
 : "${REGISTRY_IMAGE:?registry.env must set REGISTRY_IMAGE}"
+: "${REGISTRY_ANDROID_IMAGE:?registry.env must set REGISTRY_ANDROID_IMAGE}"
 : "${REGISTRY_USER:?registry.env must set REGISTRY_USER}"
 : "${REGISTRY_PASSWORD:?registry.env must set REGISTRY_PASSWORD}"
 
-VERSION="$(<"$ROOT/tooling-container/VERSION")"
-[ -n "$VERSION" ] || fail "tooling-container/VERSION is empty"
+TOOLS_VERSION="$(<"$ROOT/tooling-container/VERSION")"
+[ -n "$TOOLS_VERSION" ] || fail "tooling-container/VERSION is empty"
 
-docker image inspect "$REGISTRY_IMAGE:$VERSION" >/dev/null 2>&1 \
-    || fail "$REGISTRY_IMAGE:$VERSION not found locally - run ./build-image.sh first"
+ANDROID_VERSION="$(<"$ROOT/build-image/VERSION")"
+[ -n "$ANDROID_VERSION" ] || fail "build-image/VERSION is empty"
+
+docker image inspect "$REGISTRY_IMAGE:$TOOLS_VERSION" >/dev/null 2>&1 \
+    || fail "$REGISTRY_IMAGE:$TOOLS_VERSION not found locally - run ./build-image.sh first"
+docker image inspect "$REGISTRY_ANDROID_IMAGE:$ANDROID_VERSION" >/dev/null 2>&1 \
+    || fail "$REGISTRY_ANDROID_IMAGE:$ANDROID_VERSION not found locally - run ./build-image.sh first"
 
 echo "== Logging in to $REGISTRY =="
 echo "$REGISTRY_PASSWORD" | docker login "$REGISTRY" -u "$REGISTRY_USER" --password-stdin
 
-echo "== Pushing $REGISTRY_IMAGE:$VERSION and :latest =="
-docker push "$REGISTRY_IMAGE:$VERSION"
+echo "== Pushing $REGISTRY_IMAGE:$TOOLS_VERSION and :latest =="
+docker push "$REGISTRY_IMAGE:$TOOLS_VERSION"
 docker push "$REGISTRY_IMAGE:latest"
 
+echo "== Pushing $REGISTRY_ANDROID_IMAGE:$ANDROID_VERSION and :latest =="
+docker push "$REGISTRY_ANDROID_IMAGE:$ANDROID_VERSION"
+docker push "$REGISTRY_ANDROID_IMAGE:latest"
+
 echo "== Done =="
-echo "Image: $REGISTRY_IMAGE:$VERSION"
+echo "Images: $REGISTRY_IMAGE:$TOOLS_VERSION, $REGISTRY_ANDROID_IMAGE:$ANDROID_VERSION"