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Recursive file scanner with metadata, tagging, and duplicate detection

Project description

ValScanner

A recursive file scanner with rich metadata extraction, full-text search, auto-tagging, thumbnail generation, and similar-folder detection — available as both a CLI tool and a PySide6 GUI.


Features

  • Recursive scan — indexes every file under a root directory into a local SQLite database
  • Rich metadata — image EXIF, audio tags, PDF page count (optional deps: Pillow, mutagen, PyPDF2)
  • Thumbnails — JPEG blobs stored in-database; shown in GUI grid view (requires Pillow or ffmpeg)
  • Media samples — short low-quality audio/video clips stored in-database (requires ffmpeg)
  • Auto-tagging — rule-based tags from path keywords, filename, size bucket, and extension
  • Full-text search — FTS5 virtual table over filenames and paths; live search in the GUI
  • Similar-folder detection — pairwise comparison using filename Jaccard + extension cosine + size ratio + SHA-256 Jaccard
  • View filters — slice the result set by category, size range, extension, or path pattern without re-scanning
  • Export — CSV and JSON from both CLI and GUI
  • Multiple scan sessions — each scan stored with a label; compare, list, or delete past sessions

Requirements

Requirement Version Role
Python 3.8+ runtime
PySide6 any recent GUI
Pillow (optional) any image EXIF + thumbnails
mutagen (optional) any audio metadata (artist, album, duration, …)
PyPDF2 (optional) any PDF page count
ffmpeg (optional) any video thumbnails + media samples

Installation

pipx (recommended for most users)

# Install from PyPI — both CLI and GUI available immediately
pipx install valscanner

valscanner /path/to/scan      # CLI
valscanner-gui                # GUI

Run once without installing:

pipx run valscanner /path/to/scan
pipx run --spec valscanner valscanner-gui

macOS / Linux (from source)

git clone <repo-url> valscanner
cd valscanner

# Full install — creates .venv, installs all deps, symlinks launchers to ~/.local/bin
bash scripts/install.sh

# Skip optional rich-metadata deps (faster scan, no EXIF/audio/PDF)
bash scripts/install.sh --no-rich

# Install into your active Python environment instead of a new venv
bash scripts/install.sh --no-venv

# Choose where launcher symlinks go
bash scripts/install.sh --prefix /usr/local

Windows (from source)

git clone <repo-url> valscanner
cd valscanner

# Full install — creates .venv, writes .cmd launchers to %LOCALAPPDATA%\Programs\ValScanner\bin
.\scripts\install.ps1

# Skip optional deps
.\scripts\install.ps1 -NoRich

# Install into your active Python environment
.\scripts\install.ps1 -NoVenv

# Choose launcher directory
.\scripts\install.ps1 -Prefix "C:\Tools\ValScanner"

pip (manual)

pip install valscanner              # CLI + GUI
pip install "valscanner[rich]"      # + image EXIF / audio tags / PDF metadata

Quick Start

# Index your Downloads folder
valscanner ~/Downloads

# Open the result in the GUI
valscanner-gui

The GUI will load your most recent scan automatically. Switch between grid and list view, search by filename, filter by category or size, and inspect any file in the detail panel on the right.


CLI Usage

Basic scan

valscanner /path/to/scan

Writes results to file_index.db in the current directory. Prints a summary when done:

✅ Done in 4.2s — scan #1, 12,847 indexed, 0 errors, 3 skipped

Named scans

Use --label to tag a scan session with a human-readable name. Useful when you scan the same root repeatedly over time:

valscanner ~/Documents --label "docs-before-cleanup"
valscanner ~/Documents --label "docs-after-cleanup"
valscanner --list-scans
[  1]  docs-before-cleanup       14,201 files     2.1 GB  2026-05-01 09:12
[  2]  docs-after-cleanup        11,088 files     1.6 GB  2026-05-17 14:30

Fast scan (skip hashing)

SHA-256 hashing is the slowest part of a scan. Skip it when you only need the file index, not exact-duplicate detection:

valscanner /large/drive --no-hash

Note: the similar-folder algorithm uses a lighter similarity model when hashes are absent, relying on filenames, extensions, and sizes instead.

Search after scanning

valscanner /path --query "invoice"

Runs an FTS5 query against the database and prints matching files after the scan completes. You can also query an existing database without re-scanning:

valscanner --query "contract" --db my.db --list-scans

Export results

# Export to CSV and JSON in one pass
valscanner ~/Projects --export-csv --export-json --db projects.db

# Resulting files: projects.csv, projects.json

The CSV contains one row per file with all indexed columns. The JSON is an array of the same objects, useful for piping into jq or loading into pandas.

Verbose mode

Print each file path as it is indexed — useful to verify what is being included or skipped:

valscanner /path --verbose

Manage scan history

# List all scans stored in a database
valscanner --list-scans --db archive.db

# Delete a specific scan (removes its files, folders, thumbnails, and media samples)
valscanner --delete-scan 3 --db archive.db

Full flag reference

Flag Default Description
path Root directory to scan (required unless using --list-scans or --delete-scan)
--db PATH file_index.db SQLite database file to write to / read from
--label NAME (timestamp) Human-readable label for this scan session
--no-hash off Skip SHA-256 hashing (faster; lighter similarity model)
--export-csv off Write <db-name>.csv after scan
--export-json off Write <db-name>.json after scan
--query TERM FTS5 query to run against the database after scanning
--verbose / -v off Print each file path as it is indexed
--list-scans Print all scans in the database and exit
--delete-scan ID Delete a scan by numeric ID and exit

GUI Usage

Launch the GUI:

valscanner-gui
# or via pipx
pipx run --spec valscanner valscanner-gui

Starting a scan

Click Scan in the toolbar or go to File → Scan Directory. A file picker opens; choose a root directory. Then click Options (or the gear icon) before confirming to configure the scan.

Scan Options dialog

Option What it does
Store thumbnails Saves a JPEG thumbnail per image/video file into the database. Shown in grid view. Requires Pillow (images) or ffmpeg (video).
Thumbnail size Max pixel dimension (32–512 px, default 128 px)
JPEG quality Compression quality for stored thumbnails (40–95%, default 75%)
Store media samples Saves a short low-quality clip per audio/video file (32 kbps MP3 / 240p MP4). Requires ffmpeg.
Sample duration Length of each media sample (1–30 s, default 5 s)

Folder filters (applied during scan — excluded folders are never indexed):

Filter Skips
Hidden folders Any directory whose name starts with .
Version control .git, .svn, .hg, and similar VCS directories
System folders Windows, System32, Library, /proc, /sys, and similar
Cache & build dirs node_modules, __pycache__, .venv, venv, dist, build, and similar

File filters (applied during scan — excluded files are never indexed):

Filter Skips
Hidden files Any file whose name starts with .
Binary / compiled .exe, .dll, .so, .pyc, .o, .a, and similar
Temporary files .tmp, .bak, .swp, .DS_Store, and similar
Log files .log

Browsing results

After a scan completes, the file list populates immediately. Use:

  • Grid view — shows thumbnails for images and videos; cards display name, size, and category colour
  • List view — compact rows; sortable by name, size, category, or extension; numeric sort for size
  • Search bar — full-text search over filenames and paths (FTS5); results update as you type
  • Folder tree (left panel) — click any folder to filter the file list to that directory; hold Shift and click for a recursive filter
  • Detail panel (right panel) — click any file to see its full path, size, category, extension, tags, EXIF/audio metadata, and thumbnail

View Filters dialog

View → Filters opens a live, non-modal filter panel. Changes apply instantly without re-scanning.

Categories — toggle any combination of the 14 file categories:

archive · audio · code · data · document · ebook · executable · font · image · other · photo · presentation · spreadsheet · video

Use Select all / Select none buttons to quickly isolate a single category.

Size range — enter a min and/or max file size with a unit (B / KB / MB / GB). Example: show only files between 10 MB and 2 GB.

Extensions — comma-separated list of extensions to show. Leave empty for all. Example: jpg, png, webp shows only those three.

Path & file filters — same folder/file filter options as the Scan Options dialog, but applied to the current view in real time (no re-scan needed):

  • Hide hidden folders / VCS dirs / system folders / cache dirs
  • Hide hidden files / binary files / temp files / log files

Click Reset all filters to return to the unfiltered view.

Similar folders panel

View → Similar Folders (or the tab on the left) runs a background analysis comparing every folder pair in the scan using a weighted blend of:

  • Filename Jaccard similarity
  • Extension cosine similarity
  • Size ratio
  • SHA-256 Jaccard similarity (only when hashes exist)

Results are shown as collapsible cards. Each card shows the two folder paths, their similarity score, and — if one folder is a subfolder of the other — the relative path. Child pairs nest under ancestor pairs.

Exporting from the GUI

File → Export CSV / File → Export JSON writes the current scan to a file of your choice.


Scenarios

"My Downloads folder is a mess"

valscanner ~/Downloads --label downloads-audit --export-csv

Open the CSV in a spreadsheet. Sort by size_bytes descending to find the largest files, or filter category = video to see what's eating space. In the GUI, use View Filters → Categories to hide everything except video and archive, then check the Folder tree for clusters.

"Index my entire photo library"

pip install "valscanner[rich]"   # ensure Pillow is present
valscanner ~/Pictures --label photos-2026 --db photos.db
valscanner-gui

In the GUI, enable Store thumbnails before scanning so the grid view shows image previews. Filter by category photo or image, then use the size filter (e.g. Min 5 MB) to find RAW files. Click any file in the detail panel to read its EXIF (camera model, date taken, GPS, dimensions).

"Find near-duplicate folders before migrating to a NAS"

valscanner /Volumes/OldDrive --label old-drive --db migration.db

After the scan, open the Similar Folders tab. Cards with a score above 0.8 are strong duplicate candidates. Expand each card to compare the two folder paths and decide which to keep.

"Audit a project repo before archiving"

valscanner ~/Projects/acme --label acme-audit --no-hash

Open View Filters and enable Hide: cache & build dirs and Hide: binary / compiled to strip out noise. Switch to the Folder tree panel to see which subdirectories are heaviest. Use View Filters → Extensions: log to quickly check how much log data is checked in.

"Compare a drive before and after a cleanup"

valscanner /Volumes/Drive --label before --db drive.db
# ... do your cleanup ...
valscanner /Volumes/Drive --label after  --db drive.db
valscanner --list-scans --db drive.db

Both scans share the same .db file. In the GUI, use the Scans panel to switch between them and compare totals.

"Quick search without opening the GUI"

# Find all files matching "contract" in an existing database
valscanner --query contract --db ~/Documents/docs.db --list-scans

Auto-generated tags

Every file receives a set of tags automatically. Tags are visible in the detail panel and exported with the file record.

Category tags

Category Tags added
photo photo, photos, media
video / audio video / audio, media
document / spreadsheet / presentation / ebook category name, documents
code code, source-code, lang-<ext> (e.g. lang-py)
archive archive, compressed
executable executable, binary

Size tags

Tag File size
empty-file 0 bytes
tiny < 10 KB
small 10 KB – 1 MB
medium 1 MB – 100 MB
large 100 MB – 1 GB
huge > 1 GB

Folder keyword tags — applied when the file's path contains a known folder name:

downloads-folder · desktop-folder · documents-folder · pictures-folder · music-folder · videos-folder · backup · archived · old-files · temp-files · cached · log-files · work · projects · personal · private · shared · screenshots · wallpapers · fonts · assets · source-code · binaries · libraries · node-modules · python-venv · git-repo

Filename keyword tags — applied when the filename contains a known keyword:

resume · invoice · receipt · contract · screenshot · wallpaper · backup · draft · final-version · readme · changelog · license · build-file · docker · installer · config-file · log-file · test-file · notes · todo · report · summary · budget · sensitive

Extension tags

Extensions Tag
.jpg .jpeg .heic .heif .raw .cr2 .nef camera-photo
.png .svg .webp graphic
.mp4 .mov .m4v modern-video
.mp3 .flac .m4a .aac music-file

Other tags: hidden-file, dotfile (files starting with .)


Database schema

Every .db file contains six tables:

Table Contents
scans One row per scan session (label, root, file count, total size, timestamp)
files One row per file; extra_meta is a JSON blob of rich metadata (EXIF, audio tags, etc.)
folders Cumulative byte/file counts for every ancestor directory up to the scan root
thumbnails JPEG blobs keyed by file_id
media_samples Low-quality audio/video clips keyed by file_id
files_fts FTS5 virtual table mirroring files; populated by AFTER INSERT / AFTER DELETE triggers

The database is plain SQLite — query it directly with any SQLite client:

sqlite3 file_index.db "SELECT name, size_bytes, category FROM files ORDER BY size_bytes DESC LIMIT 20"

Project layout

valscanner/
├── pyproject.toml          ← packaging & entry points
├── valscanner.spec         ← PyInstaller spec (native app)
├── app_entry.py            ← PyInstaller entry point
├── scripts/
│   ├── build_app.sh        ← macOS/Linux native app builder
│   ├── build_app.ps1       ← Windows native app builder
│   ├── install.sh          ← macOS/Linux installer
│   ├── install.ps1         ← Windows PowerShell installer
│   └── bump_version.py     ← update version across all files
│
└── valscanner/
    ├── cli.py              ← CLI entry point (valscanner)
    ├── core/               ← zero Qt dependencies
    │   ├── schema.py       ← DDL, human_size(), ts()
    │   ├── categories.py   ← extension → category mapping
    │   ├── metadata.py     ← EXIF, audio, PDF extractors
    │   ├── tagging.py      ← generate_tags()
    │   ├── scanner.py      ← scan()
    │   ├── similarity.py   ← find_similar_folders()
    │   ├── export.py       ← export_csv(), export_json()
    │   └── db.py           ← query_db(), list_scans(), delete_scan()
    └── gui/                ← PySide6 front-end (valscanner-gui)
        ├── window.py       ← MainWindow
        ├── workers.py      ← ScanWorker, AnalysisWorker (QThread)
        ├── models.py       ← FileTableModel, FileIconModel, ThumbnailCache
        ├── delegates.py    ← FileCardDelegate (grid), FileRowDelegate (list)
        ├── dialogs.py      ← ScanOptionsDialog, ViewFiltersDialog
        └── panels/
            ├── detail.py   ← file inspector (tags, metadata, thumbnail)
            ├── folders.py  ← folder tree
            ├── similar.py  ← similar-folder cards
            ├── scans.py    ← scan session switcher
            └── console.py  ← stderr bridge / log output

Development

# Editable install with all optional extras
pip install -e ".[rich]"

# Run without installing
python -m valscanner.gui.window    # GUI
python -m valscanner.cli /path     # CLI

Output files (*.db, *.csv, *.json) are gitignored.

Building native apps

# macOS (.app bundle, optionally .dmg)
bash scripts/build_app.sh
bash scripts/build_app.sh --dmg

# Linux (standalone directory + .tar.gz)
bash scripts/build_app.sh

# Windows (.exe via PyInstaller, optionally Inno Setup installer)
.\scripts\build_app.ps1
.\scripts\build_app.ps1 -Installer

Bumping the version

python scripts/bump_version.py 0.2.0

Updates pyproject.toml, valscanner/__init__.py, valscanner.spec, build_app.sh, build_app.ps1, and assets/windows_version_info.txt in one pass.


License

MIT — Copyright (c) 2026 Abdalrahman Valabji

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