Gwt integrations

GeminiWatermarkTool Skill for Claude-Like Agents

Overview

GeminiWatermarkTool (GWT) removes visible Gemini AI watermarks from images using mathematically accurate reverse alpha blending, with optional AI denoising (FDnCNN + NCNN Vulkan GPU) for residual cleanup.

Source: https://github.com/allenk/GeminiWatermarkTool

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Binary Location

Search in this order:

1. Environment variable: GWT_BINARY_PATH
2. System PATH: GeminiWatermarkTool (or .exe on Windows)
3. Claude skill bin directory:
   • Windows: %USERPROFILE%\.claude\skills\gwt\bin\GeminiWatermarkTool.exe
   • Linux/macOS: ~/.claude/skills/gwt/bin/GeminiWatermarkTool
4. Repo-local bin directory (validation mode / fallback):
   • Windows: .\bin\GeminiWatermarkTool.exe
   • Linux/macOS: ./bin/GeminiWatermarkTool

If not found, run the installer:

python ~/.claude/skills/gwt/install.py

For local validation inside this repo only:

python ~/.claude/skills/gwt/install.py --dir ./bin

Always pass --no-banner when calling GWT — suppresses ASCII art that wastes tokens.

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Watermark Profile Selection (v0.3.1+)

GWT ships with two watermark profiles. The default targets Gemini 3.5 and later, with automatic legacy fallback.

Profile	Targets	When tried
Current (V2)	Gemini 3.5 and later outputs	first, by default
Legacy (V1)	Pre-Gemini-3.5 outputs	automatically retried if V2 skips

This means remove_watermark(input, output) already handles mixed Gemini-3.5+ and pre-3.5 inputs without supervision — the CLI tries the current profile, and on skip retries with the legacy profile before reporting the final outcome. Two opt-out paths exist for the rare case where you need to pin a profile:

• no_legacy=True parameter — disable the automatic fallback (current only)
• remove_watermark_legacy / remove_watermark_batch_legacy — pin legacy only

Always start with remove_watermark / remove_watermark_batch. The auto-fallback handles the common case. The dedicated *_legacy tools are mostly there for callers that have side knowledge an image is pre-3.5 and want to skip the V2 attempt entirely.

What to do when detection fails ("skipped")

A skipped=True result from the default tool means both profiles tried their best and neither matched. The two indistinguishable causes are:

1. The image was generated by Gemini, but its watermark has been destroyed by heavy editing/resizing/re-encoding.
2. The image was not generated by Gemini at all.

Do NOT silently re-invoke remove_watermark_legacy — the automatic fallback has already attempted that. Instead, surface the result to the user and ask whether to escalate:

"I couldn't detect a Gemini watermark on this image (confidence X% on the current profile, Y% on legacy). Either it isn't a Gemini output, or the watermark has been damaged by post-processing. I can try forcing removal at a custom region if you can point me at one — otherwise there's nothing to do."

Escalation paths the agent can offer:

• --fallback-region br:64,64,500,500 --snap — multi-scale search in a user-supplied area (good for resized / cropped images)
• Lower --threshold (e.g. 0.15) — relaxes the safety gate; risky on non-Gemini files but legitimate when the user is certain
• Custom region in the GUI — most user-friendly for one-off cleanup

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Decision Logic

Pipeline selection (automatic, based on flags)

Flags	Internal behavior
No advanced flags	Standard 3-stage NCC detection → process or skip
--fallback-region only	Standard detection first → if not found, apply to fallback region
--fallback-region --snap	Skip standard detection entirely → snap search directly
--force	Skip detection, process unconditionally
--legacy	Pin V1 profile (pre-Gemini-3.5 outputs); skip the V2 attempt entirely
--no-legacy	Disable the auto V2 → V1 fallback (current profile only)
no --legacy and no --no-legacy	V2 first; auto-retry on V1 if V2 skips (v0.3.1+ default)

Case A — Standard image (not resized after generation)

GeminiWatermarkTool --no-banner -i input.jpg -o clean.jpg

Detection on by default (threshold 25%). Non-watermarked images are skipped safely.

Case B — Image was resized or recompressed

--fallback-region --snap together skips standard detection and goes straight to multi-scale snap search:

GeminiWatermarkTool --no-banner \
  -i input.jpg -o clean.jpg \
  --fallback-region br:64,64,500,500 \
  --snap --snap-max-size 320 --snap-threshold 0.60 \
  --denoise ai --sigma 50 --strength 120

Case C — Unknown image (try standard first, fallback on failure)

Use --fallback-region without --snap. Standard detection runs first; fallback region only activates if standard detection fails:

GeminiWatermarkTool --no-banner \
  -i input.jpg -o clean.jpg \
  --fallback-region br:64,64,500,500 \
  --denoise ai --sigma 50 --strength 120

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Full CLI Reference

Core options

Flag	Default	Description
-i, --input <path>	—	Input file or directory
-o, --output <path>	—	Output file or directory
-f, --force	false	Skip detection, process unconditionally
-t, --threshold <0.0-1.0>	0.25	Detection confidence threshold
--force-small	—	Force small watermark size
--force-large	—	Force large watermark size
--legacy	—	Pin pre-Gemini-3.5 profile (V1); skips V2 attempt.
--no-legacy	—	Disable the automatic V2 → V1 fallback.
-v, --verbose	false	Detailed output
-q, --quiet	false	Suppress output except errors
--no-banner	—	Hide ASCII banner (always use in this skill)

Region options

Flag	Description
--region <spec>	Explicit watermark region
--fallback-region <spec>	Search region when standard detection fails

Region spec formats:

Format	Meaning
x,y,w,h	Absolute pixel coordinates
br:mx,my,w,h	Bottom-right: margin_right, margin_bottom, width, height
bl:mx,my,w,h	Bottom-left relative
tr:mx,my,w,h	Top-right relative
tl:mx,my,w,h	Top-left / absolute
br:auto	Gemini default position for this image size

Snap engine

Flag	Default	Description
--snap	false	Multi-scale snap within region/fallback-region
--snap-max-size <32-320>	160	Maximum watermark size to search
--snap-threshold <0.0-1.0>	0.60	Minimum confidence to accept match

Denoise / inpaint

Flag	Default	Description
--denoise <method>	off	ai | ns | telea | soft | off
--sigma <1-150>	50	FDnCNN noise sigma (ai only)
--strength <0-300>	120 (ai) / 85 (others)	Blend strength in percent
--radius <1-25>	10	Inpaint radius (ns / telea / soft only)

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Watermark Size Auto-Detection

Profile	Small logo	Large logo	Threshold
V2 (default — Gemini 3.5+)	36×36	96×96	long side > 1024 → large
V1 (--legacy, pre-3.5)	48×48	96×96	long side > 1024 → large

Override with --force-small or --force-large. Profile is selected by --legacy (off = V2, on = V1).

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Parameter Tuning Guide

Situation	Action
Faint residual	--denoise ai --sigma 50 --strength 120
Visible edge artifacts	--sigma 75 --strength 180
Strong residual (heavily resized)	--sigma 100 --strength 250
Detection keeps skipping	Lower --threshold 0.15 or add --fallback-region
Snap finds nothing	Widen region, increase --snap-max-size 320
Snap confidence too low	Lower --snap-threshold 0.40
Wrong size detected	--force-small or --force-large

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Exit Codes (v0.3.1+)

Code	Meaning
0	File processed (or batch directory completed without errors)
1	Single-file invocation skipped — no watermark detected on any profile that the chosen flag combination tried
2	Real failure — bad arguments, missing input, IO/write error

Batch directory mode keeps lenient semantics (exit 0 unless something actually fails) since partial skips are expected when scanning a folder.

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Important Notes

1. AI denoise GPU fallback: Vulkan GPU used when available, falls back to CPU automatically. If AI init fails entirely, GWT falls back to NS inpainting.
2. SynthID cannot be removed: Statistically embedded during generation, inseparable from image content.
3. Supported formats: jpg, jpeg, png, webp, bmp
4. Batch mode: -i dir/ -o dir/ processes all images; non-watermarked files are skipped safely by default.
5. Profile auto-fallback (v0.3.1+): by default the CLI tries the current profile, then automatically retries with the legacy profile on skip. Pin a single profile with --legacy (V1 only) or --no-legacy (V2 only) if the auto-fallback isn't what you want.