<h1 id="seemoss-genesis-ultimate">🎨 SeeMoss-Genesis Ultimate — Anime Text-to-Image Workflow for MOSS-Image (v1.0)</h1>ComfyUI workflow for SeeMoss-Genesis, my anime model on MOSS-Image-SFT (OpenMOSS, ~5B DiT). Write an idea, get a detailed anime illustration — with an optional Qwen3.5 prompt enhancer, an SFW / NSFW switch, an optional LoRA loader and two hi-res finishing branches.Every saved PNG carries Civitai-readable generation data: upload it and Civitai fills in prompt, seed, sampler and the model link by itself.How it works: 🧠 load models → 🧬 optional LoRAs → ✍️ prompt → ✨ optional enhancer → 🎨 base image → 🔬 Detail Refiner (latent upscale 1.5× + refine) and/or 🔼 Tiled Upscale (1.5×, tile by tile) → 💾 every stage saves its own PNG with Civitai metadata. Everything is grouped, color-coded, switchable and documented with notes inside the workflow, including clickable download links.<hr />
<h2 id="bounding-box-editor">📐 NEW: Bounding Box Editor version</h2>Second version on this page: Bounding Box Editor v1.0. Same models and finishing as Ultimate, but you lay out the image by drawing boxes — label them <code>character</code>, <code>object</code> or <code>text</code>, caption each one, describe the background in the summary caption, and MOSS-Image builds the scene to your layout, including headlines and typography. Defaults to <a rel="ugc" href="https://civarchive.com/models/3031179?modelVersionId=3444861">Preview-Turbo</a> (CFG 1 · 4–8 steps) with the Detail Refiner (group 07). The box nodes are ComfyUI core (recent ComfyUI needed); the custom node list below is the same. Pick the version at the top of the page — the gallery shows the same scenes as Ultimate, rebuilt with box layouts.<hr />
<h2 id="controlnet">🗺️ NEW: ControlNet version</h2>Third version on this page: ControlNet v1.0. Same models and finishing as Ultimate, plus depth control: load any reference picture and the image keeps its pose, framing and silhouette while your prompt changes character, outfit, scene and style. The depth map is made automatically (MoGe 3, ComfyUI core) and fed into the MOSS-Image color/depth control adapter by <a target="_blank" rel="ugc" href="https://huggingface.co/darask0/MOSS-Image-color-depth-control">darask0</a>. An optional Color Map (one AIO Aux Preprocessor, OneFormer-ADE20K) can also keep the background/room layout of the reference — one ON / OFF switch, default OFF. Extra downloads: <a target="_blank" rel="ugc" href="https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_color_depth_control.safetensors">control adapter</a> and <a target="_blank" rel="ugc" href="https://huggingface.co/Comfy-Org/MoGe/resolve/main/geometry_estimation/moge_3_vitg_fp16.safetensors">MoGe 3</a>; extra custom node: comfyui_controlnet_aux (colour map only). Pick the version at the top of the page.<hr />
<h2 id="settings">⚙️ Recommended settings</h2><ul><li>🟢 Base (default): 25 steps · CFG 2.5 · Shift 5 · euler / simple</li><li>💎 Best quality: 50 steps · CFG 3 · Shift 5 · euler / simple</li><li>🚀 Turbo: CFG 1 · 4–8 steps · <a rel="ugc" href="https://civarchive.com/models/3031179?modelVersionId=3444861">Preview-Turbo</a></li><li>Skip Layer Guidance: optional, layer 22 · Triggers: seesee_elf, seesee_kitsune · pixel look: pixel art</li></ul><hr />
<h2 id="required-models">📥 Required Models</h2>All from the model page: <a rel="ugc" href="https://civarchive.com/models/3031179/seemoss-genesis">SeeMoss-Genesis on Civitai</a><ul><li>SeeMoss-Genesis (version Preview) → <code>ComfyUI/models/diffusion_models/</code> · int8_convrot (workflow default), BF16, fp8_scaled, mxfp8, nvfp4 or int4_convrot</li><li>Text encoder qwen3.5_9b_w4a8_gptq (version Text Encoder) → <code>ComfyUI/models/text_encoders/</code> · CLIP type moss_image</li><li>VAE flux2-vae_small (version VAE) → <code>ComfyUI/models/vae/</code></li><li>2x-AnimeSharpV4_RCAN by Kim2091 (optional, hi-res) → <code>ComfyUI/models/upscale_models/</code> · <a rel="ugc" href="https://github.com/Kim2091/Kim2091-Models/releases/download/2x-AnimeSharpV4/2x-AnimeSharpV4_RCAN.safetensors">Download</a></li></ul>Upstream: <a rel="ugc" href="https://huggingface.co/OpenMOSS-Team/MOSS-Image-SFT">MOSS-Image-SFT</a> · <a rel="ugc" href="https://github.com/OpenMOSS/MOSS-Image">OpenMOSS/MOSS-Image</a> · <a rel="ugc" href="https://huggingface.co/Comfy-Org/MOSS-Image">Comfy-Org repack</a> · <a rel="ugc" href="https://docs.comfy.org/tutorials/image/moss-image/moss-image">ComfyUI guide</a>⚠️ Civitai renames files on download. Open the workflow and pick your file in each loader.<hr />
<h2 id="required-custom-nodes">🧩 Required Custom Nodes</h2>Install via <a rel="ugc" href="https://github.com/Comfy-Org/ComfyUI-Manager">ComfyUI-Manager</a> (search the name) or git clone into <code>custom_nodes/</code>:<ul><li><a rel="ugc" href="https://github.com/seesee75-commits/ComfyUI-SeeSee-Civitai-Metadata">SeeSee Civitai Metadata</a> — the save nodes: Civitai-readable metadata in every PNG</li><li><a rel="ugc" href="https://github.com/willmiao/ComfyUI-Lora-Manager">ComfyUI-Lora-Manager</a> — LoRA loader + trigger words</li><li><a rel="ugc" href="https://github.com/rgthree/rgthree-comfy">rgthree-comfy</a> — hi-res group switch, image comparers</li><li><a rel="ugc" href="https://github.com/ssitu/ComfyUI_UltimateSDUpscale">ComfyUI_UltimateSDUpscale</a> — Tiled Upscale</li><li><a rel="ugc" href="https://github.com/giriss/comfy-image-saver">comfy-image-saver</a> — Seed Generator</li></ul>Everything else is ComfyUI core. Needs ComfyUI 0.42.0+ (native MOSS-Image support, subgraphs).<hr />
<h2 id="installation">🛠️ Installation</h2><ol><li>Install the 5 node packs with ComfyUI-Manager → restart ComfyUI.</li><li>Download model, text encoder, VAE (and optionally AnimeSharp) into the folders above.</li><li>Open the workflow and select your files in the loaders.</li><li>Write your idea in ✍️ Positive Prompt, set 🔞 NSFW MODE, switch groups on or off, hit Run. Images land in <code>output/</code> as <code>SeeMoss-Genesis_…</code>, <code>SeeMoss-Genesis-Refined_…</code> and <code>SeeMoss-Genesis-Tiled-Upscale_…</code>.</li></ol><hr />
<h2 id="notes">📝 Notes</h2><ul><li>✨ Prompt Enhancer: check 👁️ Final Prompt Preview before important renders. MOSS-Image likes long, natural-language English descriptions.</li><li>🔞 NSFW MODE switches the enhancer system prompt and the negative prompt together.</li><li>Adult content: consenting-adult content only, where platform and law allow.</li></ul>Credits: OpenMOSS (MOSS-Image, Apache 2.0) · Comfy-Org · Kim2091 (AnimeSharpV4) · rgthree · willmiao (LoRA Manager) · ssitu (Ultimate SD Upscale) · giriss (comfy-image-saver) · model + workflow: SeeSeeLP

SeeMoss-Genesis-Workflows

🖼️ SeeMoss-Genesis · Image Edit v1.0
A ComfyUI workflow to edit an existing picture with a short instruction, using SeeMoss-Genesis together with the MOSS-Image Edit LoRA. The source image goes in as a reference, the model redraws the same frame and only applies the change you describe: outfit, hair colour, season, accessories like glasses, eye colour.
The gallery shows original (left) | edited (right), the same showcase images as the Ultimate and Bounding Box versions, each with a different edit. Every edited PNG has the workflow embedded.

▶️ How to use
<ol>
<li>Download the <a target="_blank" rel="ugc" href="https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_edit_lora_rank_64_bf16.safetensors">edit LoRA</a> (297 MB) into <code>models/loras/</code> and keep it active in 🧬 LoRA Loader (strength 1).</li>
<li>Load your picture in 🖼️ Source Image (scaled to 1 MP, keeps aspect).</li>
<li>Write the change in ✅ Edit Instruction and queue.</li>
</ol>

✍️ Prompt tips
<ul>
<li>Best phrasing: <code>Change only the X to Y. Keep the character, face, hair, pose, background and composition unchanged.</code></li>
<li>One change per run works best; chain runs for more.</li>
<li>Colour, outfit, hair and accessory edits are very reliable. For a new season or scene be explicit (e.g. "heavy snow falling outside the windows").</li>
<li>Up to 4 reference images: connect them to both encode nodes and say what each picture is for.</li>
</ul>

⚙️ Settings
<ul>
<li>Preview (default): 25 steps · CFG 4 · Shift 5 · euler / simple</li>
<li>Preview-Turbo: 8 steps · CFG 1.5 · about 3× faster</li>
<li>CFG 4 matters on Preview: lower values can add stray accessories.</li>
<li>Optional 🔼 Hi-Res (Tiled Upscale / Detail Refiner) like in Ultimate.</li>
</ul>

📥 Models
<ul>
<li><a target="_blank" rel="ugc" href="https://civitai.red/models/3031179">SeeMoss-Genesis Preview</a> · <a target="_blank" rel="ugc" href="https://civitai.red/models/3031179?modelVersionId=3444861">Preview-Turbo</a></li>
<li><a target="_blank" rel="ugc" href="https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_edit_lora_rank_64_bf16.safetensors">moss_image_edit_lora_rank_64_bf16.safetensors</a> (Comfy-Org rehost of <a target="_blank" rel="ugc" href="https://huggingface.co/chinoll/Moss-Image-Edit">chinoll/Moss-Image-Edit</a>)</li>
<li>Text encoder <code>qwen3.5_9b_w4a8_gptq</code> (CLIP type moss_image) and VAE <code>flux2-vae_small</code>: version dropdown on the model page or <a target="_blank" rel="ugc" href="https://huggingface.co/Comfy-Org/MOSS-Image">Comfy-Org/MOSS-Image</a></li>
</ul>

🧩 Custom Nodes
<ul>
<li><a target="_blank" rel="ugc" href="https://github.com/seesee75-commits/ComfyUI-SeeSee-Civitai-Metadata">SeeSee Civitai Metadata</a> · save with Civitai metadata</li>
<li><a target="_blank" rel="ugc" href="https://github.com/willmiao/ComfyUI-Lora-Manager">ComfyUI-Lora-Manager</a> · LoRA Loader</li>
<li><a target="_blank" rel="ugc" href="https://github.com/rgthree/rgthree-comfy">rgthree-comfy</a> · Hi-Res switch, comparers</li>
<li><a target="_blank" rel="ugc" href="https://github.com/ssitu/ComfyUI_UltimateSDUpscale">ComfyUI_UltimateSDUpscale</a> · Tiled Upscale</li>
<li><a target="_blank" rel="ugc" href="https://github.com/giriss/comfy-image-saver">comfy-image-saver</a> · Seed Generator</li>
</ul>
Everything else is ComfyUI core. Needs ComfyUI 0.43.0+.

⚠️ Notes
<ul>
<li>An edit is slower than text-to-image because the reference is processed every step (~6 min Preview / ~2 min Turbo at 1 MP on an RTX 4060 Ti class GPU).</li>
<li>Big scene changes can stay partial; small details (gloves, jewellery) may change along with the edit.</li>
</ul>

Files with SHA256: 263a760cfea7270df548aa080eab49721e9d340290a6ed180463647f0131925b