diff --git a/server/operators/mflux_image_edit/manifest.json b/server/operators/mflux_image_edit/manifest.json
new file mode 100644
index 0000000..8d0d8ce
--- /dev/null
+++ b/server/operators/mflux_image_edit/manifest.json
@@ -0,0 +1,20 @@
+{
+  "id": "mflux_image_edit",
+  "name": "Edit Image (local, Qwen)",
+  "category": "image-prep",
+  "description": "Image + instruction → edited image entirely on this Mac via mflux Qwen-Image-Edit (ungated/Apache-2.0). Free local alternative to fal_image_edit / nano-banana edit — 'remove the sticker', 'make it studio-lit on white', material/lighting changes. First run downloads weights.",
+  "accepts": ["image"],
+  "produces": ["image"],
+  "resources": "gpu",
+  "entry": "run.py",
+  "python": "/Users/m3ultra/Documents/MODELBEAST/venvs/mflux/bin/python",
+  "params_schema": {
+    "type": "object",
+    "properties": {
+      "prompt": {"type": "string", "default": "", "description": "Edit instruction (what to change)"},
+      "steps": {"type": "integer", "default": 25, "minimum": 1, "maximum": 50, "description": "Inference steps"},
+      "seed": {"type": "integer", "default": 42, "description": "Random seed"},
+      "guidance": {"type": "number", "default": 4.0, "minimum": 0, "maximum": 10, "description": "Guidance scale"}
+    }
+  }
+}
diff --git a/server/operators/mflux_image_edit/run.py b/server/operators/mflux_image_edit/run.py
new file mode 100644
index 0000000..db54f62
--- /dev/null
+++ b/server/operators/mflux_image_edit/run.py
@@ -0,0 +1,48 @@
+import argparse
+import json
+import subprocess
+import sys
+from pathlib import Path
+
+ap = argparse.ArgumentParser()
+ap.add_argument("--input", action="append", default=[])
+ap.add_argument("--outdir", required=True)
+ap.add_argument("--params", default="{}")
+a = ap.parse_args()
+p = json.loads(a.params)
+
+if not a.input:
+    print("ERROR: no input image")
+    sys.exit(1)
+if not p.get("prompt"):
+    print("ERROR: prompt is required — describe the edit you want")
+    sys.exit(1)
+cli = Path(sys.executable).parent / "mflux-generate-qwen-edit"
+if not cli.exists():
+    print(f"ERROR: {cli} missing. Run scripts/install_mflux.sh")
+    sys.exit(1)
+
+src = Path(a.input[0])
+outdir = Path(a.outdir)
+out = outdir / f"{src.stem}_edited.png"
+cmd = [str(cli), "--image-paths", str(src.resolve()),
+       "--prompt", p["prompt"],
+       "--steps", str(p.get("steps", 25)),
+       "--seed", str(p.get("seed", 42)),
+       "--guidance", str(p.get("guidance", 4.0)),
+       "--output", str(out.resolve())]
+
+print("+", " ".join(cmd), flush=True)
+print("(first run downloads Qwen-Image-Edit weights)", flush=True)
+res = subprocess.run(cmd, cwd=str(outdir), stdout=sys.stdout, stderr=subprocess.STDOUT)
+if res.returncode != 0:
+    sys.exit(res.returncode)
+
+pngs = sorted(outdir.rglob("*.png"))
+if not pngs:
+    print("ERROR: no edited image produced")
+    sys.exit(1)
+img = out if out.exists() else pngs[-1]
+(outdir / "result.json").write_text(json.dumps(
+    {"outputs": [{"path": img.name, "meta": {"tool": "qwen-image-edit"}}]}))
+print(f"done: {img.name}", flush=True)
diff --git a/server/operators/seedvr2_upscale/manifest.json b/server/operators/seedvr2_upscale/manifest.json
new file mode 100644
index 0000000..d3e7e8e
--- /dev/null
+++ b/server/operators/seedvr2_upscale/manifest.json
@@ -0,0 +1,20 @@
+{
+  "id": "seedvr2_upscale",
+  "name": "Upscale (local, SeedVR2)",
+  "category": "image-prep",
+  "description": "Image → faithful upscale entirely on this Mac via mflux SeedVR2 (ByteDance, ungated/MIT). Free local alternative to the cloud fal_upscale. Sharpen thin/low-res inputs before mesh-gen or texture work. First run downloads weights.",
+  "accepts": ["image"],
+  "produces": ["image"],
+  "resources": "gpu",
+  "entry": "run.py",
+  "python": "/Users/m3ultra/Documents/MODELBEAST/venvs/mflux/bin/python",
+  "params_schema": {
+    "type": "object",
+    "properties": {
+      "resolution": {"type": "string", "default": "2x", "description": "Scale factor (\"2x\", \"4x\") or shortest-edge pixels (e.g. \"2048\")"},
+      "softness": {"type": "number", "default": 0.0, "minimum": 0.0, "maximum": 1.0, "description": "Detail/denoise strength (0 = faithful, 1 = max)"},
+      "seed": {"type": "integer", "default": 42, "description": "Random seed"},
+      "quantize": {"type": "string", "enum": ["none", "8", "4"], "default": "none", "description": "Quantize to cut memory"}
+    }
+  }
+}
diff --git a/server/operators/seedvr2_upscale/run.py b/server/operators/seedvr2_upscale/run.py
new file mode 100644
index 0000000..6f42ff9
--- /dev/null
+++ b/server/operators/seedvr2_upscale/run.py
@@ -0,0 +1,47 @@
+import argparse
+import json
+import subprocess
+import sys
+from pathlib import Path
+
+ap = argparse.ArgumentParser()
+ap.add_argument("--input", action="append", default=[])
+ap.add_argument("--outdir", required=True)
+ap.add_argument("--params", default="{}")
+a = ap.parse_args()
+p = json.loads(a.params)
+
+if not a.input:
+    print("ERROR: no input image")
+    sys.exit(1)
+cli = Path(sys.executable).parent / "mflux-upscale-seedvr2"
+if not cli.exists():
+    print(f"ERROR: {cli} missing. Run scripts/install_mflux.sh")
+    sys.exit(1)
+
+src = Path(a.input[0])
+outdir = Path(a.outdir)
+out = outdir / f"{src.stem}_upscaled.png"
+cmd = [str(cli), "-i", str(src.resolve()),
+       "--resolution", str(p.get("resolution", "2x")),
+       "--softness", str(p.get("softness", 0.0)),
+       "--seed", str(p.get("seed", 42)),
+       "--output", str(out.resolve())]
+quant = str(p.get("quantize", "none"))
+if quant in ("4", "8"):
+    cmd += ["-q", quant]
+
+print("+", " ".join(cmd), flush=True)
+print("(first run downloads SeedVR2 weights)", flush=True)
+res = subprocess.run(cmd, cwd=str(outdir), stdout=sys.stdout, stderr=subprocess.STDOUT)
+if res.returncode != 0:
+    sys.exit(res.returncode)
+
+pngs = sorted(outdir.rglob("*.png"))
+if not pngs:
+    print("ERROR: no upscaled image produced")
+    sys.exit(1)
+img = out if out.exists() else pngs[-1]
+(outdir / "result.json").write_text(json.dumps(
+    {"outputs": [{"path": img.name, "meta": {"tool": "seedvr2", "resolution": p.get("resolution", "2x")}}]}))
+print(f"done: {img.name}", flush=True)