{
  "manifest_version": 1,
  "name": "enhance-forensics",
  "version": "1.0.0",
  "description": "Local image/video forensic enhance ops: ELA overlays (image) and panorama stitch (video).",
  "entries": [
    {
      "kind": "sense",
      "id": "ela",
      "verb": "enhance",
      "label": "Local ELA forensics (image)",
      "summary": "Local `--ops ela` provider: ELA / noise-residual / luminance-gradient forensic overlays from an image (pillow + numpy; no key). Heuristic edit-detection LEADS, not proof — every record carries payload.caveat.",
      "indexableDefault": true,
      "descriptor": {
        "type": "exec",
        "run": "python3 shipped:providers/senses/enhance/ela.py --input {{input}}",
        "init": "python3 shipped:providers/senses/enhance/ela.py init",
        "describe": "python3 shipped:providers/senses/enhance/ela.py describe"
      }
    },
    {
      "kind": "sense",
      "id": "panorama",
      "verb": "enhance",
      "label": "Local panorama stitch (video)",
      "summary": "Local `--ops panorama` provider: stitch a panning video into ONE wide still (opencv-python + numpy; no key) — exposes a skyline/landmark strip for geolocation that no single frame shows.",
      "indexableDefault": true,
      "descriptor": {
        "type": "exec",
        "run": "python3 shipped:providers/senses/enhance/panorama.py --input {{input}}",
        "init": "python3 shipped:providers/senses/enhance/panorama.py init",
        "describe": "python3 shipped:providers/senses/enhance/panorama.py describe"
      }
    }
  ]
}