Expand Seg task coverage and coverage dashboard

backend/app/agents/evaluation_agent.py

@@ -4,16 +4,21 @@ from pathlib import Path
 
 from ..catalog import get_catalog
 from ..config import settings
+from ..coverage import get_coverage_report
 
 
 REQUIRED_TASKS = {
     "dataset.upload": "covered_by_api",
     "dataset.video_frames": "job",
+    "dataset.yolo_txt_sort": "job",
     "segmodel.train": "job",
     "segmodel.predict": "job",
     "yolo.heatmap": "job",
+    "yolo.video_visible": "job",
     "mmseg.flops_fps": "job",
     "analysis.all": "job",
+    "visual.fps": "job",
+    "system.check_graph_card": "job",
 }
 
 
@@ -23,6 +28,7 @@ def evaluate_project() -> dict:
     backend = settings.project_root / "backend" / "app" / "main.py"
     readme = settings.project_root / "README.md"
     catalog = get_catalog()
+    coverage = get_coverage_report()
     checks = []
     suggestions = []
 
@@ -35,8 +41,12 @@ def evaluate_project() -> dict:
         "upload_ui": "uploadDatasetFiles" in frontend_text and "labels" in frontend_text and "masks" in frontend_text,
         "loss_result_ui": "loss" in frontend_text.lower() and "heatmap" in frontend_text.lower(),
         "dataset_api": "/api/datasets" in backend_text and "api_upload_dataset_files" in backend_text,
+        "coverage_api": "/api/coverage" in backend_text and coverage["task_build_passed"],
+        "visual_tools": "visual.yolo11_heatmap_v2" in catalog["task_types"] and "visual.fps" in catalog["task_types"],
+        "yolo_dataset_tools": "dataset.yolo_txt_sort" in catalog["task_types"] and "dataset.yolo_resize" in catalog["task_types"],
         "no_weight_to_gitea": "Do not push" in readme_text and "check_no_weight_git" in readme_text,
         "all_core_tasks": all(task in catalog["task_types"] for task in REQUIRED_TASKS if REQUIRED_TASKS[task] == "job"),
+        "mapped_user_scripts": not coverage["unmapped_user_scripts"],
     }
 
     for name, passed in expectations.items():
@@ -48,6 +58,8 @@ def evaluate_project() -> dict:
         suggestions.append("MMSeg algorithm catalog should expose all 31 algorithm generators.")
     if len(catalog["segmodel_architectures"]) < 12:
         suggestions.append("SegModel catalog should expose all 12 supported architectures.")
+    if coverage["unmapped_user_scripts"]:
+        suggestions.append(f"Map remaining user-facing scripts: {len(coverage['unmapped_user_scripts'])}")
     if not suggestions:
         suggestions.append("Current platform covers the requested control-plane features; next focus is real dataset/training acceptance tests.")
 
@@ -58,4 +70,3 @@ def evaluate_project() -> dict:
         "checks": checks,
         "suggestions": suggestions,
     }
-