Add llm-assisted discovery extraction

railiance_fabric/cli.py

@@ -13,6 +13,7 @@ from pathlib import Path
 from .loader import declaration_files, load_yaml
 from .graph import FabricGraph, build_graph
 from .graph_explorer import fabric_graph_explorer_payload
+from .llm_extraction import LLMExtractionConfig
 from .scanner import ScanOptions, scan_repo
 from .validation import validate_roots
 
@@ -73,6 +74,12 @@ def build_parser() -> argparse.ArgumentParser:
     scan.add_argument("--dry-run", action="store_true", help="Do not write anywhere except an explicit --output file.")
     scan.add_argument("--output", type=Path, default=None, help="Write the discovery snapshot JSON to a file.")
     scan.add_argument("--json", action="store_true", help="Print the discovery snapshot JSON to stdout.")
+    scan.add_argument("--llm", action="store_true", help="Enable llm-connect assisted extraction.")
+    scan.add_argument("--llm-provider", default="mock", help="llm-connect provider name.")
+    scan.add_argument("--llm-model", default="mock", help="Model name passed to llm-connect.")
+    scan.add_argument("--llm-temperature", type=float, default=0.0)
+    scan.add_argument("--llm-max-tokens", type=int, default=1500)
+    scan.add_argument("--llm-min-confidence", type=float, default=0.6)
 
     registry = sub.add_parser("registry", help="Feed a running Railiance Fabric registry service.")
     registry_sub = registry.add_subparsers(dest="registry_command", required=True)
@@ -392,8 +399,15 @@ def _scan_repo(args: argparse.Namespace) -> int:
             domain=args.domain,
             commit=args.commit,
             profile=args.profile,
-            deterministic_only=True,
-            llm_enabled=False,
+            deterministic_only=not args.llm,
+            llm_enabled=args.llm,
+            llm_config=LLMExtractionConfig(
+                provider=args.llm_provider,
+                model=args.llm_model,
+                temperature=args.llm_temperature,
+                max_tokens=args.llm_max_tokens,
+                min_confidence=args.llm_min_confidence,
+            ),
         )
     )
     payload = json.dumps(snapshot, indent=2, sort_keys=True)
@@ -405,6 +419,8 @@ def _scan_repo(args: argparse.Namespace) -> int:
         return 0
 
     candidates = snapshot["candidates"]
+    review_count = len(snapshot.get("review_artifacts", []))
+    review_summary = f", {review_count} review artifact(s)" if review_count else ""
     mode = "dry-run " if args.dry_run else ""
     print(
         f"{mode}scan {snapshot['source']['repo_slug']} "
@@ -413,6 +429,7 @@ def _scan_repo(args: argparse.Namespace) -> int:
         f"{len(candidates['edges'])} edge(s), "
         f"{len(candidates['attributes'])} attribute(s), "
         f"{len(snapshot['replacement_scopes'])} replacement scope(s)"
+        f"{review_summary}"
     )
     if args.output:
         print(f"wrote {args.output}")