diff --git a/README.md b/README.md
index a7be260..ce4307d 100644
--- a/README.md
+++ b/README.md
@@ -25,7 +25,7 @@ The core runs on Python 3.10+ using the standard library only. Anything that nee
 | **V** | Visible image logos and overlays | Mask, hole fill, dilation, inpaint, restore | Mask removal verifiable, fidelity best-effort |
 | **M** | C2PA, EXIF, XMP, document properties | Format-aware metadata rewrite | Verifiable per format |
 | Soft binding | Remote manifests, in-content binding | Detection and warning only | Detection only |
-| SynthID | Pixel-domain SynthID-class signal | Optional external adapter | Score only |
+| SynthID | Pixel-domain SynthID-class signal | Optional external adapter | Score + best-effort removal |
 
 Optional edges, none required by the core:
 
diff --git a/skills/remove-ai-marks/scripts/server.py b/skills/remove-ai-marks/scripts/server.py
index 53c4207..82fad2f 100755
--- a/skills/remove-ai-marks/scripts/server.py
+++ b/skills/remove-ai-marks/scripts/server.py
@@ -1,5 +1,5 @@
 #!/usr/bin/env python3
-"""HTTP service exposing the watermarks-remover cleaning pipeline.
+"""HTTP service exposing the watermark-remover cleaning pipeline.
 
 Stdlib-only. The agent skill and any web app can call it over HTTP instead of
 running the CLI scripts locally.
@@ -403,7 +403,7 @@ def openapi_spec() -> dict[str, Any]:
     spec: dict[str, Any] = {
         "openapi": "3.0.3",
         "info": {
-            "title": "watermarks-remover service",
+            "title": "watermark-remover service",
             "version": VERSION,
             "description": "Strip multi-vendor AI provenance marks (Unicode, C2PA/EXIF/XMP, containers). "
             "Files are passed base64-encoded in JSON; cleaned bytes come back base64-encoded.",
@@ -462,7 +462,7 @@ def _decode_input(body: dict[str, Any]) -> tuple[bytes, str]:
 
 
 class Handler(BaseHTTPRequestHandler):
-    server_version = f"watermarks-remover/{VERSION}"
+    server_version = f"watermark-remover/{VERSION}"
 
     def log_message(self, fmt: str, *args: object) -> None:
         eprint(f"{self.address_string()} - {fmt % args}")
@@ -785,7 +785,7 @@ def main() -> int:
         eprint("warning: no API key set — only bind to loopback or a trusted network")
 
     server = ThreadingHTTPServer((args.host, args.port), Handler)
-    eprint(f"watermarks-remover service {VERSION} on http://{args.host}:{args.port}")
+    eprint(f"watermark-remover service {VERSION} on http://{args.host}:{args.port}")
     try:
         server.serve_forever()
     except KeyboardInterrupt:
diff --git a/skills/remove-ai-marks/scripts/synthid_score_server.py b/skills/remove-ai-marks/scripts/synthid_score_server.py
index 932289b..d364234 100755
--- a/skills/remove-ai-marks/scripts/synthid_score_server.py
+++ b/skills/remove-ai-marks/scripts/synthid_score_server.py
@@ -52,7 +52,7 @@ def _json_ok(payload: dict[str, Any]) -> bytes:
 
 
 class Handler(BaseHTTPRequestHandler):
-    server_version = f"watermarks-remover-synthid/{VERSION}"
+    server_version = f"watermark-remover-synthid/{VERSION}"
 
     def log_message(self, fmt: str, *args: object) -> None:
         print(f"{self.address_string()} - {fmt % args}", file=sys.stderr)
diff --git a/tests/test_http_server.py b/tests/test_http_server.py
index 826af8b..e7c9d46 100644
--- a/tests/test_http_server.py
+++ b/tests/test_http_server.py
@@ -97,7 +97,7 @@ def test_openapi_spec_covers_all_endpoints(conn):
     status, body = _get(conn, "/openapi.json")
     assert status == 200
     assert body["openapi"] == "3.0.3"
-    assert body["info"]["title"] == "watermarks-remover service"
+    assert body["info"]["title"] == "watermark-remover service"
     expected = {
         "/health": {"get"},
         "/capabilities": {"get"},