diff --git a/pyproject.toml b/pyproject.toml
index 182c9ff..0bba835 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,16 +13,18 @@ dependencies = [
 ]
 
 [dependency-groups]
+jsonschema_dingus = ["jsonschema", "referencing", "platformdirs"]
 test = [
     "pytest>=9.1.1",
     "zarr>=3.3; python_version >= '3.12'",
+    {include-group = "jsonschema_dingus"},
 ]
 dev = [
     "jsonfold>=0.2.0",
     "mypy>=2.1.0",
     "prek>=0.4.5",
     "ruff>=0.15.17",
-    {include-group = "test"},
+    { include-group = "test" },
 ]
 
 [project.scripts]
diff --git a/scripts/jsonschema_dingus.py b/scripts/jsonschema_dingus.py
new file mode 100755
index 0000000..4358ffe
--- /dev/null
+++ b/scripts/jsonschema_dingus.py
@@ -0,0 +1,249 @@
+#!/usr/bin/env -S uv run --script
+# /// script
+# requires-python = ">=3.10"
+# dependencies = [
+#     "jsonschema",
+#     "referencing",
+#     "platformdirs",
+# ]
+# ///
+"""
+Dingus CLI for testing attribute cases.
+
+Fetches schemas from https://ngff.openmicroscopy.org.
+Expected to fail for at least some cases in the "strict" profile,
+and "invalid" validity.
+
+Use like `oztest run parse_attributes --include-validity valid --exclude-profile strict --version-filter '===0.4' -- ./scripts/jsonschema_dingus.py 0.4`
+
+Before running for the first time, run ./scripts/jsonschema_dingus.py --build-cache to download all the schemas.
+"""
+
+from __future__ import annotations
+
+import json
+import logging
+import shutil
+import zipfile
+from argparse import ArgumentParser
+from functools import cache
+from io import BytesIO, IOBase
+from pathlib import Path
+from urllib.error import HTTPError
+from urllib.parse import quote
+from urllib.request import Request, urlopen
+
+import platformdirs
+from jsonschema import Draft202012Validator, ValidationError
+from referencing import Registry, Resource
+
+logger = logging.getLogger("jsonschema_dingus")
+
+OME_ZARR_VERSIONS = ("0.4", "0.5", "0.6")
+NGFF_ORIGIN = "https://ngff.openmicroscopy.org"
+DIRS = platformdirs.PlatformDirs("oztest")
+
+
+class SchemaCache:
+    def __init__(self) -> None:
+        self.root = DIRS.user_cache_path.joinpath("jsonschema_dingus")
+        self.root.mkdir(parents=True, exist_ok=True)
+
+    def clear(self):
+        for entry in self.root.iterdir():
+            if entry.is_file():
+                entry.unlink()
+            else:
+                shutil.rmtree(entry)
+
+    def path_for(self, uri: str) -> Path:
+        return self.root.joinpath(quote(uri, safe=""))
+
+    def get_bytes(self, uri: str) -> bytes | None:
+        p = self.path_for(uri)
+        try:
+            return p.read_bytes()
+        except FileNotFoundError:
+            return None
+
+    def extract_schemas(self, zip_readable: IOBase, uri_prefix: str) -> int:
+        count = 0
+        with zipfile.ZipFile(zip_readable) as z:
+            root = zipfile.Path(z)
+            container = next(root.iterdir())
+            for p in container.joinpath("schemas").iterdir():
+                uri = uri_prefix + p.name
+                content = p.read_bytes()
+                p = self.path_for(uri)
+                p.write_bytes(content)
+                count += 1
+        return count
+
+
+SCHEMA_CACHE = SchemaCache()
+
+
+def fetch_bytes(uri: str) -> bytes:
+    """Fetch bytes from a web resource."""
+    logger.debug("Fetching bytes from %s", uri)
+    req = Request(
+        uri,
+        headers={
+            "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/151.0.0.0 Safari/537.36 Edg/151.0.4129.107"
+        },
+        method="GET",
+    )
+    try:
+        rsp = urlopen(req)
+    except HTTPError:
+        logger.error("Could not fetch %s", uri)
+
+    if rsp.status != 200:
+        raise RuntimeError(f"Could not fetch {uri}: {rsp.status} {rsp.reason}")
+    b = rsp.read()
+    return b
+
+
+def read_bytes(uri: str):
+    """Read bytes from the local cache or web."""
+    b = SCHEMA_CACHE.get_bytes(uri)
+    if b is None:
+        raise ValueError(f"No cache entry; use --build-cache : {uri}")
+    return b
+
+
+# Registry probably handles caching but it doesn't hurt
+@cache
+def retrieve_resource(uri: str):
+    b = read_bytes(uri)
+    j = json.loads(b)
+    res = Resource.from_contents(j)
+    return res
+
+
+def make_validator_04():
+    registry = Registry(retrieve=retrieve_resource)
+    variants = ["bf2raw", "image", "label", "ome", "plate", "well"]
+    validator = Draft202012Validator(
+        {
+            "anyOf": [
+                {"$ref": f"{NGFF_ORIGIN}/0.4/schemas/{v}.schema"} for v in variants
+            ]
+        },
+        registry=registry,
+    )
+    return validator
+
+
+def make_validator(version: str):
+    if version == "0.4":
+        return make_validator_04()
+    elif version not in OME_ZARR_VERSIONS:
+        raise NotImplementedError(
+            f"Unknown OME-Zarr version '{version}', expected one of {OME_ZARR_VERSIONS}"
+        )
+    uri = f"{NGFF_ORIGIN}/{version}/schemas/ome_zarr.schema"
+    registry = Registry(retrieve=retrieve_resource)
+    validator = Draft202012Validator({"$ref": uri}, registry=registry)
+    return validator
+
+
+def parse_args(raw_args: list[str] | None):
+    parser = ArgumentParser(description=__doc__)
+    parser.add_argument(
+        "-v", "--verbose", action="count", help="increase logging verbosity"
+    )
+    parser.add_argument(
+        "-c",
+        "--build-cache",
+        action="store_true",
+        help="build the local schema cache",
+    )
+    parser.add_argument(
+        "kind",
+        choices=("parse_attributes", "validate_zarr"),
+        nargs="?",
+        help="test kind; required unless --build-cache is given",
+    )
+    parser.add_argument(
+        "version",
+        nargs="?",
+        choices=OME_ZARR_VERSIONS,
+        help="schema version; required unless --build-cache is given",
+    )
+    parser.add_argument(
+        "path",
+        nargs="?",
+        type=Path,
+        help="path to zarr attributes; required unless --build-cache is given",
+    )
+    return parser.parse_args(raw_args)
+
+
+def build_cache():
+    SCHEMA_CACHE.clear()
+    for version in OME_ZARR_VERSIONS:
+        zip_uri = f"https://github.com/ome/ngff-spec/archive/refs/heads/{version}.zip"
+        rd = BytesIO(fetch_bytes(zip_uri))
+        n_schemas = SCHEMA_CACHE.extract_schemas(
+            rd, f"{NGFF_ORIGIN}/{version}/schemas/"
+        )
+        logger.info("Cached %s schemas", n_schemas)
+
+
+def main(raw_args=None):
+    args = parse_args(raw_args)
+    log_level = {
+        0: logging.ERROR,
+        1: logging.WARNING,
+        2: logging.INFO,
+        3: logging.DEBUG,
+    }.get(args.verbose or 0, logging.DEBUG)
+    logging.basicConfig(level=log_level)
+    if args.build_cache:
+        return build_cache()
+
+    validator = make_validator(args.version)
+    d = {}
+    strpath = str(args.path)
+    # I don't really like trying to guess things from the path, but...
+    if any(seg in strpath for seg in ["/strict/", "/invalid/"]):
+        d["xfail"] = True
+
+    if args.kind == "parse_attributes":
+        # parse_attributes test
+        attrs = json.loads(args.path.read_bytes())
+        try:
+            validator.validate(attrs)
+            d["validity"] = "valid"
+        except ValidationError as e:
+            d["validity"] = "invalid"
+            d["message"] = str(e)
+    elif args.kind == "validate_zarr":
+        # validate_zarr or transform_coordinates test
+        for root, _dirs, files in args.walk():
+            for fname in files:
+                if fname == ".zattrs":
+                    attrs = json.loads(root.joinpath(fname).read_bytes())
+                elif fname == "zarr.json":
+                    attrs = json.loads(root.joinpath(fname).read_bytes()).get(
+                        "attributes", {}
+                    )
+                else:
+                    continue
+
+                try:
+                    validator.validate(attrs)
+                    d["validity"] = "valid"
+                except ValidationError as e:
+                    d["validity"] = "invalid"
+                    d["message"] = str(e)
+                    break
+    else:
+        raise ValueError(f"Unsupported test kind '{args.kind}'")
+
+    print(json.dumps(d))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/src/oztest/kinds/parse_attributes.py b/src/oztest/kinds/parse_attributes.py
index b43de14..8e37e17 100644
--- a/src/oztest/kinds/parse_attributes.py
+++ b/src/oztest/kinds/parse_attributes.py
@@ -45,9 +45,11 @@ async def run_parse_attributes_single(
         )
         return_code = await proc.wait()
 
-        res, _stderr = await asyncio.gather(
+        res, stderr = await asyncio.gather(
             read_json(proc.stdout, logger), read_stream(proc.stderr)
         )
+        if stderr:
+            logger.info("Got STDERR\n%s", stderr)
 
     status: Status | None = None
     msg: str | None = None
diff --git a/uv.lock b/uv.lock
index 4fb0876..3508658 100644
--- a/uv.lock
+++ b/uv.lock
@@ -10,51 +10,84 @@ resolution-markers = [
 
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+sdist = { url = "https://files.pythonhosted.org/packages/5a/8e/38aa427ed5402449e226975b649c5dc73ccadfefeb95e6aecb8f8ea4b6b6/annotated_doc-0.0.5.tar.gz", hash = "sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb", size = 10758, upload-time = "2026-07-28T13:50:58.129Z" }
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+    { url = "https://files.pythonhosted.org/packages/3e/30/e900b21425a860e195f32e37657aa1f7c7f2b1bfb26f03ca209b90933c06/annotated_doc-0.0.5-py3-none-any.whl", hash = "sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101", size = 5302, upload-time = "2026-07-28T13:50:57.239Z" },
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 [[package]]
 name = "typer"
-version = "0.26.7"
+version = "0.27.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-doc" },
@@ -723,32 +1250,15 @@ dependencies = [
     { name = "rich" },
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