diff --git a/osaca/frontend.py b/osaca/frontend.py
index 06b55e7..9a5521d 100755
--- a/osaca/frontend.py
+++ b/osaca/frontend.py
@@ -8,6 +8,7 @@ import re
 from datetime import datetime as dt
 
 from osaca.semantics import INSTR_FLAGS, ArchSemantics, KernelDG, MachineModel
+from osaca.parser import AttrDict
 
 
 def _get_version(*file_paths):
@@ -209,6 +210,23 @@ class Frontend(object):
         length_warning=False,
         lcd_warning=False,
     ):
+        """
+        Create a dictionary of the full analysis for machine-readable output.
+
+        :param kernel: kernel to report on
+        :type kernel: list
+        :param kernel_dg: directed graph containing CP and LCD
+        :type kernel_dg: :class:`~osaca.semantics.KernelDG`
+        :param arch_warning: flag for additional user warning to specify micro-arch
+        :type arch_warning: boolean, optional
+        :param length_warning: flag for additional user warning to specify kernel length with
+                                     --lines
+        :type length_warning: boolean, optional
+        :param lcd_warning: flag for additional user warning due to LCD analysis timed out
+        :type lcd_warning: boolean, optional
+
+        :returns: dict -- a dict of the analysis
+        """
         warnings = []
 
         if arch_warning:
@@ -218,7 +236,7 @@ class Frontend(object):
             warnings.append("LengthWarning")
 
         if lcd_warning:
-            warnings.append("LcdWarning")
+            warnings.append("LCDWarning")
 
         if INSTR_FLAGS.TP_UNKWN in [flag for instr in kernel for flag in instr["flags"]]:
             warnings.append("UnknownInstrWarning")
@@ -231,21 +249,24 @@ class Frontend(object):
         if dep_dict:
             longest_lcd = max(dep_dict, key=lambda ln: dep_dict[ln]["latency"])
             lcd_sum = dep_dict[longest_lcd]["latency"]
-
         return {
             "Header": self._header_report_dict(),
             "Warnings": warnings,
             "Kernel": [
                 {
                     "Line": re.sub(r"\s+", " ", x["line"].strip()),
+                    "LineNumber": x["line_number"],
                     "Flags": list(x["flags"]),
                     "Instruction": x["instruction"],
+                    "Operands": AttrDict.get_dict(x["operands"]),
+                    "SemanticOperands": AttrDict.get_dict(x["semantic_operands"]),
                     "Label": x["label"],
-                    "Latency": x["latency"],
-                    "LatencyCP": x["latency_cp"],
-                    "LatencyLCD": x["latency_lcd"],
+                    "Directive": x["directive"],
+                    "Latency": float(x["latency"]),
+                    "LatencyCP": float(x["latency_cp"]),
+                    "LatencyLCD": float(x["latency_lcd"]),
                     "Throughput": float(x["throughput"]),
-                    "LatencyWithoutLoad": x["latency_wo_load"],
+                    "LatencyWithoutLoad": float(x["latency_wo_load"]),
                     "PortPressure": {
                         self._machine_model.get_ports()[i]: v
                         for i, v in enumerate(x["port_pressure"])
@@ -257,6 +278,7 @@ class Frontend(object):
                         }
                         for y in x["port_uops"]
                     ],
+                    "Comment": x["comment"],
                 }
                 for x in kernel
             ],
@@ -526,6 +548,7 @@ class Frontend(object):
         return {
             "Version": _get_version("__init__.py"),
             "FileName": self._filename,
+            "Architecture": self._arch,
             "Timestamp": dt.utcnow().strftime("%Y-%m-%d %H:%M:%S"),
         }
 
diff --git a/osaca/osaca.py b/osaca/osaca.py
index a6e57e9..51d46b6 100755
--- a/osaca/osaca.py
+++ b/osaca/osaca.py
@@ -195,7 +195,7 @@ def create_parser(parser=None):
         default=None,
         dest="yaml_out",
         type=argparse.FileType("w"),
-        help="Write YAML analysis to this file",
+        help="Write analysis as YAML representation to this file",
     )
     parser.add_argument(
         "file",
diff --git a/osaca/parser/attr_dict.py b/osaca/parser/attr_dict.py
index 6348599..35f6c40 100755
--- a/osaca/parser/attr_dict.py
+++ b/osaca/parser/attr_dict.py
@@ -27,3 +27,27 @@ class AttrDict(dict):
                     dictionary[key] = [AttrDict.convert_dict(x) for x in entry]
             return AttrDict(dictionary)
         return dictionary
+
+    @staticmethod
+    def get_dict(attrdict):
+        """
+        Convert given `AttrDict` to a standard dictionary.
+
+        :param attrdict: `AttrDict` to be converted
+        :type attrdict: `AttrDict`
+        :returns: `dict` representation of ``AttrDict``
+        """
+        if isinstance(attrdict, type(list())):
+            return [AttrDict.get_dict(x) for x in attrdict]
+        if isinstance(attrdict, type(AttrDict())):
+            newdict = {}
+            for key in list(attrdict.keys()):
+                entry = attrdict[key]
+                if isinstance(entry, type(dict())) or isinstance(entry, type(AttrDict())):
+                    newdict[key] = AttrDict.get_dict(attrdict[key])
+                elif isinstance(entry, type(list())):
+                    newdict[key] = [AttrDict.get_dict(x) for x in entry]
+                else:
+                    newdict[key] = entry
+            return newdict
+        return attrdict