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diff --git a/lib/python/qmk/cli/generate/autocorrect_data.py b/lib/python/qmk/cli/generate/autocorrect_data.py
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+# Copyright 2021 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Python program to make autocorrect_data.h.
+This program reads from a prepared dictionary file and generates a C source file
+"autocorrect_data.h" with a serialized trie embedded as an array. Run this
+program and pass it as the first argument like:
+$ qmk generate-autocorrect-data autocorrect_dict.txt
+Each line of the dict file defines one typo and its correction with the syntax
+"typo -> correction". Blank lines or lines starting with '#' are ignored.
+Example:
+  :thier        -> their
+  fitler        -> filter
+  lenght        -> length
+  ouput         -> output
+  widht         -> width
+For full documentation, see QMK Docs
+"""
+
+import sys
+import textwrap
+from typing import Any, Dict, Iterator, List, Tuple
+
+from milc import cli
+
+import qmk.path
+from qmk.keyboard import keyboard_completer, keyboard_folder
+from qmk.keymap import keymap_completer, locate_keymap
+
+KC_A = 4
+KC_SPC = 0x2c
+KC_QUOT = 0x34
+
+TYPO_CHARS = dict([
+    ("'", KC_QUOT),
+    (':', KC_SPC),  # "Word break" character.
+] + [(chr(c), c + KC_A - ord('a')) for c in range(ord('a'),
+                                                  ord('z') + 1)])  # Characters a-z.
+
+
+def parse_file(file_name: str) -> List[Tuple[str, str]]:
+    """Parses autocorrections dictionary file.
+  Each line of the file defines one typo and its correction with the syntax
+  "typo -> correction". Blank lines or lines starting with '#' are ignored. The
+  function validates that typos only have characters a-z and that typos are not
+  substrings of other typos, otherwise the longer typo would never trigger.
+  Args:
+    file_name: String, path of the autocorrections dictionary.
+  Returns:
+    List of (typo, correction) tuples.
+  """
+
+    try:
+        from english_words import english_words_lower_alpha_set as correct_words
+    except ImportError:
+        cli.echo('Autocorrection will falsely trigger when a typo is a substring of a correctly spelled word.')
+        cli.echo('To check for this, install the english_words package and rerun this script:')
+        cli.echo('  {fg_cyan}python3 -m pip install english_words')
+        # Use a minimal word list as a fallback.
+        correct_words = ('information', 'available', 'international', 'language', 'loosest', 'reference', 'wealthier', 'entertainment', 'association', 'provides', 'technology', 'statehood')
+
+    autocorrections = []
+    typos = set()
+    for line_number, typo, correction in parse_file_lines(file_name):
+        if typo in typos:
+            cli.log.warning('{fg_red}Error:%d:{fg_reset} Ignoring duplicate typo: "{fg_cyan}%s{fg_reset}"', line_number, typo)
+            continue
+
+        # Check that `typo` is valid.
+        if not (all([c in TYPO_CHARS for c in typo])):
+            cli.log.error('{fg_red}Error:%d:{fg_reset} Typo "{fg_cyan}%s{fg_reset}" has characters other than a-z, \' and :.', line_number, typo)
+            sys.exit(1)
+        for other_typo in typos:
+            if typo in other_typo or other_typo in typo:
+                cli.log.error('{fg_red}Error:%d:{fg_reset} Typos may not be substrings of one another, otherwise the longer typo would never trigger: "{fg_cyan}%s{fg_reset}" vs. "{fg_cyan}%s{fg_reset}".', line_number, typo, other_typo)
+                sys.exit(1)
+        if len(typo) < 5:
+            cli.log.warning('{fg_yellow}Warning:%d:{fg_reset} It is suggested that typos are at least 5 characters long to avoid false triggers: "{fg_cyan}%s{fg_reset}"', line_number, typo)
+        if len(typo) > 127:
+            cli.log.error('{fg_red}Error:%d:{fg_reset} Typo exceeds 127 chars: "{fg_cyan}%s{fg_reset}"', line_number, typo)
+            sys.exit(1)
+
+        check_typo_against_dictionary(typo, line_number, correct_words)
+
+        autocorrections.append((typo, correction))
+        typos.add(typo)
+
+    return autocorrections
+
+
+def make_trie(autocorrections: List[Tuple[str, str]]) -> Dict[str, Any]:
+    """Makes a trie from the the typos, writing in reverse.
+  Args:
+    autocorrections: List of (typo, correction) tuples.
+  Returns:
+    Dict of dict, representing the trie.
+  """
+    trie = {}
+    for typo, correction in autocorrections:
+        node = trie
+        for letter in typo[::-1]:
+            node = node.setdefault(letter, {})
+        node['LEAF'] = (typo, correction)
+
+    return trie
+
+
+def parse_file_lines(file_name: str) -> Iterator[Tuple[int, str, str]]:
+    """Parses lines read from `file_name` into typo-correction pairs."""
+
+    line_number = 0
+    for line in open(file_name, 'rt'):
+        line_number += 1
+        line = line.strip()
+        if line and line[0] != '#':
+            # Parse syntax "typo -> correction", using strip to ignore indenting.
+            tokens = [token.strip() for token in line.split('->', 1)]
+            if len(tokens) != 2 or not tokens[0]:
+                print(f'Error:{line_number}: Invalid syntax: "{line}"')
+                sys.exit(1)
+
+            typo, correction = tokens
+            typo = typo.lower()  # Force typos to lowercase.
+            typo = typo.replace(' ', ':')
+
+            yield line_number, typo, correction
+
+
+def check_typo_against_dictionary(typo: str, line_number: int, correct_words) -> None:
+    """Checks `typo` against English dictionary words."""
+
+    if typo.startswith(':') and typo.endswith(':'):
+        if typo[1:-1] in correct_words:
+            cli.log.warning('{fg_yellow}Warning:%d:{fg_reset} Typo "{fg_cyan}%s{fg_reset}" is a correctly spelled dictionary word.', line_number, typo)
+    elif typo.startswith(':') and not typo.endswith(':'):
+        for word in correct_words:
+            if word.startswith(typo[1:]):
+                cli.log.warning('{fg_yellow}Warning:%d: {fg_reset}Typo "{fg_cyan}%s{fg_reset}" would falsely trigger on correctly spelled word "{fg_cyan}%s{fg_reset}".', line_number, typo, word)
+    elif not typo.startswith(':') and typo.endswith(':'):
+        for word in correct_words:
+            if word.endswith(typo[:-1]):
+                cli.log.warning('{fg_yellow}Warning:%d:{fg_reset} Typo "{fg_cyan}%s{fg_reset}" would falsely trigger on correctly spelled word "{fg_cyan}%s{fg_reset}".', line_number, typo, word)
+    elif not typo.startswith(':') and not typo.endswith(':'):
+        for word in correct_words:
+            if typo in word:
+                cli.log.warning('{fg_yellow}Warning:%d:{fg_reset} Typo "{fg_cyan}%s{fg_reset}" would falsely trigger on correctly spelled word "{fg_cyan}%s{fg_reset}".', line_number, typo, word)
+
+
+def serialize_trie(autocorrections: List[Tuple[str, str]], trie: Dict[str, Any]) -> List[int]:
+    """Serializes trie and correction data in a form readable by the C code.
+  Args:
+    autocorrections: List of (typo, correction) tuples.
+    trie: Dict of dicts.
+  Returns:
+    List of ints in the range 0-255.
+  """
+    table = []
+
+    # Traverse trie in depth first order.
+    def traverse(trie_node):
+        if 'LEAF' in trie_node:  # Handle a leaf trie node.
+            typo, correction = trie_node['LEAF']
+            word_boundary_ending = typo[-1] == ':'
+            typo = typo.strip(':')
+            i = 0  # Make the autocorrection data for this entry and serialize it.
+            while i < min(len(typo), len(correction)) and typo[i] == correction[i]:
+                i += 1
+            backspaces = len(typo) - i - 1 + word_boundary_ending
+            assert 0 <= backspaces <= 63
+            correction = correction[i:]
+            bs_count = [backspaces + 128]
+            data = bs_count + list(bytes(correction, 'ascii')) + [0]
+
+            entry = {'data': data, 'links': [], 'byte_offset': 0}
+            table.append(entry)
+        elif len(trie_node) == 1:  # Handle trie node with a single child.
+            c, trie_node = next(iter(trie_node.items()))
+            entry = {'chars': c, 'byte_offset': 0}
+
+            # It's common for a trie to have long chains of single-child nodes. We
+            # find the whole chain so that we can serialize it more efficiently.
+            while len(trie_node) == 1 and 'LEAF' not in trie_node:
+                c, trie_node = next(iter(trie_node.items()))
+                entry['chars'] += c
+
+            table.append(entry)
+            entry['links'] = [traverse(trie_node)]
+        else:  # Handle trie node with multiple children.
+            entry = {'chars': ''.join(sorted(trie_node.keys())), 'byte_offset': 0}
+            table.append(entry)
+            entry['links'] = [traverse(trie_node[c]) for c in entry['chars']]
+        return entry
+
+    traverse(trie)
+
+    def serialize(e: Dict[str, Any]) -> List[int]:
+        if not e['links']:  # Handle a leaf table entry.
+            return e['data']
+        elif len(e['links']) == 1:  # Handle a chain table entry.
+            return [TYPO_CHARS[c] for c in e['chars']] + [0]  # + encode_link(e['links'][0]))
+        else:  # Handle a branch table entry.
+            data = []
+            for c, link in zip(e['chars'], e['links']):
+                data += [TYPO_CHARS[c] | (0 if data else 64)] + encode_link(link)
+            return data + [0]
+
+    byte_offset = 0
+    for e in table:  # To encode links, first compute byte offset of each entry.
+        e['byte_offset'] = byte_offset
+        byte_offset += len(serialize(e))
+        assert 0 <= byte_offset <= 0xffff
+
+    return [b for e in table for b in serialize(e)]  # Serialize final table.
+
+
+def encode_link(link: Dict[str, Any]) -> List[int]:
+    """Encodes a node link as two bytes."""
+    byte_offset = link['byte_offset']
+    if not (0 <= byte_offset <= 0xffff):
+        cli.log.error('{fg_red}Error:{fg_reset} The autocorrection table is too large, a node link exceeds 64KB limit. Try reducing the autocorrection dict to fewer entries.')
+        sys.exit(1)
+    return [byte_offset & 255, byte_offset >> 8]
+
+
+def write_generated_code(autocorrections: List[Tuple[str, str]], data: List[int], file_name: str) -> None:
+    """Writes autocorrection data as generated C code to `file_name`.
+  Args:
+    autocorrections: List of (typo, correction) tuples.
+    data: List of ints in 0-255, the serialized trie.
+    file_name: String, path of the output C file.
+  """
+    assert all(0 <= b <= 255 for b in data)
+
+    def typo_len(e: Tuple[str, str]) -> int:
+        return len(e[0])
+
+    min_typo = min(autocorrections, key=typo_len)[0]
+    max_typo = max(autocorrections, key=typo_len)[0]
+    generated_code = ''.join([
+        '// Generated code.\n\n', f'// Autocorrection dictionary ({len(autocorrections)} entries):\n', ''.join(sorted(f'//   {typo:<{len(max_typo)}} -> {correction}\n' for typo, correction in autocorrections)),
+        f'\n#define AUTOCORRECT_MIN_LENGTH {len(min_typo)}  // "{min_typo}"\n', f'#define AUTOCORRECT_MAX_LENGTH {len(max_typo)}  // "{max_typo}"\n\n', f'#define DICTIONARY_SIZE {len(data)}\n\n',
+        textwrap.fill('static const uint8_t autocorrect_data[DICTIONARY_SIZE] PROGMEM = {%s};' % (', '.join(map(str, data))), width=120, subsequent_indent='    '), '\n\n'
+    ])
+
+    with open(file_name, 'wt') as f:
+        f.write(generated_code)
+
+
+@cli.argument('filename', default='autocorrect_dict.txt', help='The autocorrection database file')
+@cli.argument('-kb', '--keyboard', type=keyboard_folder, completer=keyboard_completer, help='The keyboard to build a firmware for. Ignored when a configurator export is supplied.')
+@cli.argument('-km', '--keymap', completer=keymap_completer, help='The keymap to build a firmware for. Ignored when a configurator export is supplied.')
+@cli.argument('-o', '--output', arg_only=True, type=qmk.path.normpath, help='File to write to')
+@cli.subcommand('Generate the autocorrection data file from a dictionary file.')
+def generate_autocorrect_data(cli):
+    autocorrections = parse_file(cli.args.filename)
+    trie = make_trie(autocorrections)
+    data = serialize_trie(autocorrections, trie)
+    # Environment processing
+    if cli.args.output == '-':
+        cli.args.output = None
+
+    if cli.args.output:
+        cli.args.output.parent.mkdir(parents=True, exist_ok=True)
+        cli.log.info('Creating autocorrect database at {fg_cyan}%s', cli.args.output)
+        write_generated_code(autocorrections, data, cli.args.output)
+
+    else:
+        current_keyboard = cli.args.keyboard or cli.config.user.keyboard or cli.config.generate_autocorrect_data.keyboard
+        current_keymap = cli.args.keymap or cli.config.user.keymap or cli.config.generate_autocorrect_data.keymap
+
+        if current_keyboard and current_keymap:
+            filename = locate_keymap(current_keyboard, current_keymap).parent / 'autocorrect_data.h'
+            cli.log.info('Creating autocorrect database at {fg_cyan}%s', filename)
+            write_generated_code(autocorrections, data, filename)
+
+        else:
+            write_generated_code(autocorrections, data, 'autocorrect_data.h')
+
+    cli.log.info('Processed %d autocorrection entries to table with %d bytes.', len(autocorrections), len(data))