diff --git a/src/gen.py b/src/gen.py
new file mode 100644
index 000000000..77829c052
--- /dev/null
+++ b/src/gen.py
@@ -0,0 +1,362 @@
+#!/usr/bin/env python
+
+import argparse
+import contextlib
+from collections import defaultdict
+import string
+import sys
+import os.path
+
+
+def main():
+    script_path = os.path.realpath(__file__)
+    script_dir = os.path.dirname(script_path)
+    default_input = os.path.join(
+        script_dir, "UnitTests", "TestData", "gen", "completion"
+    )
+    default_output = os.path.join(
+        script_dir, "Analysis", "Engine", "Test", "GenTests.cs"
+    )
+
+    parser = argparse.ArgumentParser(
+        description="Generate completion and hover tests",
+        formatter_class=argparse.ArgumentDefaultsHelpFormatter,
+    )
+    parser.add_argument(
+        "--ignore",
+        type=str,
+        help="comma separated list of tests to disable, of the form <filename>(:<linenum>)",
+    )
+    parser.add_argument(
+        "--only", type=str, help="comma separated list of tests to generate"
+    )
+    parser.add_argument(
+        "-o",
+        "--out",
+        nargs="?",
+        type=argparse.FileType("w"),
+        default=default_output,
+        help="output file",
+    )
+    parser.add_argument(
+        "-i",
+        "--input",
+        type=str,
+        default=default_input,
+        help="location of completions directory",
+    )
+    args = parser.parse_args()
+
+    if args.only:
+        to_generate = set(args.only.split(","))
+    else:
+        to_generate = set(DEFAULT_TEST_FILES)
+
+    line_skip = defaultdict(set)
+
+    if args.ignore:
+        for i in args.ignore.split(","):
+            if ":" not in i:
+                to_generate.discard(i)
+            else:
+                name, line = i.split(":")
+
+                try:
+                    line = int(line)
+                except:
+                    print(f"error in format of ignored item {i}", file=sys.stderr)
+                    return
+
+                line_skip[name].add(line)
+
+    to_generate = sorted(to_generate)
+
+    with contextlib.redirect_stdout(args.out):
+        print(PREAMBLE)
+
+        for name in to_generate:
+            filename = os.path.join(args.input, name + ".py")
+            ignored_lines = line_skip[name]
+            create_tests(name, filename, ignored_lines)
+
+        print(POSTAMBLE)
+
+
+def create_tests(name, filename, ignored_lines):
+    camel_name = snake_to_camel(name)
+
+    with open(filename) as fp:
+        lines = fp.read().splitlines()
+
+    width = len(str(len(lines)))
+
+    tests = []
+
+    for i, line in enumerate(lines):
+        if i in ignored_lines:
+            continue
+
+        line: str = line.strip()
+        if not line.startswith("#?"):
+            continue
+
+        line = line[2:].strip()
+
+        next_line = lines[i + 1]
+        col = len(next_line)
+
+        if " " in line:
+            maybe_num = line.split(" ", 1)
+
+            try:
+                col = int(maybe_num[0])
+                line = maybe_num[1]
+            except ValueError:
+                pass
+
+        filt = next_line[:col].lstrip()
+        filt = select_filter(filt, ". {[(")
+
+        args = line.strip()
+        func_name = "Line_{0:0{pad}}".format(i + 1, pad=width)
+        func_name = camel_name + "_" + func_name
+
+        tmpl = COMPLETION_TEST if args.startswith("[") else HOVER_TEST
+        tests.append(
+            tmpl.format(
+                name=func_name,
+                module=csharp_str(name),
+                line=i + 1,
+                col=col,
+                args=csharp_str(args),
+                filter=csharp_str(filt),
+            )
+        )
+
+    if tests:
+        print(CLASS_PREAMBLE.format(name=camel_name))
+        for t in tests:
+            print(t)
+        print(CLASS_POSTAMBLE)
+
+
+DEFAULT_TEST_FILES = [
+    "arrays",
+    "async_",
+    "basic",
+    "classes",
+    "completion",
+    "complex",
+    "comprehensions",
+    "context",
+    "decorators",
+    "definition",
+    "descriptors",
+    "docstring",
+    "dynamic_arrays",
+    "dynamic_params",
+    "flow_analysis",
+    "fstring",
+    "functions",
+    "generators",
+    "imports",
+    "invalid",
+    "isinstance",
+    "keywords",
+    "lambdas",
+    "named_param",
+    "on_import",
+    "ordering",
+    "parser",
+    "pep0484_basic",
+    "pep0484_comments",
+    "pep0484_typing",
+    "pep0526_variables",
+    "precedence",
+    "recursion",
+    "stdlib",
+    "sys_path",
+    "types",
+]
+
+PREAMBLE = """// Python Tools for Visual Studio
+// Copyright(c) Microsoft Corporation
+// All rights reserved.
+//
+// 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 http://www.apache.org/licenses/LICENSE-2.0
+//
+// THIS CODE IS PROVIDED ON AN  *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS
+// OF ANY KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY
+// IMPLIED WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE,
+// MERCHANTABILITY OR NON-INFRINGEMENT.
+//
+// See the Apache Version 2.0 License for specific language governing
+// permissions and limitations under the License.
+
+using System;
+using System.Collections.Concurrent;
+using System.Collections.Generic;
+using System.IO;
+using System.Linq;
+using System.Threading;
+using System.Threading.Tasks;
+using AnalysisTests;
+using FluentAssertions;
+using Microsoft.Python.LanguageServer.Implementation;
+using Microsoft.PythonTools.Analysis;
+using Microsoft.PythonTools.Analysis.FluentAssertions;
+using Microsoft.PythonTools.Interpreter;
+using Microsoft.PythonTools.Parsing;
+using Microsoft.VisualStudio.TestTools.UnitTesting;
+using TestUtilities;
+
+namespace GenTests {"""
+
+POSTAMBLE = """
+    public class GenTest : ServerBasedTest {
+        private static Server _server;
+        private static readonly SemaphoreSlim _sem = new SemaphoreSlim(1, 1);
+        private static readonly InterpreterConfiguration _interpreter = PythonVersions.LatestAvailable3X;
+        private static readonly PythonLanguageVersion _version = _interpreter.Version.ToLanguageVersion();
+        private static readonly ConcurrentDictionary<string, Task> _opened = new ConcurrentDictionary<string, Task>();
+
+        private async Task<Server> SharedServer() {
+            if (_server != null) {
+                return _server;
+            }
+
+            await _sem.WaitAsync();
+            try {
+                var root = new Uri(TestData.GetPath("TestData", "gen", "completion"));
+                _server = await CreateServerAsync(_interpreter, root);
+            } finally {
+                _sem.Release();
+            }
+
+            return _server;
+        }
+
+        protected async Task<Uri> OpenAndWait(string module) {
+            var server = await SharedServer();
+
+            var src = TestData.GetPath("TestData", "gen", "completion", module + ".py");
+            var uri = new Uri(src);
+
+            await _opened.GetOrAdd(src, f => server.SendDidOpenTextDocument(uri, File.ReadAllText(f)));
+            await server.WaitForCompleteAnalysisAsync(CancellationToken.None);
+
+            return uri;
+        }
+
+        protected async Task DoCompletionTest(string module, int lineNum, int col, string args, string filter) {
+            var server = await SharedServer();
+
+            var tests = string.IsNullOrWhiteSpace(args) ? new List<string>() : ParseStringList(args);
+            var uri = await OpenAndWait(module);
+
+            var res = await server.SendCompletion(uri, lineNum, col);
+            var items = res.items?.Select(item => item.insertText).Where(t => t.Contains(filter)).ToList() ?? new List<string>();
+
+            if (tests.Count == 0) {
+                items.Should().BeEmpty();
+            } else {
+                items.Should().Contain(tests);
+            }
+        }
+
+        protected async Task DoHoverTest(string module, int lineNum, int col, string args) {
+            var server = await SharedServer();
+
+            var tests = string.IsNullOrWhiteSpace(args)
+                ? new List<string>()
+                : args.Split(' ', options: StringSplitOptions.RemoveEmptyEntries).Select(s => s.EndsWith("()") ? s.Substring(0, s.Length - 2) : s).ToList();
+
+            var uri = await OpenAndWait(module);
+
+            var res = await server.SendHover(uri, lineNum, col);
+
+            if (tests.Count == 0) {
+                res.contents.value.Should().BeEmpty();
+            } else {
+                res.contents.value.Should().ContainAll(tests);
+            }
+        }
+
+        protected List<string> ParseStringList(string s) {
+            var list = new List<string>();
+
+            using (var reader = new StringReader(s)) {
+                var tokenizer = new Tokenizer(_version);
+                tokenizer.Initialize(reader);
+
+                while (!tokenizer.IsEndOfFile) {
+                    var token = tokenizer.GetNextToken();
+
+                    if (token.Kind == TokenKind.EndOfFile) {
+                        break;
+                    }
+
+                    switch (token.Kind) {
+                        case TokenKind.Constant when token != Tokens.NoneToken && (token.Value is string || token.Value is AsciiString):
+                            list.Add(token.Image);
+                            break;
+                    }
+                }
+            }
+
+            return list;
+        }
+    }
+}"""
+
+CLASS_PREAMBLE = """    [TestClass]
+    public class {name}Tests : GenTest {{
+        public TestContext TestContext {{ get; set; }}
+
+        [TestInitialize]
+        public void TestInitialize() => TestEnvironmentImpl.TestInitialize($"{{TestContext.FullyQualifiedTestClassName}}.{{TestContext.TestName}}");
+
+        [TestCleanup]
+        public void TestCleanup() => TestEnvironmentImpl.TestCleanup();"""
+
+CLASS_POSTAMBLE = """
+    }"""
+
+COMPLETION_TEST = """
+        [TestMethod, Priority(0)] public async Task {name}_Completion() => await DoCompletionTest({module}, {line}, {col}, {args}, {filter});"""
+
+
+HOVER_TEST = """
+        [TestMethod, Priority(0)] public async Task {name}_Hover() => await DoHoverTest({module}, {line}, {col}, {args});"""
+
+
+def snake_to_camel(s):
+    return string.capwords(s, "_").replace("_", "")
+
+
+def select_filter(s, cs):
+    found = False
+    for c in cs:
+        i = s.rfind(c)
+        if i != -1:
+            found = True
+            s = s[i + 1 :]
+
+    if found:
+        return s
+    return ""
+
+
+def csharp_str(s):
+    if s is None:
+        return "null"
+
+    s = s.replace('"', '""')
+    return '@"{}"'.format(s)
+
+
+if __name__ == "__main__":
+    main()
+