diff --git a/scripts/fly_launcher.py b/scripts/fly_launcher.py
new file mode 100644
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+++ b/scripts/fly_launcher.py
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+"""Launcher for Propeller GP runs on the Hampshire College Fly cluster.
+
+Setup
+=====
+
+1. Get access to an account on the Fly cluster.
+2. SSH into the Fly cluster.
+3. Clone `propeller` (probably your personal fork) in your user directory.
+4. Make sure that your have Python 3.6 or later on your path.
+5. Run `/share/apps/bin/lein --version` to do a 1-time setup of Leiningen.
+
+How To Run
+==========
+
+1. Put your version of Propeller on the correct version you would like to run. For example, checkout your
+feature branch.
+
+2. Run this this script with Python 3 with `python3 scripts/fly_launcher [PARAMS]`.
+
+Parameters
+==========
+
+-h, --help                           show this help message and exit
+-n NUM_RUNS, --num-runs NUM_RUNS     The number of runs of the problem to start.
+-o OUT, --out OUT                    The path to put the log files of the run captured from stdout.
+-p PROBLEM, --problem PROBLEM        The namespaces of the problem file in the propeller repository.
+-d PROPELLER, --propeller PROPELLER  The path to propeller.
+-i ID, --id ID                       The identifier for the overall flight of propeller runs.
+-t TAG, --tag TAG                    An optional tag to add to the runs.
+
+or run `python3 scripts/fly_launcher.py -h` for help.
+
+Example
+=======
+
+python3 fly_launcher.py \
+    --num-runs 10 \
+    --out "~/runs/propeller/my-experiment/" \
+    --problem "propeller.problems.simple-regression" \
+    --propeller "~/propeller" \
+    --id my-gp-experiment
+
+"""
+
+# @todo Add support for n runs of a set of problems?
+
+import argparse
+import os
+import subprocess
+
+
+def alf_cmd(opts: argparse.Namespace, run_id: int) -> str:
+    log_file = os.path.join(opts.out, f"run{run_id}.txt")
+    cmds = [
+        "echo Starting run",
+        "export PATH=$PATH:/usr/java/latest/bin",
+        f"cd {opts.propeller}",
+        f"mkdir -p {opts.out}",
+        f"/share/apps/bin/lein with-profiles production trampoline run -m {opts.problem} > {log_file}",
+        "echo Finished Run"
+    ]
+    return f"""RemoteCmd {{/bin/sh -c {{{"; ".join(cmds)}}}}}"""
+
+
+def alf_task(opts: argparse.Namespace, run_id: int) -> str:
+    title = f"Run {run_id} - {opts.problem} - {opts.id}"
+    return f"""Task -title {{{title}}} -cmds {{
+        {alf_cmd(opts, run_id)} -service {{tom}} -tags {{{opts.tag}}}
+    }}
+"""
+
+
+def alf_job(opts: argparse.Namespace) -> str:
+    tasks = "\n    ".join([alf_task(opts, i) for i in range(opts.num_runs)])
+    return f"""##AlfredToDo 3.0
+Job -title {{{opts.id}}} -subtasks {{
+    {tasks}
+}}
+"""
+
+
+def cli_opts() -> argparse.ArgumentParser:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("-n", "--num-runs", type=int, help="The number of runs of the problem to start.")
+    parser.add_argument("-o", "--out", help="The path to put the log files of the run captured from stdout.")
+    parser.add_argument("-p", "--problem", help="The namespaces of the problem file in the propeller repository.")
+    parser.add_argument("-d", "--propeller", help="The path to propeller.")
+    parser.add_argument("-i", "--id", help="The identifier for the overall flight of propeller runs.")
+    parser.add_argument("-t", "--tag", default="", help="An optional tag to add to the runs.")
+    return parser
+
+
+PIXAR_INIT = "source /etc/sysconfig/pixar"
+PIXAR_CMD = "/opt/pixar/tractor-blade-1.7.2/python/bin/python2.6 /opt/pixar/tractor-blade-1.7.2/tractor-spool.py --engine=fly:8000"
+
+
+if __name__ == "__main__":
+    cli_parser = cli_opts()
+    args = cli_parser.parse_args()
+
+    args.out = os.path.abspath(os.path.expanduser(args.out))
+    args.propeller = os.path.abspath(os.path.expanduser(args.propeller))
+
+    if not os.path.isdir(args.propeller):
+        raise ValueError(f"Propeller not found at {args.propeller}")
+
+    if not os.path.isdir(args.out):
+        os.makedirs(args.out)
+
+    alf_file = os.path.join(args.out, "propeller_runs.alf")
+    with open(alf_file, "w") as alf:
+        alf.write(alf_job(args))
+
+    ret = subprocess.run(
+        f"{PIXAR_INIT};{PIXAR_CMD} {alf_file}",
+        shell=True
+    )