diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..0958938
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,18 @@
+FROM rocker/tidyverse:4.0.5
+
+RUN R -e 'install.packages("argparse")'
+
+WORKDIR /
+
+COPY R/score.R .
+COPY modules .
+COPY data .
+COPY minidream-challenge-2018.Rproj .
+COPY modules/module0/.eval/eval_fxn.R modules/module0/.eval/eval_fxn.R
+COPY modules/module1/.eval/eval_fxn.R modules/module1/.eval/eval_fxn.R
+COPY modules/module2/.eval/eval_fxn.R modules/module2/.eval/eval_fxn.R
+COPY modules/module3/.eval/eval_fxn.R modules/module3/.eval/eval_fxn.R
+COPY modules/module4/.eval/eval_fxn.R modules/module4/.eval/eval_fxn.R
+COPY modules/module5/.eval/eval_fxn.R modules/module5/.eval/eval_fxn.R
+COPY modules/module6/.eval/eval_fxn.R modules/module6/.eval/eval_fxn.R
+COPY modules/module7/.eval/eval_fxn.R modules/module7/.eval/eval_fxn.R
diff --git a/R/score.R b/R/score.R
new file mode 100755
index 0000000..f49e578
--- /dev/null
+++ b/R/score.R
@@ -0,0 +1,51 @@
+#!/usr/bin/env Rscript
+suppressPackageStartupMessages(library(argparse))
+suppressPackageStartupMessages(library(jsonlite))
+suppressPackageStartupMessages(library(rprojroot))
+
+parser <- ArgumentParser(description = 'Score submission')
+parser$add_argument('-f', '--submission_file',  type = "character", required = T,
+                    help = 'Submission path')
+parser$add_argument('-r', '--results',  type = "character", required = T,
+                    help = 'Results file')
+args <- parser$parse_args()
+
+
+root_dir <- find_root(is_rstudio_project, thisfile())
+
+module_map = c(
+  "activity-0.yml"=0, "activity-1.yml"=1,
+  "activity-2.yml"=2, "activity-3.yml"=3,
+  "activity-4.yml"=1, "activity-4.yml"=4,
+  "activity-5.yml"=1, "activity-6.yml"=1,
+  "activity-7.yml"
+)
+
+
+compute_scores <- function(submission_path) {
+  filename = basename(submission_path)
+  filename_split = unlist(strsplit(filename, "_"))
+  module_name = filename_split[2]
+  module_no = module_map[module_name]
+  username = filename_split[1]
+  # Path on docker container
+  eval_path = glue::glue('/modules/module{module_no}/.eval/eval_fxn.R')
+  source(eval_path)
+  # TODO: add in module 6 later
+  # if moduleNo == 6:
+  #   entity_annots = submission.entity['annotations']
+  #   with open(submission.filePath, 'w') as f:
+  #     f.write(entity_annots['yaml'][0])
+  
+  annotations = score_submission(submission_path)
+  annotations$module = glue::glue("Module {module_no}")
+  annotations$userName = username
+  return(annotations)
+}
+
+# Mapping of scores
+scores = compute_scores(args$submission_file)
+scores$submission_status = "SCORED"
+
+export_json <- toJSON(scores, auto_unbox = TRUE, pretty=T)
+write(export_json, args$results)