diff --git a/.circleci/config.yml b/.circleci/config.yml
index c2ab15cc..7f23c62c 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -2,6 +2,7 @@ version: 2.1
 orbs:
   win: circleci/windows@1.0.0
   aws-s3: circleci/aws-s3@1.0.11
+  owasp: entur/owasp@0.0.10
 
 executors:
   wine-chrome:
@@ -115,6 +116,62 @@ jobs:
             - "node_modules"
             - "src/node_modules"
 
+  check-deps:
+    parameters:
+      cve_data_directory:
+        type: string
+        default: "~/.owasp/dependency-check-data"
+    working_directory: ~/mattermost/desktop
+    executor: owasp/default
+    environment:
+      version_url: "https://jeremylong.github.io/DependencyCheck/current.txt"
+      executable_url: "https://dl.bintray.com/jeremy-long/owasp/dependency-check-VERSION-release.zip"
+    steps:
+      - checkout
+      - run:
+          name: Link dependency cache
+          command: sudo ln -s ~/mattermost/desktop /root/mattermost-desktop; sudo chmod 777 /root
+      - restore_cache:
+          key: npm-{{ arch }}-{{ .Branch }}-{{ checksum "package-lock.json" }}
+      - restore_cache:
+          key: npm-{{ arch }}-{{ .Branch }}-{{ checksum "src/package-lock.json" }}
+      - run:
+          name: Adjust permissions
+          command: |
+            sudo chown -R `id -nu`:`id -ng` node_modules
+            sudo chown -R `id -nu`:`id -ng` src/node_modules
+      - run:
+          name: Checkout config
+          command: cd .. && git clone https://github.com/mattermost/security-automation-config
+      - run:
+          name: Install Go
+          command: sudo apt-get update && sudo apt-get install golang
+      - owasp/with_commandline:
+          steps:
+            # Taken from https://github.com/entur/owasp-orb/blob/master/src/%40orb.yml#L349-L361
+            - owasp/generate_cache_keys:
+                cache_key: commmandline-default-cache-key-v6
+            - owasp/restore_owasp_cache
+            - run:
+                name: Update OWASP Dependency-Check Database
+                command: ~/.owasp/dependency-check/bin/dependency-check.sh --data << parameters.cve_data_directory >> --updateonly
+            - owasp/store_owasp_cache:
+                cve_data_directory: <<parameters.cve_data_directory>>
+            - run:
+                name: Run OWASP Dependency-Check Analyzer
+                command: |
+                  ~/.owasp/dependency-check/bin/dependency-check.sh \
+                    --data << parameters.cve_data_directory >> --format ALL --noupdate --enableExperimental \
+                    --propertyfile ../security-automation-config/dependency-check/dependencycheck.properties \
+                    --suppression ../security-automation-config/dependency-check/suppression.xml \
+                    --suppression ../security-automation-config/dependency-check/suppression.$CIRCLE_PROJECT_REPONAME.xml \
+                    --scan './**/*' || true
+            - owasp/collect_reports:
+                persist_to_workspace: false
+      - run:
+          name: Post results to Mattermost
+          command: go run ../security-automation-config/dependency-check/post_results.go
+
   build-linux:
     executor: wine-mono
     steps:
@@ -339,6 +396,10 @@ workflows:
       - build-linux:
           requires:
             - check
+      - check-deps:
+          context: sast-webhook
+          requires:
+            - build-linux
 
       - build-win-no-installer:
           requires: