diff --git a/.github/actions/pick/action.yml b/.github/actions/pick/action.yml
deleted file mode 100644
index cce59a4..0000000
--- a/.github/actions/pick/action.yml
+++ /dev/null
@@ -1,15 +0,0 @@
-name: 'Pick commit'
-description: 'Pick last successful commit from a repo'
-inputs:
-  repo:
-    description: 'Github repository e.g. llvm/llvm-project'
-    required: true
-  token:
-    description: 'Github auth token'
-    required: true
-outputs:
-  sha:
-    description: 'The SHA1 of the picked commit'
-runs:
-  using: 'node12'
-  main: 'index.js'
diff --git a/.github/actions/pick/index.js b/.github/actions/pick/index.js
deleted file mode 100644
index 189d10d..0000000
--- a/.github/actions/pick/index.js
+++ /dev/null
@@ -1,18 +0,0 @@
-const core = require('@actions/core');
-const last = require('last-successful-gh-commit').default;
-try {
-  var parts = core.getInput('repo').split('/', 2);
-  last({
-    owner: parts[0],
-    name: parts[1],
-    token: core.getInput('token'),
-  })
-  .then(commit => core.setOutput('sha', commit.node.oid))
-  .catch(error => {
-    console.error(error);
-    core.setFailed(error.message);
-  });
-} catch (error) {
-  console.error(error);
-  core.setFailed(error.message);
-}
diff --git a/.github/actions/pick/package-lock.json b/.github/actions/pick/package-lock.json
deleted file mode 100644
index 3129be8..0000000
--- a/.github/actions/pick/package-lock.json
+++ /dev/null
@@ -1,56 +0,0 @@
-{
-  "name": "pick",
-  "version": "1.0.0",
-  "lockfileVersion": 1,
-  "requires": true,
-  "dependencies": {
-    "@actions/core": {
-      "version": "1.2.6",
-      "resolved": "https://registry.npmjs.org/@actions/core/-/core-1.2.6.tgz",
-      "integrity": "sha512-ZQYitnqiyBc3D+k7LsgSBmMDVkOVidaagDG7j3fOym77jNunWRuYx7VSHa9GNfFZh+zh61xsCjRj4JxMZlDqTA=="
-    },
-    "axios": {
-      "version": "0.16.2",
-      "resolved": "https://registry.npmjs.org/axios/-/axios-0.16.2.tgz",
-      "integrity": "sha1-uk+S8XFn37q0CYN4VFS5rBScPG0=",
-      "requires": {
-        "follow-redirects": "^1.2.3",
-        "is-buffer": "^1.1.5"
-      }
-    },
-    "debug": {
-      "version": "3.2.6",
-      "resolved": "https://registry.npmjs.org/debug/-/debug-3.2.6.tgz",
-      "integrity": "sha512-mel+jf7nrtEl5Pn1Qx46zARXKDpBbvzezse7p7LqINmdoIk8PYP5SySaxEmYv6TZ0JyEKA1hsCId6DIhgITtWQ==",
-      "requires": {
-        "ms": "^2.1.1"
-      }
-    },
-    "follow-redirects": {
-      "version": "1.10.0",
-      "resolved": "https://registry.npmjs.org/follow-redirects/-/follow-redirects-1.10.0.tgz",
-      "integrity": "sha512-4eyLK6s6lH32nOvLLwlIOnr9zrL8Sm+OvW4pVTJNoXeGzYIkHVf+pADQi+OJ0E67hiuSLezPVPyBcIZO50TmmQ==",
-      "requires": {
-        "debug": "^3.0.0"
-      }
-    },
-    "is-buffer": {
-      "version": "1.1.6",
-      "resolved": "https://registry.npmjs.org/is-buffer/-/is-buffer-1.1.6.tgz",
-      "integrity": "sha512-NcdALwpXkTm5Zvvbk7owOUSvVvBKDgKP5/ewfXEznmQFfs4ZRmanOeKBTjRVjka3QFoN6XJ+9F3USqfHqTaU5w=="
-    },
-    "last-successful-gh-commit": {
-      "version": "1.0.1",
-      "resolved": "https://registry.npmjs.org/last-successful-gh-commit/-/last-successful-gh-commit-1.0.1.tgz",
-      "integrity": "sha1-8Mn8HfEvb764g/5vrcy3W4p5EVo=",
-      "requires": {
-        "axios": "^0.16.2"
-      }
-    },
-    "ms": {
-      "version": "2.1.2",
-      "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.2.tgz",
-      "integrity": "sha512-sGkPx+VjMtmA6MX27oA4FBFELFCZZ4S4XqeGOXCv68tT+jb3vk/RyaKWP0PTKyWtmLSM0b+adUTEvbs1PEaH2w=="
-    }
-  }
-}
diff --git a/.github/actions/pick/package.json b/.github/actions/pick/package.json
deleted file mode 100644
index 35144b7..0000000
--- a/.github/actions/pick/package.json
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-  "name": "pick",
-  "version": "1.0.0",
-  "description": "Pick the last successful commit from a github repo",
-  "main": "index.js",
-  "scripts": {},
-  "keywords": [],
-  "author": "sam.mccall@gmail.com",
-  "license": "Apache-2.0",
-  "dependencies": {
-    "@actions/core": "^1.2.6",
-    "last-successful-gh-commit": "^1.0.1"
-  }
-}
diff --git a/.github/workflows/periodic.yaml b/.github/workflows/periodic.yaml
index 1eb8d72..f2c70aa 100644
--- a/.github/workflows/periodic.yaml
+++ b/.github/workflows/periodic.yaml
@@ -23,11 +23,9 @@ jobs:
     steps:
     - name: Clone scripts
       uses: actions/checkout@v2
-    - name: Install NPM dependencies
-      run: npm install --prefix .github/actions/pick
     - name: Pick last successful commit
       id: pick
-      uses: ./.github/actions/pick
+      uses: clangd/actions/.github/actions/pick@3fef15e
       with:
         repo: llvm/llvm-project
         token: ${{ secrets.GITHUB_TOKEN }}