diff --git a/packages/cli/package.json b/packages/cli/package.json
index a03ebf2e24..f120829118 100644
--- a/packages/cli/package.json
+++ b/packages/cli/package.json
@@ -113,6 +113,7 @@
     "minimatch": "^5.1.2",
     "moo": "^0.5.1",
     "open": "^8.2.1",
+    "openai": "^4.11.0",
     "openapi-diff": "^0.23.6",
     "ora": "^5.4.1",
     "parse-diff": "^0.11.1",
diff --git a/packages/cli/src/cli.ts b/packages/cli/src/cli.ts
index b6e2697bcf..fcb63b1fe7 100755
--- a/packages/cli/src/cli.ts
+++ b/packages/cli/src/cli.ts
@@ -35,6 +35,7 @@ const ArchiveCommand = require('./cmds/archive/archive');
 const RestoreCommand = require('./cmds/archive/restore');
 const CompareCommand = require('./cmds/compare/compare');
 const CompareReportCommand = require('./cmds/compare-report/compareReport');
+const InstallGitHubAction = require('./cmds/install-github-action/install-github-action');
 import UploadCommand from './cmds/upload';
 import { default as sqlErrorLog } from './lib/sqlErrorLog';
 
@@ -233,6 +234,7 @@ yargs(process.argv.slice(2))
   .command(RestoreCommand)
   .command(CompareCommand)
   .command(CompareReportCommand)
+  .command(InstallGitHubAction)
   .strict()
   .demandCommand()
   .help().argv;
diff --git a/packages/cli/src/cmds/agentInstaller/installerUI.ts b/packages/cli/src/cmds/agentInstaller/installerUI.ts
index 0abd708122..3e8cc72193 100644
--- a/packages/cli/src/cmds/agentInstaller/installerUI.ts
+++ b/packages/cli/src/cmds/agentInstaller/installerUI.ts
@@ -1,6 +1,5 @@
 import UI from '../userInteraction';
 import chalk from 'chalk';
-import { Answers } from 'inquirer';
 
 export enum OverwriteOption {
   USE_EXISTING = 'Use existing',
diff --git a/packages/cli/src/cmds/install-github-action/install-github-action.ts b/packages/cli/src/cmds/install-github-action/install-github-action.ts
new file mode 100644
index 0000000000..24e82f2a0d
--- /dev/null
+++ b/packages/cli/src/cmds/install-github-action/install-github-action.ts
@@ -0,0 +1,127 @@
+import yargs from 'yargs';
+import { existsSync } from 'fs';
+import { warn } from 'console';
+import { OpenAI } from 'openai';
+import assert from 'assert';
+import { readFile } from 'fs/promises';
+import { inspect } from 'util';
+import * as diff from 'diff';
+
+import { handleWorkingDirectory } from '../../lib/handleWorkingDirectory';
+import { findFiles, verbose } from '../../utils';
+import UI from '../userInteraction';
+
+export const command = 'install-github-action';
+export const describe = 'Install the AppMap GitHub action to a project';
+
+export default async function buildOpenAIApi(): Promise<OpenAI | undefined> {
+  let gptKey = process.env.OPENAI_API_KEY;
+  if (!gptKey) {
+    const gptKey = UI.prompt({
+      message: 'Enter your OpenAI API key',
+      mask: '*',
+    });
+    if (!gptKey) return;
+  }
+
+  return new OpenAI({ apiKey: gptKey });
+}
+
+export const builder = (args: yargs.Argv) => {
+  args.option('directory', {
+    describe: 'program working directory',
+    type: 'string',
+    alias: 'd',
+  });
+
+  return args.strict();
+};
+
+async function installGitHubAction() {
+  if (!existsSync('.github')) {
+    warn(`.github directory does not exist`);
+    return;
+  }
+
+  const workflowFiles = await findFiles('.github', '.yml');
+  if (workflowFiles.length === 0) {
+    warn(`No workflows found in .github directory`);
+    return;
+  }
+
+  let workflowFile: string;
+  {
+    const answer = await UI.prompt({
+      type: 'list',
+      name: 'action',
+      message: 'Choose a workflow file:',
+      choices: workflowFiles,
+    });
+    if (!answer) return;
+
+    workflowFile = answer.action;
+  }
+  const workflowStr = await readFile(workflowFile, 'utf-8');
+
+  UI.status = `Suggesting AppMap installation to GitHub Workflow ${workflowFile}`;
+
+  const ai = await buildOpenAIApi();
+  if (!ai) return;
+
+  const snippet = `
+    - name: Prepare bundle for AppMap installation
+      run: bundle config unset deployment
+    - name: Install AppMap
+      id: install-appmap
+      uses: getappmap/install-action@v1
+      with:
+        build-tool: bundler
+`
+
+  const result = await ai.chat.completions.create({
+    messages: [
+      {
+        role: 'system',
+        content: 'Respond with a complete copy of the workflow'
+      },
+      {
+        role: 'system',
+        content: 'Include two line breaks before and after the injected snippet'
+      },
+      {
+        role: 'user',
+        content:
+          'I want to add a step to the following GitHub Action workflow that runs after the language tools are installed, but before the tests are run',
+      },
+      {
+        role: 'user',
+        content: `Inject my workflow snippet which is: SNIPPET\n${snippet}END SNIPPET`
+      }
+      {
+        role: 'user',
+        content: workflowStr,
+      },
+    ],
+    model: 'gpt-3.5-turbo',
+  });
+
+  const response = result.choices
+    .map((choice) => (assert(choice.message), choice.message.content))
+    .filter(Boolean)
+    .join('\n');
+
+  UI.success();
+
+  const patch = diff.createTwoFilesPatch(workflowFile, workflowFile, workflowStr, response);
+
+  warn(patch);
+}
+
+export const handler = async (argv: any) => {
+  verbose(argv.verbose);
+
+  const { directory } = argv;
+  handleWorkingDirectory(directory);
+
+  await installGitHubAction();
+};
diff --git a/yarn.lock b/yarn.lock
index 663e545498..5449b63512 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -183,6 +183,7 @@ __metadata:
     moo: ^0.5.1
     node-fetch: 2.6.7
     open: ^8.2.1
+    openai: ^4.11.0
     openapi-diff: ^0.23.6
     openapi-types: ^12.1.0
     ora: ^5.4.1
@@ -8360,6 +8361,16 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@types/node-fetch@npm:^2.6.4":
+  version: 2.6.6
+  resolution: "@types/node-fetch@npm:2.6.6"
+  dependencies:
+    "@types/node": "*"
+    form-data: ^4.0.0
+  checksum: ac66389d9d597ab91f5e5d3724e594965b9f80ae5841ab5da9f0c3bd54ceac084591cfe69b1c413f18bb7efdd97002d05bd7651d58ba0c6c10f804f4fd85e598
+  languageName: node
+  linkType: hard
+
 "@types/node@npm:*, @types/node@npm:^17.0.2":
   version: 17.0.17
   resolution: "@types/node@npm:17.0.17"
@@ -8395,6 +8406,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@types/node@npm:^18.11.18":
+  version: 18.18.1
+  resolution: "@types/node@npm:18.18.1"
+  checksum: 079085afc8615b91727900628410a2077f7fff51c5c3e20c4ab2d9caae4010b035aac13dae1221155e9d6ca46084aebf68121642140527b4009eee17b716d339
+  languageName: node
+  linkType: hard
+
 "@types/normalize-package-data@npm:^2.4.0":
   version: 2.4.1
   resolution: "@types/normalize-package-data@npm:2.4.1"
@@ -10238,6 +10256,15 @@ __metadata:
   languageName: node
   linkType: hard
 
+"abort-controller@npm:^3.0.0":
+  version: 3.0.0
+  resolution: "abort-controller@npm:3.0.0"
+  dependencies:
+    event-target-shim: ^5.0.0
+  checksum: 170bdba9b47b7e65906a28c8ce4f38a7a369d78e2271706f020849c1bfe0ee2067d4261df8bbb66eb84f79208fd5b710df759d64191db58cfba7ce8ef9c54b75
+  languageName: node
+  linkType: hard
+
 "accepts@npm:~1.3.4, accepts@npm:~1.3.5, accepts@npm:~1.3.7":
   version: 1.3.8
   resolution: "accepts@npm:1.3.8"
@@ -11951,6 +11978,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"base-64@npm:^0.1.0":
+  version: 0.1.0
+  resolution: "base-64@npm:0.1.0"
+  checksum: 5a42938f82372ab5392cbacc85a5a78115cbbd9dbef9f7540fa47d78763a3a8bd7d598475f0d92341f66285afd377509851a9bb5c67bbecb89686e9255d5b3eb
+  languageName: node
+  linkType: hard
+
 "base64-js@npm:^1.0.2, base64-js@npm:^1.3.1":
   version: 1.5.1
   resolution: "base64-js@npm:1.5.1"
@@ -13013,6 +13047,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"charenc@npm:0.0.2":
+  version: 0.0.2
+  resolution: "charenc@npm:0.0.2"
+  checksum: 81dcadbe57e861d527faf6dd3855dc857395a1c4d6781f4847288ab23cffb7b3ee80d57c15bba7252ffe3e5e8019db767757ee7975663ad2ca0939bb8fcaf2e5
+  languageName: node
+  linkType: hard
+
 "check-more-types@npm:2.24.0, check-more-types@npm:^2.24.0":
   version: 2.24.0
   resolution: "check-more-types@npm:2.24.0"
@@ -14264,6 +14305,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"crypt@npm:0.0.2":
+  version: 0.0.2
+  resolution: "crypt@npm:0.0.2"
+  checksum: baf4c7bbe05df656ec230018af8cf7dbe8c14b36b98726939cef008d473f6fe7a4fad906cfea4062c93af516f1550a3f43ceb4d6615329612c6511378ed9fe34
+  languageName: node
+  linkType: hard
+
 "crypto-browserify@npm:^3.11.0":
   version: 3.12.0
   resolution: "crypto-browserify@npm:3.12.0"
@@ -15654,6 +15702,16 @@ __metadata:
   languageName: node
   linkType: hard
 
+"digest-fetch@npm:^1.3.0":
+  version: 1.3.0
+  resolution: "digest-fetch@npm:1.3.0"
+  dependencies:
+    base-64: ^0.1.0
+    md5: ^2.3.0
+  checksum: 8ebdb4b9ef02b1ac0da532d25c7d08388f2552813dfadabfe7c4630e944bb4a48093b997fc926440a10e1ccf4912f2ce9adcf2d6687b0518dab8480e08f22f9d
+  languageName: node
+  linkType: hard
+
 "dir-glob@npm:^2.0.0, dir-glob@npm:^2.2.2":
   version: 2.2.2
   resolution: "dir-glob@npm:2.2.2"
@@ -17371,6 +17429,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"event-target-shim@npm:^5.0.0":
+  version: 5.0.1
+  resolution: "event-target-shim@npm:5.0.1"
+  checksum: 1ffe3bb22a6d51bdeb6bf6f7cf97d2ff4a74b017ad12284cc9e6a279e727dc30a5de6bb613e5596ff4dc3e517841339ad09a7eec44266eccb1aa201a30448166
+  languageName: node
+  linkType: hard
+
 "eventemitter2@npm:6.4.7":
   version: 6.4.7
   resolution: "eventemitter2@npm:6.4.7"
@@ -18249,6 +18314,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"form-data-encoder@npm:1.7.2":
+  version: 1.7.2
+  resolution: "form-data-encoder@npm:1.7.2"
+  checksum: aeebd87a1cb009e13cbb5e4e4008e6202ed5f6551eb6d9582ba8a062005178907b90f4887899d3c993de879159b6c0c940af8196725b428b4248cec5af3acf5f
+  languageName: node
+  linkType: hard
+
 "form-data@npm:*, form-data@npm:^4.0.0":
   version: 4.0.0
   resolution: "form-data@npm:4.0.0"
@@ -18289,6 +18361,16 @@ __metadata:
   languageName: node
   linkType: hard
 
+"formdata-node@npm:^4.3.2":
+  version: 4.4.1
+  resolution: "formdata-node@npm:4.4.1"
+  dependencies:
+    node-domexception: 1.0.0
+    web-streams-polyfill: 4.0.0-beta.3
+  checksum: d91d4f667cfed74827fc281594102c0dabddd03c9f8b426fc97123eedbf73f5060ee43205d89284d6854e2fc5827e030cd352ef68b93beda8decc2d72128c576
+  languageName: node
+  linkType: hard
+
 "forwarded@npm:0.2.0":
   version: 0.2.0
   resolution: "forwarded@npm:0.2.0"
@@ -20470,7 +20552,7 @@ __metadata:
   languageName: node
   linkType: hard
 
-"is-buffer@npm:^1.1.5":
+"is-buffer@npm:^1.1.5, is-buffer@npm:~1.1.6":
   version: 1.1.6
   resolution: "is-buffer@npm:1.1.6"
   checksum: 4a186d995d8bbf9153b4bd9ff9fd04ae75068fe695d29025d25e592d9488911eeece84eefbd8fa41b8ddcc0711058a71d4c466dcf6f1f6e1d83830052d8ca707
@@ -25075,6 +25157,17 @@ __metadata:
   languageName: node
   linkType: hard
 
+"md5@npm:^2.3.0":
+  version: 2.3.0
+  resolution: "md5@npm:2.3.0"
+  dependencies:
+    charenc: 0.0.2
+    crypt: 0.0.2
+    is-buffer: ~1.1.6
+  checksum: a63cacf4018dc9dee08c36e6f924a64ced735b37826116c905717c41cebeb41a522f7a526ba6ad578f9c80f02cb365033ccd67fe186ffbcc1a1faeb75daa9b6e
+  languageName: node
+  linkType: hard
+
 "mdast-squeeze-paragraphs@npm:^4.0.0":
   version: 4.0.0
   resolution: "mdast-squeeze-paragraphs@npm:4.0.0"
@@ -26082,6 +26175,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"node-domexception@npm:1.0.0":
+  version: 1.0.0
+  resolution: "node-domexception@npm:1.0.0"
+  checksum: ee1d37dd2a4eb26a8a92cd6b64dfc29caec72bff5e1ed9aba80c294f57a31ba4895a60fd48347cf17dd6e766da0ae87d75657dfd1f384ebfa60462c2283f5c7f
+  languageName: node
+  linkType: hard
+
 "node-emoji@npm:^1.11.0":
   version: 1.11.0
   resolution: "node-emoji@npm:1.11.0"
@@ -27035,6 +27135,24 @@ __metadata:
   languageName: node
   linkType: hard
 
+"openai@npm:^4.11.0":
+  version: 4.11.0
+  resolution: "openai@npm:4.11.0"
+  dependencies:
+    "@types/node": ^18.11.18
+    "@types/node-fetch": ^2.6.4
+    abort-controller: ^3.0.0
+    agentkeepalive: ^4.2.1
+    digest-fetch: ^1.3.0
+    form-data-encoder: 1.7.2
+    formdata-node: ^4.3.2
+    node-fetch: ^2.6.7
+  bin:
+    openai: bin/cli
+  checksum: 4a2609b29d47347f6c4ed03c35787baaa7145b34e57aecbf6b5412f4ac0479e9c46b5ce22d85a972604eef4c0933d8a09c46c2625de8fdad2bd53200888bb04a
+  languageName: node
+  linkType: hard
+
 "openapi-diff@npm:^0.23.6":
   version: 0.23.6
   resolution: "openapi-diff@npm:0.23.6"
@@ -35167,6 +35285,13 @@ typescript@~4.4.3:
   languageName: node
   linkType: hard
 
+"web-streams-polyfill@npm:4.0.0-beta.3":
+  version: 4.0.0-beta.3
+  resolution: "web-streams-polyfill@npm:4.0.0-beta.3"
+  checksum: dfec1fbf52b9140e4183a941e380487b6c3d5d3838dd1259be81506c1c9f2abfcf5aeb670aeeecfd9dff4271a6d8fef931b193c7bedfb42542a3b05ff36c0d16
+  languageName: node
+  linkType: hard
+
 "webidl-conversions@npm:^3.0.0":
   version: 3.0.1
   resolution: "webidl-conversions@npm:3.0.1"