# configurations
.idea
.vscode

# crawlee and apify storage folders
apify_storage
crawlee_storage
storage

# installed files
node_modules

# git folder
.git

.editorconfig

root = true

[*]
indent_style = space
indent_size = 4
charset = utf-8
trim_trailing_whitespace = true
insert_final_newline = true
end_of_line = lf

.eslintrc

{
    "root": true,
    "env": {
        "browser": true,
        "es2020": true,
        "node": true
    },
    "extends": [
        "@apify/eslint-config-ts"
    ],
    "parserOptions": {
        "project": "./tsconfig.json",
        "ecmaVersion": 2020
    },
    "ignorePatterns": [
        "node_modules",
        "dist",
        "**/*.d.ts"
    ]
}

.gitignore

# This file tells Git which files shouldn't be added to source control

.DS_Store
.idea
.vscode
dist
node_modules
apify_storage
storage

# Added by Apify CLI
.venv

package.json

{
	"name": "chrome-webstore-reviews-v3",
	"version": "0.0.1",
	"type": "module",
	"description": "This is an example of an Apify actor.",
	"engines": {
		"node": ">=20.0.0"
	},
	"dependencies": {
		"@apify/log": "^2.5.13",
		"@dqbd/tiktoken": "^1.0.20",
		"apify": "^3.2.6",
		"camoufox-js": "^0.2.1",
		"crawlee": "^3.11.5",
		"date-fns": "^4.1.0",
		"openai": "^4.86.2",
		"playwright": "1.50.1"
	},
	"devDependencies": {
		"@apify/eslint-config-ts": "^0.3.0",
		"@apify/tsconfig": "^0.1.0",
		"@typescript-eslint/eslint-plugin": "^7.18.0",
		"@typescript-eslint/parser": "^7.18.0",
		"eslint": "^8.50.0",
		"tsx": "^4.6.2",
		"typescript": "^5.3.3"
	},
	"scripts": {
		"start": "npm run start:dev",
		"start:prod": "node dist/main.js",
		"start:dev": "tsx src/main.ts",
		"build": "tsc",
		"lint": "eslint ./src --ext .ts",
		"lint:fix": "eslint ./src --ext .ts --fix",
		"test": "echo \"Error: oops, the actor has no tests yet, sad!\" && exit 1",
		"postinstall": "npx camoufox-js fetch"
	},
	"author": "It's not you it's me",
	"license": "ISC",
	"packageManager": "pnpm@9.15.5+sha512.845196026aab1cc3f098a0474b64dfbab2afe7a1b4e91dd86895d8e4aa32a7a6d03049e2d0ad770bbe4de023a7122fb68c1a1d6e0d033c7076085f9d5d4800d4"
}

pnpm-lock.yaml

lockfileVersion: '9.0'

settings:
  autoInstallPeers: true
  excludeLinksFromLockfile: false

importers:

  .:
    dependencies:
      '@apify/log':
        specifier: ^2.5.13
        version: 2.5.13
      '@dqbd/tiktoken':
        specifier: ^1.0.20
        version: 1.0.20
      apify:
        specifier: ^3.2.6
        version: 3.3.2
      camoufox-js:
        specifier: ^0.2.1
        version: 0.2.1(encoding@0.1.13)
      crawlee:
        specifier: ^3.11.5
        version: 3.13.0(playwright@1.50.1)
      date-fns:
        specifier: ^4.1.0
        version: 4.1.0
      openai:
        specifier: ^4.86.2
        version: 4.86.2(encoding@0.1.13)(ws@8.18.1)
      playwright:
        specifier: 1.50.1
        version: 1.50.1
    devDependencies:
      '@apify/eslint-config-ts':
        specifier: ^0.3.0
        version: 0.3.0(@typescript-eslint/eslint-plugin@7.18.0(@typescript-eslint/parser@7.18.0(eslint@8.57.1)(typescript@5.8.2))(eslint@8.57.1)(typescript@5.8.2))(@typescript-eslint/parser@7.18.0(eslint@8.57.1)(typescript@5.8.2))(eslint@8.57.1)(typescript@5.8.2)
      '@apify/tsconfig':
        specifier: ^0.1.0
        version: 0.1.0
      '@typescript-eslint/eslint-plugin':
        specifier: ^7.18.0
        version: 7.18.0(@typescript-eslint/parser@7.18.0(eslint@8.57.1)(typescript@5.8.2))(eslint@8.57.1)(typescript@5.8.2)
      '@typescript-eslint/parser':
        specifier: ^7.18.0
        version: 7.18.0(eslint@8.57.1)(typescript@5.8.2)
      eslint:
        specifier: ^8.50.0
        version: 8.57.1
      tsx:
        specifier: ^4.6.2
        version: 4.19.3
      typescript:
        specifier: ^5.3.3
        version: 5.8.2

packages:

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    resolution: {integrity: sha512-GCK7wZcUPnHMUpoxd1tgbDgojdgcdxpnaF8UX5h5/hq5ZPdlik7EP2CkU6MpRfYxYl8T5LOsANUJvdB6bGthKA==}

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    resolution: {integrity: sha512-yl2dVGdYe7TH+ApXHx5nb+Fd9NiuMOgZDH4u1s4hTe21K6LmqxWQtPAZZ1BjaUZMa/R+dl2Osfr30myLo0mKsQ==}
    peerDependencies:
      '@typescript-eslint/eslint-plugin': '*'
      '@typescript-eslint/parser': '*'
      eslint: '*'
      typescript: '*'

  '@apify/eslint-config@0.3.4':
    resolution: {integrity: sha512-OAo1daRVA0TXtEbDEuM3q2A9muPOJuC0VI9YiBXrRYMMrhWBzUlY22xTYAqEUzjgjz+aqVWOEy+z5EkBjmc6Uw==}
    peerDependencies:
      eslint: '*'

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    engines: {node: '>= 0.10'}
    hasBin: true

  '@apify/pseudo_url@2.0.54':
    resolution: {integrity: sha512-HYUQvTgFHxnPS3mOL/xDvNv9Thp4ahW4Dwgim6txtsHRLRNuRBmrRtPNBuYIbpIO9LUKVpboXuA6D9nQXtBAlg==}

  '@apify/timeout@0.3.1':
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  '@apify/tsconfig@0.1.0':
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  '@apify/utilities@2.14.0':
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  '@asamuzakjp/css-color@3.1.1':
    resolution: {integrity: sha512-hpRD68SV2OMcZCsrbdkccTw5FXjNDLo5OuqSHyHZfwweGsDWZwDJ2+gONyNAbazZclobMirACLw0lk8WVxIqxA==}

  '@crawlee/basic@3.13.0':
    resolution: {integrity: sha512-OJu+o/sK0L/St1qeK2w8e6ypZv/dVRqCuCYOPNQ4xl6VC8F9DlPZRg/iJyDFImj+SXZIWDOJWJEHPmPPjD+eKA==}
    engines: {node: '>=16.0.0'}

  '@crawlee/browser-pool@3.13.0':
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    engines: {node: '>=16.0.0'}
    peerDependencies:
      playwright: '*'
      puppeteer: '*'
    peerDependenciesMeta:
      playwright:
        optional: true
      puppeteer:
        optional: true

  '@crawlee/browser@3.13.0':
    resolution: {integrity: sha512-UnAawFfzzOWzX2g9WL5+Iapz3stVL3iG8kf0UQi65JAjZj48coOyt0KQb8WgrRMj3Xmz+P/IxR/55qeiCS9/dQ==}
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    peerDependencies:
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    peerDependenciesMeta:
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    hasBin: true

  '@crawlee/core@3.13.0':
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    engines: {node: '>=16.0.0'}

  '@crawlee/http@3.13.0':
    resolution: {integrity: sha512-IJAMXXBOhjqKPYRAH4rBeVLeX/juCbbKkVmsrxmbmctl9cQc4WbTRPjJkYDjx82Lb6BbN1OZwFWHEuJNm44TAw==}
    engines: {node: '>=16.0.0'}

  '@crawlee/jsdom@3.13.0':
    resolution: {integrity: sha512-SkAltVDH0cvQKdS/Y7xBM0oJsQX0CNe9dXbTfgX+Tm092ZceR1gtncUJvXXoD+Dx8twhga9s5mrOi4KeowPqVg==}
    engines: {node: '>=16.0.0'}

  '@crawlee/linkedom@3.13.0':
    resolution: {integrity: sha512-ZCsw7ydIhVPdc4SWtkBh/uhPMDiP1xzah/ECKNxCn1AYgR+E8mcEHl/J9XxnPl0jV87g/qXIVwHKPWMLxkkc4A==}
    engines: {node: '>=16.0.0'}

  '@crawlee/memory-storage@3.13.0':
    resolution: {integrity: sha512-WC+zG2yucSL7lstrijwzm/ZkX0f/iN42x79wDkTG11ZOEGJyCFR3dmPGuNiyhK2fdGIZapLJiUolJnGOAsNtxg==}
    engines: {node: '>= 16'}

  '@crawlee/playwright@3.13.0':
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    engines: {node: '>=16.0.0'}
    peerDependencies:
      playwright: '*'
    peerDependenciesMeta:
      playwright:
        optional: true

  '@crawlee/puppeteer@3.13.0':
    resolution: {integrity: sha512-UaMsmHGRtKGT4ru0gupemzIMgLt36Vb0369lRp3zRLeZrLux4cDyh7AzlHwv1cudW0gQaClujaQUP1YK2x3pXw==}
    engines: {node: '>=16.0.0'}
    peerDependencies:
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    peerDependenciesMeta:
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  '@crawlee/templates@3.13.0':
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    engines: {node: '>=16.0.0'}

  '@crawlee/types@3.13.0':
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  '@crawlee/utils@3.13.0':
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  '@csstools/color-helpers@5.0.2':
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  '@csstools/css-calc@2.1.2':
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    engines: {node: '>=18'}
    peerDependencies:
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      '@csstools/css-tokenizer': ^3.0.3

  '@csstools/css-color-parser@3.0.8':
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    engines: {node: '>=18'}
    peerDependencies:
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  '@csstools/css-parser-algorithms@3.0.4':
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    peerDependencies:
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    cpu: [ppc64]
    os: [aix]

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    cpu: [arm64]
    os: [darwin]

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  pause-stream@0.0.11:
    dependencies:
      through: 2.3.8

  peek-readable@7.0.0: {}

  picocolors@1.1.1: {}

  picomatch@2.3.1: {}

  picomatch@4.0.2: {}

  pkg-dir@4.2.0:
    dependencies:
      find-up: 4.1.0

  playwright-core@1.50.1: {}

  playwright@1.50.1:
    dependencies:
      playwright-core: 1.50.1
    optionalDependencies:
      fsevents: 2.3.2

  possible-typed-array-names@1.1.0: {}

  prebuild-install@7.1.3:
    dependencies:
      detect-libc: 2.0.3
      expand-template: 2.0.3
      github-from-package: 0.0.0
      minimist: 1.2.8
      mkdirp-classic: 0.5.3
      napi-build-utils: 2.0.0
      node-abi: 3.74.0
      pump: 3.0.2
      rc: 1.2.8
      simple-get: 4.0.1
      tar-fs: 2.1.2
      tunnel-agent: 0.6.0

  prelude-ls@1.2.1: {}

  progress@2.0.3: {}

  promise-inflight@1.0.1:
    optional: true

  promise-retry@2.0.1:
    dependencies:
      err-code: 2.0.3
      retry: 0.12.0
    optional: true

  prop-types@15.8.1:
    dependencies:
      loose-envify: 1.4.0
      object-assign: 4.1.1
      react-is: 16.13.1

  proper-lockfile@4.1.2:
    dependencies:
      graceful-fs: 4.2.11
      retry: 0.12.0
      signal-exit: 3.0.7

  proxy-chain@2.5.7:
    dependencies:
      socks: 2.8.4
      socks-proxy-agent: 8.0.5
      tslib: 2.8.1
    transitivePeerDependencies:
      - supports-color

  proxy-from-env@1.1.0: {}

  pump@3.0.2:
    dependencies:
      end-of-stream: 1.4.4
      once: 1.4.0

  punycode@2.3.1: {}

  queue-microtask@1.2.3: {}

  quick-lru@5.1.1: {}

  quick-lru@7.0.0: {}

  rc@1.2.8:
    dependencies:
      deep-extend: 0.6.0
      ini: 1.3.8
      minimist: 1.2.8
      strip-json-comments: 2.0.1

  react-is@16.13.1: {}

  readable-stream@3.6.2:
    dependencies:
      inherits: 2.0.4
      string_decoder: 1.3.0
      util-deprecate: 1.0.2

  reflect.getprototypeof@1.0.10:
    dependencies:
      call-bind: 1.0.8
      define-properties: 1.2.1
      es-abstract: 1.23.9
      es-errors: 1.3.0
      es-object-atoms: 1.1.1
      get-intrinsic: 1.3.0
      get-proto: 1.0.1
      which-builtin-type: 1.2.1

  regexp.prototype.flags@1.5.4:
    dependencies:
      call-bind: 1.0.8
      define-properties: 1.2.1
      es-errors: 1.3.0
      get-proto: 1.0.1
      gopd: 1.2.0
      set-function-name: 2.0.2

  require-directory@2.1.1: {}

  resolve-alpn@1.2.1: {}

  resolve-cwd@3.0.0:
    dependencies:
      resolve-from: 5.0.0

  resolve-from@4.0.0: {}

  resolve-from@5.0.0: {}

  resolve-pkg-maps@1.0.0: {}

  resolve@1.22.10:
    dependencies:
      is-core-module: 2.16.1
      path-parse: 1.0.7
      supports-preserve-symlinks-flag: 1.0.0

  resolve@2.0.0-next.5:
    dependencies:
      is-core-module: 2.16.1
      path-parse: 1.0.7
      supports-preserve-symlinks-flag: 1.0.0

  responselike@3.0.0:
    dependencies:
      lowercase-keys: 3.0.0

  restore-cursor@3.1.0:
    dependencies:
      onetime: 5.1.2
      signal-exit: 3.0.7

  retry@0.12.0: {}

  retry@0.13.1: {}

  reusify@1.1.0: {}

  rimraf@3.0.2:
    dependencies:
      glob: 7.2.3

  robots-parser@3.0.1: {}

  rrweb-cssom@0.8.0: {}

  run-async@2.4.1: {}

  run-async@3.0.0: {}

  run-parallel@1.2.0:
    dependencies:
      queue-microtask: 1.2.3

  rxjs@7.8.2:
    dependencies:
      tslib: 2.8.1

  safe-array-concat@1.1.3:
    dependencies:
      call-bind: 1.0.8
      call-bound: 1.0.4
      get-intrinsic: 1.3.0
      has-symbols: 1.1.0
      isarray: 2.0.5

  safe-buffer@5.2.1: {}

  safe-push-apply@1.0.0:
    dependencies:
      es-errors: 1.3.0
      isarray: 2.0.5

  safe-regex-test@1.1.0:
    dependencies:
      call-bound: 1.0.4
      es-errors: 1.3.0
      is-regex: 1.2.1

  safer-buffer@2.1.2: {}

  sax@1.4.1: {}

  saxes@6.0.0:
    dependencies:
      xmlchars: 2.2.0

  semver@6.3.1: {}

  semver@7.7.1: {}

  set-blocking@2.0.0:
    optional: true

  set-function-length@1.2.2:
    dependencies:
      define-data-property: 1.1.4
      es-errors: 1.3.0
      function-bind: 1.1.2
      get-intrinsic: 1.3.0
      gopd: 1.2.0
      has-property-descriptors: 1.0.2

  set-function-name@2.0.2:
    dependencies:
      define-data-property: 1.1.4
      es-errors: 1.3.0
      functions-have-names: 1.2.3
      has-property-descriptors: 1.0.2

  set-proto@1.0.0:
    dependencies:
      dunder-proto: 1.0.1
      es-errors: 1.3.0
      es-object-atoms: 1.1.1

  shebang-command@2.0.0:
    dependencies:
      shebang-regex: 3.0.0

  shebang-regex@3.0.0: {}

  side-channel-list@1.0.0:
    dependencies:
      es-errors: 1.3.0
      object-inspect: 1.13.4

  side-channel-map@1.0.1:
    dependencies:
      call-bound: 1.0.4
      es-errors: 1.3.0
      get-intrinsic: 1.3.0
      object-inspect: 1.13.4

  side-channel-weakmap@1.0.2:
    dependencies:
      call-bound: 1.0.4
      es-errors: 1.3.0
      get-intrinsic: 1.3.0
      object-inspect: 1.13.4
      side-channel-map: 1.0.1

  side-channel@1.1.0:
    dependencies:
      es-errors: 1.3.0
      object-inspect: 1.13.4
      side-channel-list: 1.0.0
      side-channel-map: 1.0.1
      side-channel-weakmap: 1.0.2

  signal-exit@3.0.7: {}

  simple-concat@1.0.1: {}

  simple-get@4.0.1:
    dependencies:
      decompress-response: 6.0.0
      once: 1.4.0
      simple-concat: 1.0.1

  slash@3.0.0: {}

  smart-buffer@4.2.0: {}

  socks-proxy-agent@6.2.1:
    dependencies:
      agent-base: 6.0.2
      debug: 4.4.0
      socks: 2.8.4
    transitivePeerDependencies:
      - supports-color
    optional: true

  socks-proxy-agent@8.0.5:
    dependencies:
      agent-base: 7.1.3
      debug: 4.4.0
      socks: 2.8.4
    transitivePeerDependencies:
      - supports-color

  socks@2.8.4:
    dependencies:
      ip-address: 9.0.5
      smart-buffer: 4.2.0

  split@0.3.3:
    dependencies:
      through: 2.3.8

  sprintf-js@1.1.3: {}

  sqlite3@5.1.7:
    dependencies:
      bindings: 1.5.0
      node-addon-api: 7.1.1
      prebuild-install: 7.1.3
      tar: 6.2.1
    optionalDependencies:
      node-gyp: 8.4.1
    transitivePeerDependencies:
      - bluebird
      - supports-color

  ssri@8.0.1:
    dependencies:
      minipass: 3.3.6
    optional: true

  stable-hash@0.0.4: {}

  stream-chain@2.2.5: {}

  stream-combiner@0.0.4:
    dependencies:
      duplexer: 0.1.2

  stream-json@1.9.1:
    dependencies:
      stream-chain: 2.2.5

  string-comparison@1.3.0: {}

  string-width@4.2.3:
    dependencies:
      emoji-regex: 8.0.0
      is-fullwidth-code-point: 3.0.0
      strip-ansi: 6.0.1

  string.prototype.includes@2.0.1:
    dependencies:
      call-bind: 1.0.8
      define-properties: 1.2.1
      es-abstract: 1.23.9

  string.prototype.matchall@4.0.12:
    dependencies:
      call-bind: 1.0.8
      call-bound: 1.0.4
      define-properties: 1.2.1
      es-abstract: 1.23.9
      es-errors: 1.3.0
      es-object-atoms: 1.1.1
      get-intrinsic: 1.3.0
      gopd: 1.2.0
      has-symbols: 1.1.0
      internal-slot: 1.1.0
      regexp.prototype.flags: 1.5.4
      set-function-name: 2.0.2
      side-channel: 1.1.0

  string.prototype.repeat@1.0.0:
    dependencies:
      define-properties: 1.2.1
      es-abstract: 1.23.9

  string.prototype.trim@1.2.10:
    dependencies:
      call-bind: 1.0.8
      call-bound: 1.0.4
      define-data-property: 1.1.4
      define-properties: 1.2.1
      es-abstract: 1.23.9
      es-object-atoms: 1.1.1
      has-property-descriptors: 1.0.2

  string.prototype.trimend@1.0.9:
    dependencies:
      call-bind: 1.0.8
      call-bound: 1.0.4
      define-properties: 1.2.1
      es-object-atoms: 1.1.1

  string.prototype.trimstart@1.0.8:
    dependencies:
      call-bind: 1.0.8
      define-properties: 1.2.1
      es-object-atoms: 1.1.1

  string_decoder@1.3.0:
    dependencies:
      safe-buffer: 5.2.1

  strip-ansi@3.0.1:
    dependencies:
      ansi-regex: 2.1.1

  strip-ansi@6.0.1:
    dependencies:
      ansi-regex: 5.0.1

  strip-bom@3.0.0: {}

  strip-json-comments@2.0.1: {}

  strip-json-comments@3.1.1: {}

  strtok3@10.2.2:
    dependencies:
      '@tokenizer/token': 0.3.0
      peek-readable: 7.0.0

  supports-color@2.0.0: {}

  supports-color@7.2.0:
    dependencies:
      has-flag: 4.0.0

  supports-preserve-symlinks-flag@1.0.0: {}

  symbol-tree@3.2.4: {}

  tapable@2.2.1: {}

  tar-fs@2.1.2:
    dependencies:
      chownr: 1.1.4
      mkdirp-classic: 0.5.3
      pump: 3.0.2
      tar-stream: 2.2.0

  tar-stream@2.2.0:
    dependencies:
      bl: 4.1.0
      end-of-stream: 1.4.4
      fs-constants: 1.0.0
      inherits: 2.0.4
      readable-stream: 3.6.2

  tar@6.2.1:
    dependencies:
      chownr: 2.0.0
      fs-minipass: 2.1.0
      minipass: 5.0.0
      minizlib: 2.1.2
      mkdirp: 1.0.4
      yallist: 4.0.0

  text-table@0.2.0: {}

  through@2.3.8: {}

  tiny-lru@11.2.11: {}

  tiny-typed-emitter@2.1.0: {}

  tinyglobby@0.2.12:
    dependencies:
      fdir: 6.4.3(picomatch@4.0.2)
      picomatch: 4.0.2

  tldts-core@6.1.84: {}

  tldts@6.1.84:
    dependencies:
      tldts-core: 6.1.84

  tmp@0.0.33:
    dependencies:
      os-tmpdir: 1.0.2

  to-regex-range@5.0.1:
    dependencies:
      is-number: 7.0.0

  token-types@6.0.0:
    dependencies:
      '@tokenizer/token': 0.3.0
      ieee754: 1.2.1

  tough-cookie@5.1.2:
    dependencies:
      tldts: 6.1.84

  tr46@0.0.3: {}

  tr46@5.0.0:
    dependencies:
      punycode: 2.3.1

  ts-api-utils@1.4.3(typescript@5.8.2):
    dependencies:
      typescript: 5.8.2

  tsconfig-paths@3.15.0:
    dependencies:
      '@types/json5': 0.0.29
      json5: 1.0.2
      minimist: 1.2.8
      strip-bom: 3.0.0

  tslib@2.8.1: {}

  tsx@4.19.3:
    dependencies:
      esbuild: 0.25.1
      get-tsconfig: 4.10.0
    optionalDependencies:
      fsevents: 2.3.3

  tunnel-agent@0.6.0:
    dependencies:
      safe-buffer: 5.2.1

  type-check@0.4.0:
    dependencies:
      prelude-ls: 1.2.1

  type-fest@0.20.2: {}

  type-fest@0.21.3: {}

  type-fest@2.19.0: {}

  type-fest@4.37.0: {}

  typed-array-buffer@1.0.3:
    dependencies:
      call-bound: 1.0.4
      es-errors: 1.3.0
      is-typed-array: 1.1.15

  typed-array-byte-length@1.0.3:
    dependencies:
      call-bind: 1.0.8
      for-each: 0.3.5
      gopd: 1.2.0
      has-proto: 1.2.0
      is-typed-array: 1.1.15

  typed-array-byte-offset@1.0.4:
    dependencies:
      available-typed-arrays: 1.0.7
      call-bind: 1.0.8
      for-each: 0.3.5
      gopd: 1.2.0
      has-proto: 1.2.0
      is-typed-array: 1.1.15
      reflect.getprototypeof: 1.0.10

  typed-array-length@1.0.7:
    dependencies:
      call-bind: 1.0.8
      for-each: 0.3.5
      gopd: 1.2.0
      is-typed-array: 1.1.15
      possible-typed-array-names: 1.1.0
      reflect.getprototypeof: 1.0.10

  typescript@5.8.2: {}

  ua-is-frozen@0.1.2: {}

  ua-parser-js@2.0.2(encoding@0.1.13):
    dependencies:
      '@types/node-fetch': 2.6.12
      detect-europe-js: 0.1.2
      is-standalone-pwa: 0.1.1
      node-fetch: 2.7.0(encoding@0.1.13)
      ua-is-frozen: 0.1.2
    transitivePeerDependencies:
      - encoding

  uhyphen@0.2.0: {}

  uint8array-extras@1.4.0: {}

  unbox-primitive@1.1.0:
    dependencies:
      call-bound: 1.0.4
      has-bigints: 1.1.0
      has-symbols: 1.1.0
      which-boxed-primitive: 1.1.1

  undici-types@5.26.5: {}

  undici-types@6.20.0: {}

  unique-filename@1.1.1:
    dependencies:
      unique-slug: 2.0.2
    optional: true

  unique-slug@2.0.2:
    dependencies:
      imurmurhash: 0.1.4
    optional: true

  universalify@2.0.1: {}

  update-browserslist-db@1.1.3(browserslist@4.24.4):
    dependencies:
      browserslist: 4.24.4
      escalade: 3.2.0
      picocolors: 1.1.1

  uri-js@4.4.1:
    dependencies:
      punycode: 2.3.1

  util-deprecate@1.0.2: {}

  vali-date@1.0.0: {}

  w3c-xmlserializer@5.0.0:
    dependencies:
      xml-name-validator: 5.0.0

  wcwidth@1.0.1:
    dependencies:
      defaults: 1.0.4

  web-streams-polyfill@4.0.0-beta.3: {}

  webidl-conversions@3.0.1: {}

  webidl-conversions@7.0.0: {}

  whatwg-encoding@3.1.1:
    dependencies:
      iconv-lite: 0.6.3

  whatwg-mimetype@4.0.0: {}

  whatwg-url@14.1.1:
    dependencies:
      tr46: 5.0.0
      webidl-conversions: 7.0.0

  whatwg-url@5.0.0:
    dependencies:
      tr46: 0.0.3
      webidl-conversions: 3.0.1

  which-boxed-primitive@1.1.1:
    dependencies:
      is-bigint: 1.1.0
      is-boolean-object: 1.2.2
      is-number-object: 1.1.1
      is-string: 1.1.1
      is-symbol: 1.1.1

  which-builtin-type@1.2.1:
    dependencies:
      call-bound: 1.0.4
      function.prototype.name: 1.1.8
      has-tostringtag: 1.0.2
      is-async-function: 2.1.1
      is-date-object: 1.1.0
      is-finalizationregistry: 1.1.1
      is-generator-function: 1.1.0
      is-regex: 1.2.1
      is-weakref: 1.1.1
      isarray: 2.0.5
      which-boxed-primitive: 1.1.1
      which-collection: 1.0.2
      which-typed-array: 1.1.19

  which-collection@1.0.2:
    dependencies:
      is-map: 2.0.3
      is-set: 2.0.3
      is-weakmap: 2.0.2
      is-weakset: 2.0.4

  which-typed-array@1.1.19:
    dependencies:
      available-typed-arrays: 1.0.7
      call-bind: 1.0.8
      call-bound: 1.0.4
      for-each: 0.3.5
      get-proto: 1.0.1
      gopd: 1.2.0
      has-tostringtag: 1.0.2

  which@2.0.2:
    dependencies:
      isexe: 2.0.0

  wide-align@1.1.5:
    dependencies:
      string-width: 4.2.3
    optional: true

  word-wrap@1.2.5: {}

  wrap-ansi@6.2.0:
    dependencies:
      ansi-styles: 4.3.0
      string-width: 4.2.3
      strip-ansi: 6.0.1

  wrap-ansi@7.0.0:
    dependencies:
      ansi-styles: 4.3.0
      string-width: 4.2.3
      strip-ansi: 6.0.1

  wrappy@1.0.2: {}

  ws@8.18.1: {}

  xml-name-validator@5.0.0: {}

  xml2js@0.6.2:
    dependencies:
      sax: 1.4.1
      xmlbuilder: 11.0.1

  xmlbuilder@11.0.1: {}

  xmlchars@2.2.0: {}

  y18n@5.0.8: {}

  yallist@4.0.0: {}

  yargonaut@1.1.4:
    dependencies:
      chalk: 1.1.3
      figlet: 1.8.0
      parent-require: 1.0.0

  yargs-parser@21.1.1: {}

  yargs@17.7.2:
    dependencies:
      cliui: 8.0.1
      escalade: 3.2.0
      get-caller-file: 2.0.5
      require-directory: 2.1.1
      string-width: 4.2.3
      y18n: 5.0.8
      yargs-parser: 21.1.1

  yocto-queue@0.1.0: {}

  yoctocolors-cjs@2.1.2: {}

tsconfig.json

{
    "extends": "@apify/tsconfig",
    "compilerOptions": {
        "module": "NodeNext",
        "moduleResolution": "NodeNext",
        "target": "ES2022",
        "outDir": "dist",
        "noUnusedLocals": false,
        "skipLibCheck": true,
        "lib": ["DOM"]
    },
    "include": [
        "./src/**/*"
    ]
}

.actor/Dockerfile

# Specify the base Docker image. You can read more about
# the available images at https://crawlee.dev/docs/guides/docker-images
# You can also use any other image from Docker Hub.
FROM apify/actor-node-playwright-chrome:20-1.50.1 AS builder

# Check preinstalled packages
RUN npm ls crawlee apify puppeteer playwright

# Copy just package.json and package-lock.json
# to speed up the build using Docker layer cache.
COPY --chown=myuser package*.json ./

# Install all dependencies. Don't audit to speed up the installation.
RUN npm install --include=dev --audit=false

# Next, copy the source files using the user set
# in the base image.
COPY --chown=myuser . ./

# Install all dependencies and build the project.
# Don't audit to speed up the installation.
RUN npm run build

# Create final image
FROM apify/actor-node-playwright-chrome:20-1.50.1

# Check preinstalled packages
RUN npm ls crawlee apify puppeteer playwright

# Copy just package.json and package-lock.json
# to speed up the build using Docker layer cache.
COPY --chown=myuser package*.json ./

# Ensure we'll install Camoufox using the npm postinstall script
ENV PLAYWRIGHT_SKIP_BROWSER_DOWNLOAD=0
# Install NPM packages, skip optional and development dependencies to
# keep the image small. Avoid logging too much and print the dependency
# tree for debugging
RUN npm --quiet set progress=false \
    && npm install --omit=dev \
    && echo "Installed NPM packages:" \
    && (npm list --omit=dev --all || true) \
    && echo "Node.js version:" \
    && node --version \
    && echo "NPM version:" \
    && npm --version \
    && rm -r ~/.npm

# Copy built JS files from builder image
COPY --from=builder --chown=myuser /home/myuser/dist ./dist

# Next, copy the remaining files and directories with the source code.
# Since we do this after NPM install, quick build will be really fast
# for most source file changes.
COPY --chown=myuser . ./


# Run the image. If you know you won't need headful browsers,
# you can remove the XVFB start script for a micro perf gain.
CMD ./start_xvfb_and_run_cmd.sh && npm run start:prod --silent

.actor/actor.json

{
    "actorSpecification": 1,
    "name": "chrome-webstore-reviews-crawler",
    "title": "Chrome Web Store Reviews Crawler + GPT Summary",
    "description": "Scrape reviews from Chrome Web Store items and get GPT summary",
    "minMemoryMbytes": 4096,
    "maxMemoryMbytes": 8192,
    "version": "1.0",
    "input": "./input_schema.json",
    "storages": {
        "dataset": "./dataset_schema.json"
    },
    "dockerfile": "./Dockerfile",
    "environmentVariables": {
        "OPENAI_API_KEY": "@OPENAI_API_KEY"
    }
}

.actor/dataset_schema.json

{
    "actorSpecification": 1,
    "views": {
        "Reviews": {
            "title": "Reviews",
            "transformation": {
                "omit": [
                    "gpt"
                ],
                "unwind": [
                    "reviews"
                ]
            },
            "display": {
                "component": "table",
                "properties": {
                    "date": {
                        "label": "Date",
                        "format": "date"
                    },
                    "text": {
                        "label": "Text",
                        "format": "text"
                    },
                    "person": {
                        "label": "Reviewer",
                        "format": "text"
                    },
                    "rating": {
                        "label": "Rating",
                        "format": "number"
                    },
                    "photoSrc": {
                        "label": "Photo",
                        "format": "string"
                    }
                }
            }
        },
        "GPT": {
            "title": "GPT",
            "transformation": {
                "omit": [
                    "reviews"
                ],
                "unwind": [
                    "gpt"
                ]
            },
            "display": {
                "component": "table",
                "properties": {
                    "summary": {
                        "label": "Summary",
                        "format": "text"
                    },
                    "category": {
                        "label": "Category",
                        "format": "text"
                    }
                }
            }
        }
    }
}

.actor/input_schema.json

{
    "title": "Chrome Web Store Reviews Crawler + GPT Summary",
    "type": "object",
    "schemaVersion": 1,
    "properties": {
        "extensionIDs": {
            "title": "Chrome Webstore Item IDs",
            "type": "array",
            "description": "Extract ID from the link https://chromewebstore.google.com/detail/math-ai/[EXTENSION-ID], and put it in the input field.",
            "editor": "stringList",
            "prefill": [
                "aomkpefnllinimbhddlfhelelngakbbn"
            ]
        }
    },
    "required": [
        "extensionIDs"
    ]
}

images/time.png

src/main.ts

1// For more information, see https://docs.apify.com/sdk/js
2import { Actor } from 'apify';
3// For more information, see https://crawlee.dev
4import { PlaywrightCrawler } from 'crawlee';
5// this is ESM project, and as such, it requires you to specify extensions in your relative imports
6// read more about this here: https://nodejs.org/docs/latest-v18.x/api/esm.html#mandatory-file-extensions
7// note that we need to use `.js` even when inside TS files
8import { firefox } from 'playwright';
9import { launchOptions as camoufoxLaunchOptions } from 'camoufox-js';
10import log from '@apify/log';
11import { router } from './router.js';
12import { summarise } from './summarise.js';
13
14interface Input {
15    extensionIDs: string[];
16}
17
18function convertIdsToUrls(ids: string[]): string[] {
19    return ids.map((id) => `https://chromewebstore.google.com/detail/${id}/reviews?hl=en`);
20}
21
22await Actor.main(async () => {
23    // Structure of input is defined in input_schema.json
24    const {
25        extensionIDs = [],
26    } = await Actor.getInput<Input>() ?? {} as Input;
27
28    const proxyConfiguration = await Actor.createProxyConfiguration();
29
30    const crawler = new PlaywrightCrawler({
31        proxyConfiguration,
32        maxRequestsPerCrawl: 5,
33        requestHandler: router,
34        requestHandlerTimeoutSecs: 10000,
35        launchContext: {
36            launcher: firefox,
37            launchOptions: await camoufoxLaunchOptions({
38                headless: true,
39            }),
40        },
41    });
42
43    const crawlUrls = convertIdsToUrls(extensionIDs);
44    log.info('Input Chrome Extensions URLs:');
45    crawlUrls.forEach((url, index) => {
46        log.info(`${index + 1}: ${url}`);
47    });
48
49    await crawler.run(crawlUrls);
50
51    const dataset = await Actor.openDataset();
52    const data = await dataset.getData();
53
54    log.info('Creating summary with GPT...');
55    const response = await summarise(data.items[0].reviews);
56
57    await Actor.pushData({
58        gpt: response.summaries,
59    });
60    log.info('Finished creating GPT Summary.');
61});

src/router.ts

1import { createPlaywrightRouter, Dataset } from 'crawlee';
2import { parse } from 'date-fns';
3import { Review } from './types.js';
4
5export const router = createPlaywrightRouter();
6
7const SELECTORS = {
8    reviewSection: 'section.T7rvce',
9    dateSpan: 'span.ydlbEf',
10    textParagraph: 'p.fzDEpf',
11    personSpan: 'span.LfYwpe',
12    ratingDiv: 'div.B1UG8d',
13    image: 'img.ZmDEud',
14    loadMoreButton: 'button:has-text("Load More")',
15    reviewsLanguage: 'span:has-text("English")',
16    allReviewsOptions: 'li[role="option"]:has-text("All languages")',
17};
18
19function convertToDate(dateString: string): Date {
20    // Define the date format and parse the string
21    const format = 'MMM d, yyyy';
22    return parse(dateString, format, new Date());
23}
24
25// Function to open the dropdown menu and select "All languages" option
26// @ts-expect-error lazy
27const selectAllReviews = async (page, log) => {
28    try {
29        // Wait for and click the "English" dropdown
30        const dropdownMenu = await page.waitForSelector(SELECTORS.reviewsLanguage, {
31            timeout: 8000,
32        });
33        if (dropdownMenu) {
34            await dropdownMenu.click();
35            log.info('Dropdown menu clicked.');
36
37            // Add a short delay to allow the dropdown to open
38            await page.waitForTimeout(500);
39
40            // Now find and click the "All languages" option
41            const allLanguagesItem = await page.waitForSelector(
42                SELECTORS.allReviewsOptions,
43                { timeout: 8000 },
44            );
45            if (allLanguagesItem) {
46                await allLanguagesItem.click();
47                log.info('"All languages" item clicked.');
48            } else {
49                log.error(
50                    'The "All languages" item was not found or not interactable.',
51                );
52            }
53        } else {
54            log.error('Dropdown menu was not found.');
55        }
56    } catch (error) {
57        log.warning(`An error occurred while selecting "All languages"`);
58    }
59};
60
61// Function to click the "Load More" button if it exists
62// @ts-expect-error lazy
63const clickLoadButton = async (page): Promise<boolean> => {
64    try {
65        // Use a locator to locate the button and click on it directly
66        const loadMoreButton = page.locator(SELECTORS.loadMoreButton);
67
68        // Click the button, Playwright will auto-wait for the button to be ready
69        await loadMoreButton.click();
70
71        // Return true if the click was successful
72        return true;
73    } catch (error) {
74        // Return false if any error occurs
75        return false;
76    }
77};
78
79// Function to scrape all reviews from the fully expanded page
80// @ts-expect-error lazy
81const scrapeReviews = async (page, log): Promise<Review[]> => {
82    const reviewElements = await page.$$(SELECTORS.reviewSection);
83    const reviews: Review[] = [];
84    const reviewKeys = new Set();
85
86    let index = 1;
87    for (const reviewElement of reviewElements) {
88        const dateElement = await reviewElement.$(SELECTORS.dateSpan);
89        const textElement = await reviewElement.$(SELECTORS.textParagraph);
90        const personElement = await reviewElement.$(SELECTORS.personSpan);
91        const ratingElement = await reviewElement.$(SELECTORS.ratingDiv);
92        const photoElement = await reviewElement.$(SELECTORS.image);
93
94        const date = dateElement ? convertToDate(await dateElement.innerText()) : null;
95        const text = textElement ? await textElement.innerText() : null;
96        const person = personElement ? await personElement.innerText() : null;
97        const photoSrc = photoElement ? await photoElement.getAttribute('src') : null;
98
99        let rating = null;
100        if (ratingElement) {
101            const title = await ratingElement.getAttribute('title') || '';
102            const match = title.match(/(\d+) out of 5 stars/);
103            if (match) {
104                rating = match[1];
105            }
106        }
107
108        // Create a unique key for deduplication
109        const reviewKey = `Person: ${person} Date:${date}`;
110
111        if (!reviewKeys.has(reviewKey)) {
112            log.info(`[Added] ${index}: ${reviewKey}`);
113            reviewKeys.add(reviewKey);
114            reviews.push({ date, text, person, rating, photoSrc });
115            index++;
116        } else {
117            log.debug(`[Duplicate] ${reviewKey}`);
118        }
119    }
120
121    return reviews;
122};
123
124router.addDefaultHandler(async ({ page, log }) => {
125    log.info(`Starting to scrape on: ${page.url()}`);
126    log.info(`Title: ${await page.title()}`);
127
128    await selectAllReviews(page, log);
129
130    // Load all reviews by clicking "Load More"
131    let hasMoreContent = true;
132    while (hasMoreContent) {
133        const successfulClick = await clickLoadButton(page);
134        if (successfulClick) {
135            log.info('Loaded more reviews.');
136        } else {
137            log.info('No more reviews to load.');
138            await page.waitForSelector(SELECTORS.reviewSection, { timeout: 5000 });
139            hasMoreContent = false;
140        }
141    }
142
143    log.info('Scraping reviews...');
144    const reviews = await scrapeReviews(page, log);
145    log.info(`Scraped ${reviews.length} unique reviews...`);
146
147    // Store the results in the default dataset
148    await Dataset.pushData({ reviews });
149});

src/schema.ts

1export const reviewSchema = {
2    name: 'review_summary_list',
3    schema: {
4        type: 'object',
5        properties: {
6            summaries: {
7                type: 'array',
8                items: {
9                    type: 'object',
10                    properties: {
11                        category: {
12                            type: 'string',
13                            enum: [
14                                'pain_anger',
15                                'ideas',
16                                'money_talk',
17                            ],
18                            description: 'The category of the review summary.',
19                        },
20                        summary: {
21                            type: 'string',
22                            description: 'A summary of the reviews.',
23                        },
24                        supporting_reviews: {
25                            type: 'array',
26                            items: {
27                                $ref: '#/$defs/review',
28                            },
29                        },
30                    },
31                    required: [
32                        'category',
33                        'summary',
34                        'supporting_reviews',
35                    ],
36                    additionalProperties: false,
37                },
38            },
39        },
40        required: [
41            'summaries',
42        ],
43        additionalProperties: false,
44        $defs: {
45            review: {
46                type: 'object',
47                properties: {
48                    date: {
49                        type: 'string',
50                        description: 'The date when the review was written.',
51                    },
52                    text: {
53                        type: 'string',
54                        description: 'The text content of the review.',
55                    },
56                    person: {
57                        type: 'string',
58                        description: 'The name of the person who wrote the review.',
59                    },
60                    rating: {
61                        type: 'string',
62                        description: 'The rating given by the reviewer.',
63                    },
64                },
65                required: [
66                    'date',
67                    'text',
68                    'person',
69                    'rating',
70                ],
71                additionalProperties: false,
72            },
73        },
74    },
75    strict: true,
76};

src/summarise.ts

1import OpenAI from 'openai';
2import { encoding_for_model } from '@dqbd/tiktoken';
3import { reviewSchema } from './schema.js';
4import { Review } from './types.js';
5
6const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY || '' });
7const tokenizer = encoding_for_model('gpt-4o');
8
9/**
10 * Cleans the reviews by removing photoSrc.
11 */
12function cleanReviews(reviews: Array<Review>): Array<Omit<Review, 'photoSrc'>> {
13    return reviews.map(({ photoSrc, ...rest }) => rest);
14}
15
16/**
17 * Tokenizes a JSON object and returns token count.
18 */
19function countTokens(text: string): number {
20    return tokenizer.encode(text).length;
21}
22
23/**
24 * Splits reviews into chunks based on token count.
25 */
26function chunkByTokens(reviews: Array<Omit<Review, 'photoSrc'>>, maxTokens = 128000): Array<{
27    chunk: Array<Omit<Review, 'photoSrc'>>,
28    tokenCount: number
29}> {
30    const chunks: Array<{ chunk: Array<Omit<Review, 'photoSrc'>>, tokenCount: number }> = [];
31    let currentChunk: Array<Omit<Review, 'photoSrc'>> = [];
32    let currentTokenCount = 0;
33
34    for (const review of reviews) {
35        const reviewTokenCount = countTokens(JSON.stringify(review));
36        // If adding the review exceeds maxTokens, start a new chunk
37        if (currentTokenCount + reviewTokenCount > maxTokens) {
38            chunks.push({ chunk: currentChunk, tokenCount: currentTokenCount });
39            currentChunk = [];
40            currentTokenCount = 0;
41        }
42        currentChunk.push(review);
43        currentTokenCount += reviewTokenCount;
44    }
45
46    // Add last chunk if not empty
47    if (currentChunk.length > 0) {
48        chunks.push({ chunk: currentChunk, tokenCount: currentTokenCount });
49    }
50
51    return chunks;
52}
53
54/**
55 * Summarizes a chunk of reviews using OpenAI.
56 */
57async function summarizeChunk(reviews: Array<Omit<Review, 'photoSrc'>>) {
58    const completion = await openai.chat.completions.create({
59        model: 'gpt-4o',
60        max_tokens: 4096, // Adjust based on desired output length
61        response_format: {
62            type: 'json_schema',
63            json_schema: reviewSchema,
64        },
65        messages: [
66            {
67                role: 'system',
68                content: ` You are a product review summarizer.\n
69                Please analyze the provided reviews and summarize them according to the given JSON schema.\n
70                IMPORTANT: Provide more than one summary per category if available.\n `,
71            },
72            {
73                role: 'user',
74                content: `Here are ${reviews.length} reviews: ${JSON.stringify(reviews, null, 0)}`,
75            },
76        ],
77    });
78    return JSON.parse(completion.choices[0].message?.content || '{}');
79}
80
81/**
82 * Merges multiple summaries into a single final summary using OpenAI.
83 */
84async function generateFinalSummary(partialSummaries: any[]): Promise<any> {
85    const finalCompletion = await openai.chat.completions.create({
86        model: 'gpt-4o',
87        response_format: {
88            type: 'json_schema',
89            json_schema: reviewSchema,
90        },
91        messages: [
92            {
93                role: 'system',
94                content: ` You are a review summary aggregator.\n
95                You will receive multiple review summaries and your task is to merge them into a final cohesive summary.\n
96                Ensure the final summary is structured well, avoids repetition, and provides a clear, complete view of the reviews.\n `,
97            },
98            {
99                role: 'user',
100                content: `Here are the partial summaries: ${JSON.stringify(partialSummaries, null, 0)}`,
101            },
102        ],
103    });
104    return JSON.parse(finalCompletion.choices[0].message?.content || '{}');
105}
106
107/**
108 * Main function to summarize reviews efficiently.
109 */
110export async function summarise(reviews: Array<Review>) {
111    const cleanedReviews = cleanReviews(reviews);
112    const chunks = chunkByTokens(cleanedReviews, 128000); // Dynamically split reviews by token count
113    console.log(`Processing ${chunks.length} chunks in parallel...`);
114
115    chunks.forEach(({ chunk, tokenCount }, index) => {
116        console.log(`Chunk ${index + 1}: ${chunk.length} reviews, ${tokenCount} tokens`);
117    });
118
119    // Process chunks in parallel
120    const partialSummaries = await Promise.all(chunks.map(({ chunk }) => summarizeChunk(chunk)));
121
122    // If there's only one chunk, return its summary directly
123    if (chunks.length === 1) {
124        return partialSummaries[0];
125    }
126
127    // Make a final OpenAI call to merge summaries into a single cohesive summary
128    return await generateFinalSummary(partialSummaries);
129}

src/types.ts

1export interface Review {
2    date: Date | null;
3    text: string | null;
4    person: string | null;
5    rating: string | null;
6    photoSrc: string | null;
7}

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