diff --git a/.github/workflows/codespell.yml b/.github/workflows/codespell.yml
new file mode 100644
index 000000000..b23166743
--- /dev/null
+++ b/.github/workflows/codespell.yml
@@ -0,0 +1,25 @@
+# Codespell configuration is within pyproject.toml
+---
+name: Codespell
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+    branches: [main]
+
+permissions:
+  contents: read
+
+jobs:
+  codespell:
+    name: Check for spelling errors
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+      - name: Annotate locations with typos
+        uses: codespell-project/codespell-problem-matcher@v1
+      - name: Codespell
+        uses: codespell-project/actions-codespell@v2
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a7c487b51..8dfae80d9 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -27,3 +27,11 @@ repos:
       language: system
       types: [python]
       exclude: ^docs/cookbooks/  # Ignore files under docs/cookbooks
+
+  - repo: https://github.com/codespell-project/codespell
+    # Configuration for codespell is in pyproject.toml
+    rev: v2.4.1
+    hooks:
+    - id: codespell
+      additional_dependencies:
+      - tomli  # for python_version < '3.11'
diff --git a/community_usecase/virtual_fitting_room/readme.md b/community_usecase/virtual_fitting_room/readme.md
index 03a69ac9d..b1435e5cb 100644
--- a/community_usecase/virtual_fitting_room/readme.md
+++ b/community_usecase/virtual_fitting_room/readme.md
@@ -7,7 +7,7 @@ All with one prompt 🪄
 
 ## Dependencies:
 
- 1. I made some modificaitons to the camel repo so please first run "git clone -b feature/virtual-try-on-toolkit-and-partial-screenshot --single-branch https://github.com/camel-ai/camel.git"
+ 1. I made some modifications to the camel repo so please first run "git clone -b feature/virtual-try-on-toolkit-and-partial-screenshot --single-branch https://github.com/camel-ai/camel.git"
  2. fill in your klingai api keys for virtual try-on in camel/toolkits/virtual_try_on_toolkit.py (you can get it from https://klingai.kuaishou.com/dev-center)
  3. pip install the above cloned repo
 
diff --git a/pyproject.toml b/pyproject.toml
index 9b984d625..bf0347c79 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,3 +59,10 @@ follow_imports = "skip"
 [[tool.mypy.overrides]]
 module = "utils"
 ignore_missing_imports = true
+
+[tool.codespell]
+# Ref: https://github.com/codespell-project/codespell#using-a-config-file
+skip = '.git*,*.pdf,*.lock'
+check-hidden = true
+ignore-regex = '\bBrin\b'
+ignore-words-list = 'datas'