ci(docs): Add codespell for docs md and py files (#5494)

* docs: Add codespell for markdown files

* update

* remove path

* fix

* update linting guidelines

* chore[deps]: upgrade dependencies with `uv lock --upgrade` (#5471)

Co-authored-by: sydney-runkle <54324534+sydney-runkle@users.noreply.github.com>

* fix(checkpoint): correct logging call to use logger (#5458)

fix[checkpoint]: correct logging call to use logger

* release(langgraph): v0.5.3 (#5498)

bump

* extend to cover python files used for reference docs

* fix(docs): Update the graph image link (#5500)

Update the graph image link

Point to the correct image reference for Map-Reduce and the Send API example

* fix(docs): Update graph-api.md File to reflect correct image (#5499)

Update graph-api.md File to reflect correct image

Referencing to the correct image file

* docs(prebuilt): improve documentation in ToolNode module (#5497)

Update documentation in ToolNode module

* Update changelog via LangGraph Server Changelog Bot

* feat(sdk-py): Show is_studio_user (#5505)

* Update changelog via LangGraph Server Changelog Bot

* fix(docs): Node caching explanation code required a small fix,. (#5473)

fix(docs): Node caching explanation code required a small fix, to avoid confusion to readers. The code had `time.sleep(2)` but the note mentioned one second only.

Co-authored-by: ygicp <yagnesh@infocusp.com>

* fix(langgraph): add `stacklevel=2` to the warnings to point to the caller’s codes (#5457)

chore: add stacklevel=2 to the warnings to point to the caller’s codes

* chore(docs): Improve example in use mcp (#5480)

* Make example more explicit

* Update docs/docs/agents/mcp.md

* fix(docs): update examples link (#5515)

Co-authored-by: ahmed murtaza <ahmed.gmurtaza@gmail.com>

* docs: [LangGraph Server Changelog Bot] Changelog updates for new version(s) (#5514)

Update changelog via LangGraph Server Changelog Bot

* fix readmes

* fix

---------

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: sydney-runkle <54324534+sydney-runkle@users.noreply.github.com>
Co-authored-by: Michael Li <michaelli65535@gmail.com>
Co-authored-by: Sakshi Gupta <64280320+sakshi1989@users.noreply.github.com>
Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
Co-authored-by: Sam Crowder <samecrowder@gmail.com>
Co-authored-by: William FH <13333726+hinthornw@users.noreply.github.com>
Co-authored-by: Yagnesh M. Bhadiyadra <35532869+yagneshmb@users.noreply.github.com>
Co-authored-by: ygicp <yagnesh@infocusp.com>
Co-authored-by: Ahmed Murtaza <ahmed.gmurtaza@hotmail.com>
Co-authored-by: ahmed murtaza <ahmed.gmurtaza@gmail.com>

.github/workflows/codespell.yml

@@ -34,10 +34,16 @@
             id: extract_ignore_words
     
           - name: Codespell
-            uses: codespell-project/actions-codespell@v2
+            uses: codespell-project/actions-codespell@v2.0
             with:
-              skip: '*.ambr,*.lock,*.ipynb,*.yaml,*.zlib,*.md'
+              skip: '*.ambr,*.lock,*.ipynb,*.yaml,*.zlib,*.css.map,*.js.map'
               ignore_words_list: ${{ steps.extract_ignore_words.outputs.ignore_words_list }}
           # We do this to avoid spellchecking cell outputs
           - name: Codespell Notebooks
-            run: make codespell
+            run: make codespell
+          
+          - name: Codespell LangGraph Library
+            run: |
+              # Change to root directory to check the main LangGraph library
+              cd ..
+              codespell --skip="*.ambr,*.lock,*.ipynb,*.yaml,*.zlib,*.css.map,*.js.map,*.pyc,__pycache__/*" --ignore-words-list="${{ steps.extract_ignore_words.outputs.ignore_words_list }}" libs/langgraph/langgraph/