diff --git a/.github/workflows/spellcheck.yml b/.github/workflows/spellcheck.yml
new file mode 100644
index 0000000..3567038
--- /dev/null
+++ b/.github/workflows/spellcheck.yml
@@ -0,0 +1,22 @@
+# SPDX-License-Identifier: Apache-2.0
+
+name: Spellcheck
+
+on:
+  pull_request:
+    branches: [main]
+    paths:
+      - '**.md'
+
+permissions:
+  contents: read
+
+jobs:
+  spellcheck:
+    name: Spellcheck (en_US)
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Code
+        uses: actions/checkout@v4
+      - name: Spellcheck
+        uses: rojopolis/spellcheck-github-actions@0.35.0
diff --git a/.gitignore b/.gitignore
index e43b0f9..d1d3c59 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1 +1,4 @@
 .DS_Store
+
+# Spelling
+dictionary.dic
diff --git a/.spellcheck-en-custom.txt b/.spellcheck-en-custom.txt
new file mode 100644
index 0000000..c561250
--- /dev/null
+++ b/.spellcheck-en-custom.txt
@@ -0,0 +1,105 @@
+# make spellcheck-sort
+# Please keep this file sorted:
+Abhishek
+Akash
+AMDGPU
+arge
+arXiv
+backend
+backends
+Bhandwaldar
+CLI
+cli
+Colab
+compositional
+Conda
+Containerfile
+cpp
+cuBLAS
+CUDA
+dataset
+dev
+ditaa
+dr
+Dropdown
+env
+Eval
+Finetuning
+GFX
+GGUF
+GiB
+Gmail
+gpu
+hipBLAS
+ilab
+impactful
+Inferencing
+instructlab
+ISA
+JIT
+Jupyter
+KAGGLE
+Kaggle
+Kaggle's
+Kai
+Kubernetes
+lignment
+LLM
+llms
+LLVM
+lora
+Merlinite
+Miniforge
+Mixtral
+MLX
+mlx
+NVidia
+Nvidia
+orchestrator
+ots
+Pareja
+PEFT
+PlantUML
+Podman
+pre
+preprint
+pyenv
+PyPI
+PyTorch
+qlora
+quantized
+Quantizing
+Radeon
+RDNA
+README
+repo
+ROCm
+RTX
+RX
+Salawu
+SDG
+sexualized
+SHA
+Shivchander
+Srivastava
+subdirectory
+Sudalairaj
+Taj
+tatsu
+TBD
+Tesla
+th
+th
+tl
+tox
+unquantized
+USM
+venv
+wikisql
+WSL
+xcode
+XNACK
+XT
+XTX
+Xu
+YAML
diff --git a/Makefile b/Makefile
index 82a3aa8..c6a369e 100644
--- a/Makefile
+++ b/Makefile
@@ -2,6 +2,10 @@
 help:
 	@awk 'BEGIN {FS = ":.*##"; printf "\nUsage:\n  make \033[36m<target>\033[0m\n"} /^[a-zA-Z_0-9-]+:.*?##/ { printf "  \033[36m%-18s\033[0m %s\n", $$1, $$2 } /^##@/ { printf "\n\033[1m%s\033[0m\n", substr($$0, 5) } ' $(MAKEFILE_LIST)
 
+.PHONY: spellcheck-sort
+spellcheck-sort: .spellcheck-en-custom.txt
+	sort -d -f -o $< $<
+
 #
 # If you want to see the full commands, run:
 #   NOISY_BUILD=y make