diff --git a/.github/workflows/nightly-pypi.yml b/.github/workflows/nightly-pypi.yml
new file mode 100644
index 00000000..8febd492
--- /dev/null
+++ b/.github/workflows/nightly-pypi.yml
@@ -0,0 +1,52 @@
+name: Nightly PyPI Publish
+on:
+  schedule:
+    - cron: "8 7 * * *"   # 07:08 UTC daily
+  workflow_dispatch: {}     # allow manual runs (no publish)
+
+permissions:
+  contents: read
+
+jobs:
+  build-and-publish:
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0      # setuptools-scm requires full history/tags
+
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Install build tools
+        run: |
+          python -m pip install --upgrade pip
+          pip install build setuptools-scm
+
+      - name: Compute nightly version from latest tag (per-second)
+        id: ver
+        run: |
+          TAG=$(git describe --tags --abbrev=0 2>/dev/null || echo 0.1.0)
+          BASE=${TAG#v}
+          DATE=$(date -u +%Y%m%d%H%M%S)
+          echo "NVER=${BASE}.dev${DATE}" >> $GITHUB_OUTPUT
+
+      - name: Build sdist/wheel with forced version
+        run: |
+          export SETUPTOOLS_SCM_PRETEND_VERSION=${{ steps.ver.outputs.NVER }}
+          python -m build
+
+      - name: Check metadata
+        run: |
+          pip install twine
+          twine check dist/*
+
+      - name: Publish to PyPI (API token)
+        if: github.event_name == 'schedule'
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          user: __token__
+          password: ${{ secrets.PYPI_API_TOKEN }}
+          skip-existing: true
diff --git a/pyproject.toml b/pyproject.toml
index 9f9da509..5e954104 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,21 +1,27 @@
 [build-system]
-requires = ["setuptools>=40.8.0", "wheel"]
+requires = ["setuptools>=64", "wheel", "setuptools-scm>=8.0.0"]
 build-backend = "setuptools.build_meta"
 
 [project]
 name = "tritonparse"
-version = "0.1.1"
+dynamic = ["version"]
 dependencies = [
     "triton>3.3.1",
 ]
 requires-python = ">=3.10"
+description = "TritonParse: A Compiler Tracer, Visualizer, and mini-Reproducer Generator for Triton Kernels"
+readme = "README.md"
+authors = [
+    { name="Yueming Hao", email="yhao@meta.com" },
+]
+license = { text = "BSD-3-Clause" }
+
 
 [project.optional-dependencies]
 test = [
     "coverage>=7.0.0",
 ]
 
-
 [tool.setuptools.packages.find]
 include = ["tritonparse*"]
 
@@ -30,5 +36,9 @@ sorter = "usort"
 [tool.usort]
 first_party_detection = false
 
+[tool.setuptools_scm]
+version_scheme = "guess-next-dev"
+local_scheme = "no-local-version"
+
 [project.urls]
 "Homepage" = "https://github.com/meta-pytorch/tritonparse"