diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index ef8e54f..f48a79c 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -15,11 +15,16 @@ jobs:
         uses: astral-sh/setup-uv@d0cc045d04ccac9d8b7881df0226f9e82c39688e #v6.8.0
       - name: setup repo
         run: just setup
+      - name: run linting
+        run: just lint
       - name: run tests with test info
         run: just coverage xml
       - name: Upload coverage reports to Codecov
         uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7 #v5.5.1
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
-      - name: run linting
-        run: just lint
+      - name: Upload test results to Codecov
+        if: ${{ !cancelled() }}
+        uses: codecov/test-results-action@47f89e9acb64b76debcd5ea40642d25a4adced9f #v1.1.1
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
diff --git a/Justfile b/Justfile
index d9695fd..c281a7d 100644
--- a/Justfile
+++ b/Justfile
@@ -9,10 +9,9 @@ setup:
 test file='':
   uv run pytest -x --pdb --pdbcls=IPython.terminal.debugger:TerminalPdb {{file}}
 
-# Compute test coverage information (formats: report, html, xml)
-coverage format='report':
-  uv run coverage run --branch -m pytest
-  uv run coverage {{format}} --omit=tests/**/*.py
+# Compute test coverage information (formats: term, html, xml)
+coverage format='term':
+  uv run pytest --cov=bough --cov-branch --cov-report={{format}} --junitxml=junit.xml -o junit_family=legacy
 
 # Run linters and formatters
 lint:
diff --git a/pyproject.toml b/pyproject.toml
index 3afde3d..0aaeffe 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,9 +25,9 @@ source = "vcs"
 
 [dependency-groups]
 dev = [
-    "coverage>=7.11.0",
     "ipdb>=0.13.13",
     "pytest>=8.4.1",
+    "pytest-cov>=7.0.0",
     "ruff>=0.12.11",
     "tomli-w>=1.0.0",
     "ty>=0.0.1a25",
diff --git a/uv.lock b/uv.lock
index b8efd7a..92f0e8e 100644
--- a/uv.lock
+++ b/uv.lock
@@ -12,7 +12,7 @@ wheels = [
 
 [[package]]
 name = "bough"
-version = "0.2.2.dev7+gfa9a85b30.d20251102"
+version = "0.2.2.dev4+g48476bd3f.d20251102"
 source = { editable = "." }
 dependencies = [
     { name = "gitpython" },
@@ -22,9 +22,9 @@ dependencies = [
 
 [package.dev-dependencies]
 dev = [
-    { name = "coverage" },
     { name = "ipdb" },
     { name = "pytest" },
+    { name = "pytest-cov" },
     { name = "ruff" },
     { name = "tomli-w" },
     { name = "ty" },
@@ -39,9 +39,9 @@ requires-dist = [
 
 [package.metadata.requires-dev]
 dev = [
-    { name = "coverage", specifier = ">=7.11.0" },
     { name = "ipdb", specifier = ">=0.13.13" },
     { name = "pytest", specifier = ">=8.4.1" },
+    { name = "pytest-cov", specifier = ">=7.0.0" },
     { name = "ruff", specifier = ">=0.12.11" },
     { name = "tomli-w", specifier = ">=1.0.0" },
     { name = "ty", specifier = ">=0.0.1a25" },
@@ -345,6 +345,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/29/16/c8a903f4c4dffe7a12843191437d7cd8e32751d5de349d45d3fe69544e87/pytest-8.4.1-py3-none-any.whl", hash = "sha256:539c70ba6fcead8e78eebbf1115e8b589e7565830d7d006a8723f19ac8a0afb7", size = 365474 },
 ]
 
+[[package]]
+name = "pytest-cov"
+version = "7.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "coverage" },
+    { name = "pluggy" },
+    { name = "pytest" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/5e/f7/c933acc76f5208b3b00089573cf6a2bc26dc80a8aece8f52bb7d6b1855ca/pytest_cov-7.0.0.tar.gz", hash = "sha256:33c97eda2e049a0c5298e91f519302a1334c26ac65c1a483d6206fd458361af1", size = 54328 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl", hash = "sha256:3b8e9558b16cc1479da72058bdecf8073661c7f57f7d3c5f22a1c23507f2d861", size = 22424 },
+]
+
 [[package]]
 name = "pyyaml"
 version = "6.0.2"