diff --git a/.github/actions/setup-python/action.yml b/.github/actions/setup-python/action.yml
index b55ffc50..42485fb7 100644
--- a/.github/actions/setup-python/action.yml
+++ b/.github/actions/setup-python/action.yml
@@ -1,12 +1,18 @@
 name: Setup Python
 description: Setup Python
 
+inputs:
+  python-version:
+    description: Python version
+    required: false
+    default: "3.9"
+
 runs:
   using: "composite"
   steps:
     - uses: actions/setup-python@v2
       with:
-        python-version: "3.9"
+        python-version: ${{ inputs.python-version }}
         architecture: "x64"
 
     - uses: Gr1N/setup-poetry@v7
@@ -14,7 +20,7 @@ runs:
     - uses: actions/cache@v2
       with:
         path: ~/.cache/pypoetry/virtualenvs
-        key: ${{ runner.os }}-poetry-${{ hashFiles('**/poetry.lock') }}
+        key: ${{ runner.os }}-poetry-${{ inputs.python-version }}-${{ hashFiles('**/poetry.lock') }}
 
     - run: poetry install -E all
       shell: bash
diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 865b68cf..b7232baa 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -6,13 +6,24 @@ on:
 
 jobs:
   test:
-    runs-on: ubuntu-latest
-    name: Run Pytest and Upload Coverage
+    name: Test Coverage
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        python-version: ["3.7", "3.8", "3.9", "3.10"]
+        os: [ubuntu-latest, windows-latest, macos-latest]
+      fail-fast: false
+    env:
+      OS: ${{ matrix.os }}
+      PYTHON_VERSION: ${{ matrix.python-version }}
+
     steps:
       - uses: actions/checkout@v2
 
       - name: Setup Python environment
         uses: ./.github/actions/setup-python
+        with:
+          python-version: ${{ matrix.python-version }}
 
       - name: Run Pytest
         run: |
@@ -22,5 +33,6 @@ jobs:
       - name: Upload coverage report
         uses: codecov/codecov-action@v2
         with:
+          env_vars: OS,PYTHON_VERSION
           files: ./tests/coverage.xml
           flags: unittests
diff --git a/poetry.lock b/poetry.lock
index 5bac659e..147ca92c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -63,7 +63,7 @@ python-versions = "*"
 
 [[package]]
 name = "anyio"
-version = "3.4.0"
+version = "3.5.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 category = "main"
 optional = false
@@ -75,7 +75,7 @@ sniffio = ">=1.1"
 typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
-doc = ["sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
+doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
 test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
 trio = ["trio (>=0.16)"]
 
@@ -561,12 +561,13 @@ async-asgi-testclient = "^1.4.8"
 nonebot2 = "^2.0.0-beta.1"
 pytest = "^6.2.5"
 pytest-asyncio = "^0.16.0"
+typing-extensions = "^4.0.0"
 
 [package.source]
 type = "git"
 url = "https://github.com/nonebot/nonebug.git"
 reference = "master"
-resolved_reference = "123916d7281a49e45a1e6b7472a682bec16290ac"
+resolved_reference = "5556f94f3e85a26602fc015013e9fbdda07f8c71"
 
 [[package]]
 name = "packaging"
@@ -1319,8 +1320,8 @@ alabaster = [
     {file = "alabaster-0.7.12.tar.gz", hash = "sha256:a661d72d58e6ea8a57f7a86e37d86716863ee5e92788398526d58b26a4e4dc02"},
 ]
 anyio = [
-    {file = "anyio-3.4.0-py3-none-any.whl", hash = "sha256:2855a9423524abcdd652d942f8932fda1735210f77a6b392eafd9ff34d3fe020"},
-    {file = "anyio-3.4.0.tar.gz", hash = "sha256:24adc69309fb5779bc1e06158e143e0b6d2c56b302a3ac3de3083c705a6ed39d"},
+    {file = "anyio-3.5.0-py3-none-any.whl", hash = "sha256:b5fa16c5ff93fa1046f2eeb5bbff2dad4d3514d6cda61d02816dba34fa8c3c2e"},
+    {file = "anyio-3.5.0.tar.gz", hash = "sha256:a0aeffe2fb1fdf374a8e4b471444f0f3ac4fb9f5a5b542b48824475e0042a5a6"},
 ]
 asgiref = [
     {file = "asgiref-3.4.1-py3-none-any.whl", hash = "sha256:ffc141aa908e6f175673e7b1b3b7af4fdb0ecb738fc5c8b88f69f055c2415214"},