diff --git a/.github/workflows/jina.yml b/.github/workflows/jina.yml
index 894456877..1f8e83a7d 100644
--- a/.github/workflows/jina.yml
+++ b/.github/workflows/jina.yml
@@ -7,8 +7,8 @@ on:
     - cron: "0 0 * * *"
   pull_request:
     paths:
-      - 'integrations/jina/**'
-      - '.github/workflows/jina.yml'
+      - "integrations/jina/**"
+      - ".github/workflows/jina.yml"
 
 defaults:
   run:
@@ -30,27 +30,31 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, windows-latest, macos-latest]
-        python-version: ['3.9', '3.10']
+        python-version: ["3.9", "3.10"]
 
     steps:
-    - name: Support longpaths
-      if: matrix.os == 'windows-latest'
-      working-directory: .
-      run: git config --system core.longpaths true
+      - name: Support longpaths
+        if: matrix.os == 'windows-latest'
+        working-directory: .
+        run: git config --system core.longpaths true
 
-    - uses: actions/checkout@v4
+      - uses: actions/checkout@v4
 
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
-      with:
-        python-version: ${{ matrix.python-version }}
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
 
-    - name: Install Hatch
-      run: pip install --upgrade hatch
+      - name: Install Hatch
+        run: pip install --upgrade hatch
 
-    - name: Lint
-      if: matrix.python-version == '3.9' && runner.os == 'Linux'
-      run: hatch run lint:all
+      - name: Lint
+        if: matrix.python-version == '3.9' && runner.os == 'Linux'
+        run: hatch run lint:all
 
-    - name: Run tests
-      run: hatch run cov
\ No newline at end of file
+      - name: Generate docs
+        if: matrix.python-version == '3.9' && runner.os == 'Linux'
+        run: hatch run docs
+
+      - name: Run tests
+        run: hatch run cov
diff --git a/integrations/jina/pydoc/config.yml b/integrations/jina/pydoc/config.yml
new file mode 100644
index 000000000..8d4943d5f
--- /dev/null
+++ b/integrations/jina/pydoc/config.yml
@@ -0,0 +1,26 @@
+loaders:
+  - type: haystack_pydoc_tools.loaders.CustomPythonLoader
+    search_path: [../src]
+    modules: ["haystack_integrations.components.embedders.jina"]
+    ignore_when_discovered: ["__init__"]
+processors:
+  - type: filter
+    expression:
+    documented_only: true
+    do_not_filter_modules: false
+    skip_empty_modules: true
+  - type: smart
+  - type: crossref
+renderer:
+  type: haystack_pydoc_tools.renderers.ReadmePreviewRenderer
+  excerpt: Jina integration for Haystack
+  category_slug: haystack-integrations
+  title: Jina
+  slug: integrations-jina
+  order: 1
+  markdown:
+    descriptive_class_title: false
+    descriptive_module_title: true
+    add_method_class_prefix: true
+    add_member_class_prefix: false
+    filename: _readme_jina.md
diff --git a/integrations/jina/pyproject.toml b/integrations/jina/pyproject.toml
index 1136db797..565def7a5 100644
--- a/integrations/jina/pyproject.toml
+++ b/integrations/jina/pyproject.toml
@@ -43,47 +43,26 @@ root = "../.."
 git_describe_command = 'git describe --tags --match="integrations/jina-v[0-9]*"'
 
 [tool.hatch.envs.default]
-dependencies = [
-  "coverage[toml]>=6.5",
-  "pytest",
-]
+dependencies = ["coverage[toml]>=6.5", "pytest", "haystack-pydoc-tools"]
 [tool.hatch.envs.default.scripts]
 test = "pytest {args:tests}"
 test-cov = "coverage run -m pytest {args:tests}"
-cov-report = [
-  "- coverage combine",
-  "coverage report",
-]
-cov = [
-  "test-cov",
-  "cov-report",
-]
+cov-report = ["- coverage combine", "coverage report"]
+cov = ["test-cov", "cov-report"]
+docs = ["pydoc-markdown pydoc/config.yml"]
+
 
 [[tool.hatch.envs.all.matrix]]
 python = ["3.7", "3.8", "3.9", "3.10", "3.11"]
 
 [tool.hatch.envs.lint]
 detached = true
-dependencies = [
-  "black>=23.1.0",
-  "mypy>=1.0.0",
-  "ruff>=0.0.243",
-]
+dependencies = ["black>=23.1.0", "mypy>=1.0.0", "ruff>=0.0.243"]
 [tool.hatch.envs.lint.scripts]
 typing = "mypy --install-types --non-interactive --explicit-package-bases {args:src/ tests}"
-style = [
-  "ruff {args:.}",
-  "black --check --diff {args:.}",
-]
-fmt = [
-  "black {args:.}",
-  "ruff --fix {args:.}",
-  "style",
-]
-all = [
-  "style",
-  "typing",
-]
+style = ["ruff {args:.}", "black --check --diff {args:.}"]
+fmt = ["black {args:.}", "ruff --fix {args:.}", "style"]
+all = ["style", "typing"]
 
 [tool.black]
 target-version = ["py37"]
@@ -123,9 +102,15 @@ ignore = [
   # Allow non-abstract empty methods in abstract base classes
   "B027",
   # Ignore checks for possible passwords
-  "S105", "S106", "S107",
+  "S105",
+  "S106",
+  "S107",
   # Ignore complexity
-  "C901", "PLR0911", "PLR0912", "PLR0913", "PLR0915",
+  "C901",
+  "PLR0911",
+  "PLR0912",
+  "PLR0913",
+  "PLR0915",
 ]
 unfixable = [
   # Don't touch unused imports
@@ -152,16 +137,8 @@ jina_haystack = ["src"]
 tests = ["tests", "*/jina-haystack/tests"]
 
 [tool.coverage.report]
-exclude_lines = [
-  "no cov",
-  "if __name__ == .__main__.:",
-  "if TYPE_CHECKING:",
-]
+exclude_lines = ["no cov", "if __name__ == .__main__.:", "if TYPE_CHECKING:"]
 
 [[tool.mypy.overrides]]
-module = [
-  "haystack.*",
-  "haystack_integrations.*",
-  "pytest.*"
-]
+module = ["haystack.*", "haystack_integrations.*", "pytest.*"]
 ignore_missing_imports = true