diff --git a/.github/workflows/unstructured.yml b/.github/workflows/unstructured.yml
index 77ebb10ca..d12bf4daf 100644
--- a/.github/workflows/unstructured.yml
+++ b/.github/workflows/unstructured.yml
@@ -8,7 +8,7 @@ on:
   pull_request:
     paths:
       - "integrations/unstructured/**"
-      - ".github/workflows/unstructured.yml"  
+      - ".github/workflows/unstructured.yml"     
 
 concurrency:
   group: unstructured-${{ github.head_ref }}
@@ -59,6 +59,11 @@ jobs:
         if: matrix.python-version == '3.9'
         run: hatch run lint:all
 
+      - name: Generate docs
+        working-directory: integrations/unstructured
+        if: matrix.python-version == '3.9' && runner.os == 'Linux'
+        run: hatch run docs
+
       - name: Run tests
-        working-directory: integrations/unstructured      
+        working-directory: integrations/unstructured  
         run: hatch run cov
diff --git a/integrations/unstructured/pydoc/config.yml b/integrations/unstructured/pydoc/config.yml
new file mode 100644
index 000000000..77c17fac6
--- /dev/null
+++ b/integrations/unstructured/pydoc/config.yml
@@ -0,0 +1,28 @@
+loaders:
+  - type: haystack_pydoc_tools.loaders.CustomPythonLoader
+    search_path: [../src]
+    modules: [
+      "haystack_integrations.components.converters.unstructured.converter",
+    ]
+    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: Unstructured integration for Haystack
+  category_slug: haystack-integrations
+  title: Unstructured
+  slug: integrations-unstructured
+  order: 170
+  markdown:
+    descriptive_class_title: false
+    descriptive_module_title: true
+    add_method_class_prefix: true
+    add_member_class_prefix: false
+    filename: _readme_unstructured.md
diff --git a/integrations/unstructured/pyproject.toml b/integrations/unstructured/pyproject.toml
index 9cc2a0c6a..7366a8adf 100644
--- a/integrations/unstructured/pyproject.toml
+++ b/integrations/unstructured/pyproject.toml
@@ -49,6 +49,7 @@ dependencies = [
   "coverage[toml]>=6.5",
   "pytest",
   "pytest-xdist",
+  "haystack-pydoc-tools",
 ]
 [tool.hatch.envs.default.scripts]
 test = "pytest {args:tests}"
@@ -61,6 +62,9 @@ cov = [
   "test-cov",
   "cov-report",
 ]
+docs = [
+  "pydoc-markdown pydoc/config.yml"
+]
 
 [[tool.hatch.envs.all.matrix]]
 python = ["3.8", "3.9", "3.10", "3.11"]