diff --git a/.github/workflows/weaviate.yml b/.github/workflows/weaviate.yml
index 03cbd45a5..051415336 100644
--- a/.github/workflows/weaviate.yml
+++ b/.github/workflows/weaviate.yml
@@ -49,5 +49,9 @@ jobs:
       - name: Run Weaviate container
         run: docker-compose up -d
 
+      - 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/weaviate/pydoc/config.yml b/integrations/weaviate/pydoc/config.yml
new file mode 100644
index 000000000..fa59e6874
--- /dev/null
+++ b/integrations/weaviate/pydoc/config.yml
@@ -0,0 +1,28 @@
+loaders:
+  - type: haystack_pydoc_tools.loaders.CustomPythonLoader
+    search_path: [../src]
+    modules: [
+      "haystack_integrations.document_stores.weaviate.document_store",
+    ]
+    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: Weaviate integration for Haystack
+  category_slug: haystack-integrations
+  title: Weaviate
+  slug: integrations-weaviate
+  order: 180
+  markdown:
+    descriptive_class_title: false
+    descriptive_module_title: true
+    add_method_class_prefix: true
+    add_member_class_prefix: false
+    filename: _readme_weaviate.md
diff --git a/integrations/weaviate/pyproject.toml b/integrations/weaviate/pyproject.toml
index 50f1c157c..fb132516c 100644
--- a/integrations/weaviate/pyproject.toml
+++ b/integrations/weaviate/pyproject.toml
@@ -27,6 +27,7 @@ classifiers = [
 dependencies = [
   "haystack-ai",
   "weaviate-client==3.*",
+  "haystack-pydoc-tools",
 ]
 
 [project.urls]
@@ -62,6 +63,9 @@ 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", "3.12"]