diff --git a/.github/workflows/rebase-dev.yaml b/.github/workflows/rebase-dev.yaml
index d791b30..e430f5d 100644
--- a/.github/workflows/rebase-dev.yaml
+++ b/.github/workflows/rebase-dev.yaml
@@ -6,6 +6,8 @@ jobs:
   rebase:
     name: Rebase
     runs-on: ubuntu-latest
+    permissions:
+      contents: write # Allows pushing changes to the repository
     steps:
     - name: Checkout Repository
       uses: actions/checkout@v3
diff --git a/.gitignore b/.gitignore
index f4ababf..2278897 100644
--- a/.gitignore
+++ b/.gitignore
@@ -150,3 +150,4 @@ auth.toml
 # Exclude all RST files appart from index.rst
 *.rst
 !index.rst
+!examples.rst
diff --git a/CHANGELOG.md b/CHANGELOG.md
index f83b5fc..5243e3e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,27 @@
 # CHANGELOG
 
 
+## v0.2.2-rc.1 (2024-11-25)
+
+### Bug Fixes
+
+- Add write permissions for repository changes
+  ([`45aea58`](https://github.com/sachahu1/Github-Search-Engine/commit/45aea585a02263669d690bbfda72f4369541a2a0))
+
+Added permissions to allow pushing changes to the repository.
+
+- Add in-memory storage option to GithubSearchEngine
+  ([`7a83938`](https://github.com/sachahu1/Github-Search-Engine/commit/7a83938848c324f6228180239cf7e06690ea5ed2))
+
+Initialize GithubSearchEngine with an optional in-memory storage location.
+
+- Add examples.rst, update documentation URLs
+  ([`a2adc30`](https://github.com/sachahu1/Github-Search-Engine/commit/a2adc3052e960203db3fed64ab4ae2debdc10c5d))
+
+Added examples.rst for code examples. Updated documentation URLs to use correct capitalization and
+  domain.
+
+
 ## v0.2.1 (2024-11-25)
 
 
diff --git a/README.md b/README.md
index 84c639f..f78d2e9 100644
--- a/README.md
+++ b/README.md
@@ -24,7 +24,7 @@ github_search_engine index <owner> <repository_name> --db_path=./local-store --g
 ```
 Then, search through any issue using:
 ```shell
-github_search_engine search <owner> <repository_name> "<Your query>"--db_path=./local-store --github_access_token=<Your GitHub Personal Access Token>
+github_search_engine search <owner> <repository_name> "<Your query>" --db_path=./local-store --github_access_token=<Your GitHub Personal Access Token>
 ```
 
 ### Launching an API server
diff --git a/docs/source/conf.py b/docs/source/conf.py
index fff0876..b032f45 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -26,7 +26,7 @@
 author = "Sacha hu"
 
 # The full version, including alpha/beta/rc tags
-release = "0.2.1"
+release = "0.2.2-rc.1"
 
 source_suffix = {
   ".rst": "restructuredtext",
@@ -160,13 +160,13 @@
 versions = [
   (
     tag_ref.name,
-    f"https://sachahu.com/docs/github-search-engine/pages/{tag_ref.name}",
+    f"https://www.sachahu.com/docs/Github-Search-Engine/pages/{tag_ref.name}",
   )
   for tag_ref in git.Repo("../../").tags
 ]
 
 versions.append(
-  ("latest", "https://sachahu.com/docs/github-search-engine/latest")
+  ("latest", "https://www.sachahu.com/docs/Github-Search-Engine/latest")
 )
 
 html_context = {
diff --git a/docs/source/examples.rst b/docs/source/examples.rst
new file mode 100644
index 0000000..5fedbcb
--- /dev/null
+++ b/docs/source/examples.rst
@@ -0,0 +1,8 @@
+Examples
+========
+
+.. toctree::
+   :maxdepth: 1
+   :glob:
+
+   /autoapi/examples/*/index
diff --git a/examples/basic_example.py b/examples/basic_example.py
index 55a2332..53af439 100644
--- a/examples/basic_example.py
+++ b/examples/basic_example.py
@@ -20,7 +20,9 @@ def run(
   repository_name: str,
   query: str,
 ):
-  github_search_engine = GithubSearchEngine(github_access_token)
+  github_search_engine = GithubSearchEngine(
+    github_access_token, qdrant_location=":memory:"
+  )
 
   asyncio.run(github_search_engine.index_repository(owner, repository_name))
   results = github_search_engine.search(owner, repository_name, query)
diff --git a/github_search_engine/__init__.py b/github_search_engine/__init__.py
index 57f2375..d626c7c 100644
--- a/github_search_engine/__init__.py
+++ b/github_search_engine/__init__.py
@@ -1,3 +1,3 @@
-__version__ = "0.2.1"
+__version__ = "0.2.2-rc.1"
 
 from github_search_engine import _cli as _cli
diff --git a/pyproject.toml b/pyproject.toml
index 71d5bb7..5e03bd4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "Github-Search-Engine"
-version = "0.2.1"
+version = "0.2.2-rc.1"
 description = "Search through github issues and PRs like never before."
 authors = ["Sacha hu <hu.sacha.ai@gmail.com>"]
 packages = [
@@ -9,7 +9,7 @@ packages = [
 readme = "README.md"
 maintainers = ["Sacha hu <hu.sacha.ai@gmail.com>"]
 repository = "https://github.com/sachahu1/Github-Search-Engine"
-documentation = "https://sachahu.com/docs/github-search-engine/latest/index.html"
+documentation = "https://www.sachahu.com/docs/Github-Search-Engine/latest/index.html"
 
 [tool.poetry.dependencies]
 python = ">=3.10,<3.14"