diff --git a/README.org b/README.org
index 3e0b479d..04dbbbaf 100644
--- a/README.org
+++ b/README.org
@@ -1,7 +1,7 @@
 * Semantic Search
   /Allow natural language search on user content like notes, images using transformer based models/
 
-  All data is processed locally. User can interface with semantic-search app via [[./interface/emacs/semantic-search.el][Emacs]], API or Commandline
+  All data is processed locally. User can interface with semantic-search app via [[./src/interface/emacs/semantic-search.el][Emacs]], API or Commandline
 
 ** Dependencies
    - Python3
@@ -18,12 +18,12 @@
    Load ML model, generate embeddings and expose API to query specified org-mode files
 
    #+begin_src shell
-   python3 main.py --input-files ~/Notes/Schedule.org ~/Notes/Incoming.org --verbose
+   python3 src/main.py --input-files ~/Notes/Schedule.org ~/Notes/Incoming.org --verbose
    #+end_src
 
 ** Use
    - *Semantic Search via Emacs*
-     - [[https://github.com/debanjum/semantic-search/tree/master/interface/emacs#installation][Install]] [[./interface/emacs/semantic-search.el][semantic-search.el]]
+     - [[https://github.com/debanjum/semantic-search/tree/master/src/interface/emacs#installation][Install]] [[./src/interface/emacs/semantic-search.el][semantic-search.el]]
      - Run ~M-x semantic-search <user-query>~ or Call ~C-c C-s~
 
    - *Semantic Search via API*
@@ -31,16 +31,6 @@
      - Regenerate Embeddings: ~GET~ [[http://localhost:8000/regenerate][http://localhost:8000/regenerate]]
      - [[http://localhost:8000/docs][Semantic Search API Docs]]
 
-   - *Call Semantic Search via Python Script Directly*
-     #+begin_src shell
-     python3 search_types/asymmetric.py \
-     --compressed-jsonl .notes.jsonl.gz \
-     --embeddings .notes_embeddings.pt \
-     --results-count 5 \
-     --verbose \
-     --interactive
-     #+end_src
-
 ** Acknowledgments
    - [[https://huggingface.co/sentence-transformers/msmarco-MiniLM-L-6-v3][MiniLM Model]] for Asymmetric Text Search. See [[https://www.sbert.net/examples/applications/retrieve_rerank/README.html][SBert Documentation]]
    - [[https://github.com/openai/CLIP][OpenAI CLIP Model]] for Image Search. See [[https://www.sbert.net/examples/applications/image-search/README.html][SBert Documentation]]
diff --git a/processor/__init__.py b/src/__init__.py
similarity index 100%
rename from processor/__init__.py
rename to src/__init__.py
diff --git a/interface/emacs/README.org b/src/interface/emacs/README.org
similarity index 100%
rename from interface/emacs/README.org
rename to src/interface/emacs/README.org
diff --git a/interface/emacs/semantic-search.el b/src/interface/emacs/semantic-search.el
similarity index 100%
rename from interface/emacs/semantic-search.el
rename to src/interface/emacs/semantic-search.el
diff --git a/main.py b/src/main.py
similarity index 100%
rename from main.py
rename to src/main.py
diff --git a/processor/org_mode/__init__.py b/src/processor/__init__.py
similarity index 100%
rename from processor/org_mode/__init__.py
rename to src/processor/__init__.py
diff --git a/search_type/__init__.py b/src/processor/org_mode/__init__.py
similarity index 100%
rename from search_type/__init__.py
rename to src/processor/org_mode/__init__.py
diff --git a/processor/org_mode/org_to_jsonl.py b/src/processor/org_mode/org_to_jsonl.py
similarity index 100%
rename from processor/org_mode/org_to_jsonl.py
rename to src/processor/org_mode/org_to_jsonl.py
diff --git a/processor/org_mode/orgnode.py b/src/processor/org_mode/orgnode.py
similarity index 100%
rename from processor/org_mode/orgnode.py
rename to src/processor/org_mode/orgnode.py
diff --git a/utils/__init__.py b/src/search_type/__init__.py
similarity index 100%
rename from utils/__init__.py
rename to src/search_type/__init__.py
diff --git a/search_type/asymmetric.py b/src/search_type/asymmetric.py
similarity index 100%
rename from search_type/asymmetric.py
rename to src/search_type/asymmetric.py
diff --git a/search_type/image-search.py b/src/search_type/image-search.py
similarity index 100%
rename from search_type/image-search.py
rename to src/search_type/image-search.py
diff --git a/search_type/symmetric.py b/src/search_type/symmetric.py
similarity index 100%
rename from search_type/symmetric.py
rename to src/search_type/symmetric.py
diff --git a/src/utils/__init__.py b/src/utils/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/utils/helpers.py b/src/utils/helpers.py
similarity index 100%
rename from utils/helpers.py
rename to src/utils/helpers.py
diff --git a/utils/install.py b/src/utils/install.py
similarity index 100%
rename from utils/install.py
rename to src/utils/install.py