diff --git a/README.md b/README.md
index 40695cd0..d9842bff 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-[![Resume Matcher](Assets/img/header.png)](https://www.resumematcher.fyi)
+[![Resume Matcher](Assets/img/banner.png)](https://www.resumematcher.fyi)
 
 <div align="center">
 
@@ -19,6 +19,8 @@
 [![Resume Matcher](https://custom-icon-badges.demolab.com/badge/www.resumematcher.fyi-gold?style=flat-square&logo=globe&logoColor=black)](https://www.resumematcher.fyi)
 [![Resume Matcher](https://custom-icon-badges.demolab.com/badge/Live_Demo_on_Streamlit-green?style=flat-square&logo=live&color=F55353)](https://resume-matcher.streamlit.app/)
 
+[![Resume Matcher Docs](https://img.shields.io/badge/Checkout%20Resume%20Matcher%20Docs-%230288D1.svg?style=flat-square&logo=bookstack&logoColor=white&color=red)](https://github.com/srbhr/Resume-Matcher-Docs)
+
 <a href="https://www.producthunt.com/posts/resume-matcher?utm_source=badge-featured&utm_medium=badge&utm_souce=badge-resume&#0045;matcher" target="_blank"><img src="https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=401261&theme=light" alt="Resume&#0032;Matcher - Free&#0032;and&#0032;Open&#0045;Source&#0032;ATS&#0032;Tool&#0032;to&#0032;Match&#0032;Resumes&#0032;to&#0032;Job&#0032;Desc&#0046; | Product Hunt" style="width: 180px; height: 50px;" width="200" height="54"/></a>
 
 </div>
@@ -53,69 +55,105 @@ On top of that, there are various data visualizations that I've added to help yo
 
 Follow these steps to set up the environment and run the application.
 
-1. Fork the repository [here](https://github.com/srbhr/Resume-Matcher).
+1. Fork the repository [here](https://github.com/srbhr/Resume-Matcher/fork).
 
 2. Clone the forked repository.
 
-    ```bash
-    git clone https://github.com/<YOUR-USERNAME>/Resume-Matcher.git
-    cd Resume-Matcher
-    ```
+   ```bash
+   git clone https://github.com/<YOUR-USERNAME>/Resume-Matcher.git
+   cd Resume-Matcher
+   ```
 
 3. Create a Python Virtual Environment:
 
-    - Using [virtualenv](https://learnpython.com/blog/how-to-use-virtualenv-python/):
+   - Using [virtualenv](https://learnpython.com/blog/how-to-use-virtualenv-python/):
 
-        _Note_: Check how to install virtualenv on your system here [link](https://learnpython.com/blog/how-to-use-virtualenv-python/).
+     _Note_: Check how to install virtualenv on your system here [link](https://learnpython.com/blog/how-to-use-virtualenv-python/).
 
-        ```bash
-        virtualenv env
-        ```
+     ```bash
+     virtualenv env
+     ```
 
-    **OR**
+   **OR**
 
-    - Create a Python Virtual Environment:
+   - Create a Python Virtual Environment:
 
-        ```bash
-        python -m venv env
-        ```
+     ```bash
+     python -m venv env
+     ```
 
 4. Activate the Virtual Environment.
 
-    - On Windows.
-
-        ```bash
-        env\Scripts\activate
-        ```
-
-    - On macOS and Linux.
-
-        ```bash
-        source env/bin/activate
-        ```
+   - On Windows.
+
+     ```bash
+     env\Scripts\activate
+     ```
+
+   - On macOS and Linux.
+
+     ```bash
+     source env/bin/activate
+     ```
+
+    **OPTIONAL (For pyenv users)**
+
+   Run the application with pyenv (Refer this [article](https://realpython.com/intro-to-pyenv/#installing-pyenv))
+
+   - Build dependencies (on ubuntu)
+      ```
+      sudo apt-get install -y make build-essential libssl-dev zlib1g-dev libbz2-dev libreadline-dev libsqlite3-dev wget curl llvm libncurses5-dev libncursesw5-dev xz-utils tk-dev libffi-dev liblzma-dev python openssl
+      ```
+      ```
+
+      sudo apt-get install build-essential zlib1g-dev libffi-dev libssl-dev libbz2-dev libreadline-dev libsqlite3-dev liblzma-dev libncurses-dev
+
+      sudo apt-get install python-tk python3-tk tk-dev
+
+      sudo apt-get install build-essential zlib1g-dev libffi-dev libssl-dev libbz2-dev libreadline-dev libsqlite3-dev liblzma-dev
+      
+      ```
+   - pyenv installer
+     ```
+        curl https://pyenv.run | bash
+     ```
+   - Install desired python version
+     ```
+       pyenv install -v 3.11.0
+     ```
+     
+   - pyenv with virtual enviroment 
+     ```
+        pyenv virtualenv 3.11.0 venv
+     ```
+     
+   - Activate virtualenv with pyenv
+     ```
+        pyenv activate venv
+     ```
 
 5. Install Dependencies:
 
-    ```bash
-    pip install -r requirements.txt
-    ```
+   ```bash
+   pip install -r requirements.txt
+   ```
 
 6. Prepare Data:
 
-    - Resumes: Place your resumes in PDF format in the `Data/Resumes` folder. Remove any existing contents in this folder.
-    - Job Descriptions: Place your job descriptions in PDF format in the `Data/JobDescription` folder. Remove any existing contents in this folder.
+   - Resumes: Place your resumes in PDF format in the `Data/Resumes` folder. Remove any existing contents in this folder.
+   - Job Descriptions: Place your job descriptions in PDF format in the `Data/JobDescription` folder. Remove any existing contents in this folder.
 
 7. Parse Resumes to JSON:
 
-    ```python
-    python run_first.py
-    ```
+   ```python
+   python run_first.py
+   ```
 
 8. Run the Application:
 
-    ```python
-    streamlit run streamlit_app.py
-    ```
+   ```python
+   streamlit run streamlit_app.py
+   ```
 
 **Note**: For local versions, you do not need to run "streamlit_second.py" as it is specifically for deploying to Streamlit servers.
 
@@ -127,12 +165,31 @@ Follow these steps to set up the environment and run the application.
 
 1. Build the image and start application
 
-    ```bash
-        docker-compose up
-    ```
+   ```bash
+       docker-compose up
+   ```
 
 2. Open `localhost:80` on your browser
 
+### Cohere and Qdrant
+
+1.  Visit [Cohere website registration](https://dashboard.cohere.ai/welcome/register) and create an account.
+2.  Go to API keys and copy your cohere api key.
+3.  Visit [Qdrant website](https://cloud.qdrant.io/) and create an account.
+4.  Get your api key and cluster url.
+5.  Now create a yaml file named config.yml in Scripts/Similarity/ folder.
+6.  The format for the conifg file should be as below:
+    ```yaml
+    cohere:
+      api_key: cohere_key
+    qdrant:
+      api_key: qdrant_api_key
+      url: qdrant_cluster_url
+    ```
+7.  Please replace your values without any quotes.
+
+*Note: Please make sure that Qdrant_client's version is higher than v1.1*
+
 <br/>
 
 <div align="center">
@@ -153,6 +210,8 @@ Pull Requests & Issues are not just welcomed, they're celebrated! Let's create t
 
 🚀 Explore and improve our [Landing Page](https://github.com/srbhr/website-for-resume-matcher). PRs always welcome!
 
+📚 Contribute to the [Resume Matcher Docs](https://github.com/srbhr/Resume-Matcher-Docs) and help people get started with using the software. 
+
 #### Tech Stack
 
 Current:
@@ -161,7 +220,7 @@ Current:
 
 Upcoming:
 
-![](https://img.shields.io/badge/Python-14354C?style=flat-square&logo=python&logoColor=white) ![](https://img.shields.io/badge/Tailwind_CSS-38B2AC?style=flat-square&logo=tailwind-css&logoColor=white) ![](https://img.shields.io/badge/React-20232A?style=flat-square&logo=react&logoColor=61DAFB) ![](https://custom-icon-badges.demolab.com/badge/Fast_API-F11A7B?style=flat-square&logo=python&logoColor=22A699) ![](https://img.shields.io/badge/JavaScript-F7DF1E?style=flat-square&logo=javascript&logoColor=black) ![](https://img.shields.io/badge/HTML5-E34F26?style=flat-square&logo=html5&logoColor=white) ![](https://img.shields.io/badge/CSS3-1572B6?style=flat-square&logo=css3&logoColor=white)
+![Python](https://img.shields.io/badge/Python-FFD43B?style=flat-square&logo=python&logoColor=blue) ![Tailwind CSS](https://img.shields.io/badge/Tailwind_CSS-38B2AC?style=flat-square&logo=tailwind-css&logoColor=white) ![Next JS](https://img.shields.io/badge/Next-black?style=flat-square&logo=next.js&logoColor=white) ![FastAPI](https://img.shields.io/badge/FastAPI-005571?style=flat-square&logo=fastapi) ![TypeScript](https://img.shields.io/badge/TypeScript-007ACC?style=flat-square&logo=typescript&logoColor=white) ![HTML5](https://img.shields.io/badge/HTML5-E34F26?style=flat-square&logo=html5&logoColor=white) ![CSS3](https://img.shields.io/badge/CSS3-1572B6?style=flat-square&logo=css3&logoColor=white) ![& More](https://custom-icon-badges.demolab.com/badge/And_More-white?style=flat-square&logo=plus&logoColor=black)
 
 <br/>
 
diff --git a/build.dockerfile b/build.dockerfile
index a3881652..e840afcc 100644
--- a/build.dockerfile
+++ b/build.dockerfile
@@ -8,4 +8,4 @@ RUN pip install -r requirements.txt
 RUN python run_first.py
 ENTRYPOINT [ "streamlit", "run", "streamlit_app.py"]
 
-EXPOSE 8501
+EXPOSE 8501
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 00000000..998c98de
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,3584 @@
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+
+[[package]]
+name = "aiohttp"
+version = "3.8.5"
+description = "Async http client/server framework (asyncio)"
+category = "main"
+optional = false
+python-versions = ">=3.6"
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+    {file = "yarl-1.9.2-cp39-cp39-win32.whl", hash = "sha256:b124e2a6d223b65ba8768d5706d103280914d61f5cae3afbc50fc3dfcc016623"},
+    {file = "yarl-1.9.2-cp39-cp39-win_amd64.whl", hash = "sha256:61016e7d582bc46a5378ffdd02cd0314fb8ba52f40f9cf4d9a5e7dbef88dee18"},
+    {file = "yarl-1.9.2.tar.gz", hash = "sha256:04ab9d4b9f587c06d801c2abfe9317b77cdf996c65a90d5e84ecc45010823571"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[[package]]
+name = "zipp"
+version = "3.16.2"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"},
+    {file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.10"
+content-hash = "981bdc46cc6d49e4996920d9d2cc178f57ed22746ff802a73a62be569aa29c83"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 00000000..32208f75
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,123 @@
+[tool.poetry]
+name = "resume-matcher"
+version = "0.1.0"
+description = "Application that mimics ATS functionalities to make your resume ATS-friendly"
+authors = ["Saurabh Rai"]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.10"
+altair = "5.0.1"
+attrs = "23.1.0"
+beautifulsoup4 = "4.12.2"
+blinker = "1.6.2"
+blis = "0.7.9"
+cachetools = "5.3.1"
+catalogue = "2.0.8"
+certifi = "2023.5.7"
+charset-normalizer = "3.2.0"
+click = "8.1.5"
+confection = "0.1.0"
+contourpy = "1.1.0"
+cycler = "0.11.0"
+cymem = "2.0.7"
+cytoolz = "0.12.1"
+decorator = "5.1.1"
+en-core-web-md = {url = "https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.6.0/en_core_web_md-3.6.0-py3-none-any.whl"}
+en-core-web-sm = {url = "https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.6.0/en_core_web_sm-3.6.0-py3-none-any.whl"}
+faker = "19.1.0"
+favicon = "0.7.0"
+floret = "0.10.3"
+fonttools = "4.41.0"
+gitdb = "4.0.10"
+gitpython = "3.1.32"
+htbuilder = "0.6.1"
+idna = "3.4"
+importlib-metadata = "6.8.0"
+jellyfish = "1.0.0"
+jinja2 = "3.1.2"
+joblib = "1.3.1"
+jsonschema = "4.18.3"
+jsonschema-specifications = "2023.6.1"
+kiwisolver = "1.4.4"
+langcodes = "3.3.0"
+lxml = "4.9.3"
+markdown = "3.4.3"
+markdown-it-py = "3.0.0"
+markdownlit = "0.0.7"
+markupsafe = "2.1.3"
+matplotlib = "3.7.2"
+mdurl = "0.1.2"
+more-itertools = "9.1.0"
+murmurhash = "1.0.9"
+networkx = "3.1"
+nltk = "3.8.1"
+numpy = "1.25.1"
+packaging = "23.1"
+pandas = "2.0.3"
+pathy = "0.10.2"
+pillow = "9.5.0"
+plotly = "5.15.0"
+preshed = "3.0.8"
+protobuf = "4.23.4"
+pyarrow = "12.0.1"
+pydantic = "1.10.11"
+pydeck = "0.8.1b0"
+pygments = "2.15.1"
+pymdown-extensions = "10.1"
+pympler = "1.0.1"
+pyparsing = "3.0.9"
+pypdf = "3.12.2"
+pyphen = "0.14.0"
+python-dateutil = "2.8.2"
+pytz = "2023.3"
+pytz-deprecation-shim = "0.1.0.post0"
+pyyaml = "6.0"
+referencing = "0.29.1"
+regex = "2023.6.3"
+requests = "2.31.0"
+rich = "13.4.2"
+rpds-py = "0.8.11"
+scikit-learn = "1.3.0"
+six = "1.16.0"
+smart-open = "6.3.0"
+smmap = "5.0.0"
+soupsieve = "2.4.1"
+spacy = "3.6.0"
+spacy-legacy = "3.0.12"
+spacy-loggers = "1.0.4"
+srsly = "2.4.6"
+st-annotated-text = "4.0.0"
+streamlit = "1.24.1"
+streamlit-camera-input-live = "0.2.0"
+streamlit-card = "0.0.61"
+streamlit-embedcode = "0.1.2"
+streamlit-extras = "0.2.7"
+streamlit-faker = "0.0.2"
+streamlit-image-coordinates = "0.1.5"
+streamlit-keyup = "0.2.0"
+streamlit-toggle-switch = "1.0.2"
+streamlit-vertical-slider = "1.0.2"
+tenacity = "8.2.2"
+textacy = "0.13.0"
+thinc = "8.1.10"
+threadpoolctl = "3.2.0"
+toml = "0.10.2"
+toolz = "0.12.0"
+tornado = "6.3.2"
+tqdm = "4.65.0"
+typer = "0.9.0"
+typing-extensions = "4.7.1"
+tzdata = "2023.3"
+tzlocal = "4.3.1"
+urllib3 = "2.0.3"
+validators = "0.20.0"
+wasabi = "1.1.2"
+watchdog = "3.0.0"
+zipp = "3.16.2"
+cohere = ">=4.19.2,<4.20.0"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"