diff --git a/.github/workflows/pylint.yml b/.github/workflows/pylint.yml
index 7d2b2b48..7d7b1867 100644
--- a/.github/workflows/pylint.yml
+++ b/.github/workflows/pylint.yml
@@ -1,30 +1,26 @@
-on: [push]
+on:
+  push:
+    paths:
+      - 'scrapegraphai/**'
+      - '.github/workflows/pylint.yml'
 
 jobs:
   build:
     runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        python-version: ["3.10"]
     steps:
       - uses: actions/checkout@v3
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v3
-        with:
-          python-version: ${{ matrix.python-version }}
+      - name: Install the latest version of rye
+        uses: eifinger/setup-rye@v3
       - name: Install dependencies
-        run: |
-          python -m pip install --upgrade pip
-          pip install pylint
-          pip install -r requirements.txt
+        run: rye sync --no-lock
       - name: Analysing the code with pylint
-        run: pylint --disable=C0114,C0115,C0116 --exit-zero scrapegraphai/**/*.py scrapegraphai/*.py
+        run: rye run pylint-ci
       - name: Check Pylint score
         run: |
-          pylint_score=$(pylint --disable=all --enable=metrics --output-format=text scrapegraphai/**/*.py scrapegraphai/*.py | grep 'Raw metrics' | awk '{print $4}')
+          pylint_score=$(rye run pylint-score-ci | grep 'Raw metrics' | awk '{print $4}')
           if (( $(echo "$pylint_score < 8" | bc -l) )); then
             echo "Pylint score is below 8. Blocking commit."
             exit 1
           else
             echo "Pylint score is acceptable."
-          fi
+          fi
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 847d6c8b..a1b266f1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -84,4 +84,11 @@ dev-dependencies = [
     "pytest-mock==3.14.0",
     "-e file:.[burr]",
     "-e file:.[docs]",
+    "pylint>=3.2.5",
 ]
+
+[tool.rye.scripts]
+pylint-local = "pylint scrapegraphai/**/*.py"
+pylint-ci = "pylint --disable=C0114,C0115,C0116 --exit-zero scrapegraphai/**/*.py"
+pylint-score-ci = "pylint --disable=all --enable=metrics --output-format=text scrapegraphai/**/.py"
+
diff --git a/requirements-dev.lock b/requirements-dev.lock
index 68f2ea9c..0a086bf2 100644
--- a/requirements-dev.lock
+++ b/requirements-dev.lock
@@ -22,7 +22,6 @@ altair==5.3.0
 annotated-types==0.7.0
     # via pydantic
 anthropic==0.30.0
-
     # via langchain-anthropic
 anyio==4.4.0
     # via anthropic
@@ -31,6 +30,8 @@ anyio==4.4.0
     # via openai
     # via starlette
     # via watchfiles
+astroid==3.2.2
+    # via pylint
 async-timeout==4.0.3
     # via aiohttp
     # via langchain
@@ -84,6 +85,8 @@ dateparser==1.2.0
     # via htmldate
 defusedxml==0.7.1
     # via langchain-anthropic
+dill==0.3.8
+    # via pylint
 distro==1.9.0
     # via anthropic
     # via groq
@@ -93,7 +96,6 @@ dnspython==2.6.1
 docutils==0.19
     # via sphinx
 email-validator==2.2.0
-
     # via fastapi
 exceptiongroup==1.2.1
     # via anyio
@@ -107,7 +109,6 @@ fastapi-cli==0.0.4
 fastapi-pagination==0.12.25
     # via burr
 filelock==3.15.4
-
     # via huggingface-hub
 fonttools==4.53.0
     # via matplotlib
@@ -117,7 +118,6 @@ frozenlist==1.4.1
     # via aiohttp
     # via aiosignal
 fsspec==2024.6.1
-
     # via huggingface-hub
 furo==2024.5.6
     # via scrapegraphai
@@ -153,6 +153,7 @@ graphviz==0.20.3
     # via scrapegraphai
 greenlet==3.0.3
     # via playwright
+    # via sqlalchemy
 groq==0.9.0
     # via langchain-groq
 grpcio==1.64.1
@@ -195,6 +196,8 @@ importlib-resources==6.4.0
     # via matplotlib
 iniconfig==2.0.0
     # via pytest
+isort==5.13.2
+    # via pylint
 jinja2==3.1.4
     # via altair
     # via burr
@@ -266,6 +269,8 @@ marshmallow==3.21.3
     # via dataclasses-json
 matplotlib==3.9.0
     # via burr
+mccabe==0.7.0
+    # via pylint
 mdurl==0.1.2
     # via markdown-it-py
 minify-html==0.15.0
@@ -311,6 +316,8 @@ pandas==2.2.2
 pillow==10.3.0
     # via matplotlib
     # via streamlit
+platformdirs==4.2.2
+    # via pylint
 playwright==1.43.0
     # via scrapegraphai
     # via undetected-playwright
@@ -355,6 +362,7 @@ pygments==2.18.0
     # via furo
     # via rich
     # via sphinx
+pylint==3.2.5
 pyparsing==3.1.2
     # via httplib2
     # via matplotlib
@@ -468,7 +476,10 @@ tokenizers==0.19.1
 toml==0.10.2
     # via streamlit
 tomli==2.0.1
+    # via pylint
     # via pytest
+tomlkit==0.12.5
+    # via pylint
 toolz==0.12.1
     # via altair
 tornado==6.4.1
@@ -487,6 +498,7 @@ typing-extensions==4.12.2
     # via altair
     # via anthropic
     # via anyio
+    # via astroid
     # via fastapi
     # via fastapi-pagination
     # via google-generativeai
@@ -496,6 +508,7 @@ typing-extensions==4.12.2
     # via pydantic
     # via pydantic-core
     # via pyee
+    # via pylint
     # via sf-hamilton
     # via sqlalchemy
     # via starlette
@@ -517,13 +530,11 @@ undetected-playwright==0.3.0
 uritemplate==4.1.1
     # via google-api-python-client
 urllib3==1.26.19
-
     # via botocore
     # via courlan
     # via htmldate
     # via requests
     # via trafilatura
-
 uvicorn==0.30.1
     # via burr
     # via fastapi
diff --git a/requirements.lock b/requirements.lock
index ce526186..ba80c468 100644
--- a/requirements.lock
+++ b/requirements.lock
@@ -101,6 +101,7 @@ graphviz==0.20.3
     # via scrapegraphai
 greenlet==3.0.3
     # via playwright
+    # via sqlalchemy
 groq==0.9.0
     # via langchain-groq
 grpcio==1.64.1