diff --git a/README.md b/README.md
index 0b9fd49..88ba97a 100644
--- a/README.md
+++ b/README.md
@@ -1,11 +1,13 @@
 # pySBD: Python Sentence Boundary Disambiguation (SBD)
 
-[![Build Status](https://travis-ci.org/nipunsadvilkar/pySBD.svg?branch=master)](https://travis-ci.org/nipunsadvilkar/pySBD) [![License](https://img.shields.io/badge/license-MIT-brightgreen.svg?style=flat)](https://github.com/nipunsadvilkar/pySBD/blob/master/LICENSE)
+[![Build Status](https://travis-ci.org/nipunsadvilkar/pySBD.svg?branch=master)](https://travis-ci.org/nipunsadvilkar/pySBD) [![License](https://img.shields.io/badge/license-MIT-brightgreen.svg?style=flat)](https://github.com/nipunsadvilkar/pySBD/blob/master/LICENSE) [![PyPi](https://img.shields.io/pypi/v/pysbd?color=blue&logo=pypi&logoColor=white)](https://pypi.python.org/pypi/pysbd) [![GitHub](https://img.shields.io/github/v/release/nipunsadvilkar/pySBD.svg?include_prereleases&logo=github&style=flat)](https://github.com/nipunsadvilkar/pySBD)
 
 pySBD - python Sentence Boundary Disambiguation (SBD) - is a rule-based sentence boundary detection module that works out-of-the-box.
 
 This project is a direct port of ruby gem - [Pragmatic Segmenter](https://github.com/diasks2/pragmatic_segmenter) which provides rule-based sentence boundary detection.
 
+![pysbd_code](artifacts/pysbd_code.png?raw=true "pysbd_code")
+
 ## Install
 
 **Python**
@@ -25,6 +27,27 @@ print(seg.segment(text))
 ```
 
 -   Use `pysbd` as a [spaCy](https://spacy.io/usage/processing-pipelines) pipeline component. (recommended)</br>Please refer to example [pysbd\_as\_spacy\_component.py](https://github.com/nipunsadvilkar/pySBD/blob/master/examples/pysbd_as_spacy_component.py)
+- Use pysbd through [entrypoints](https://spacy.io/usage/saving-loading#entry-points-components)
+
+```python
+import spacy
+from pysbd.util import PySBDFactory
+
+nlp = spacy.blank('en')
+
+# explicitly adding component to pipeline
+# (recommended - makes it more readable to tell what's going on)
+nlp.add_pipe(PySBDFactory(nlp))
+
+# or you can use it implicitly with keyword
+# pysbd = nlp.create_pipe('pysbd')
+# nlp.add_pipe(pysbd)
+
+doc = nlp('My name is Jonas E. Smith. Please turn to p. 55.')
+print(list(doc.sents))
+# [My name is Jonas E. Smith., Please turn to p. 55.]
+
+```
 
 ## Contributing
 
diff --git a/artifacts/pysbd_code.png b/artifacts/pysbd_code.png
new file mode 100644
index 0000000..42c7aad
Binary files /dev/null and b/artifacts/pysbd_code.png differ
diff --git a/pysbd/about.py b/pysbd/about.py
index 61b049c..df6155b 100644
--- a/pysbd/about.py
+++ b/pysbd/about.py
@@ -2,7 +2,7 @@
 # https://python-packaging-user-guide.readthedocs.org/en/latest/single_source_version/
 
 __title__ = "pysbd"
-__version__ = "0.2.0"
+__version__ = "0.2.1"
 __summary__ = "pysbd (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary detection that works out-of-the-box across many languages."
 __uri__ = "http://nipunsadvilkar.github.io/"
 __author__ = "Nipun Sadvilkar"
diff --git a/pysbd/utils.py b/pysbd/utils.py
index 03b6d5f..9bbd440 100644
--- a/pysbd/utils.py
+++ b/pysbd/utils.py
@@ -1,6 +1,7 @@
 #!/usr/bin/env python
 # -*- coding: utf-8 -*-
 import re
+import pysbd
 
 
 class Rule(object):
@@ -65,6 +66,26 @@ def __eq__(self, other):
         return False
 
 
+class PySBDFactory(object):
+    """pysbd as a spacy component through entrypoints"""
+
+    def __init__(self, nlp, language='en', clean=False, char_span=True):
+        self.nlp = nlp
+        self.seg = pysbd.Segmenter(language=language, clean=clean,
+                                   char_span=char_span)
+
+    def __call__(self, doc):
+        sents_char_spans = self.seg.segment(doc.text)
+        char_spans = [doc.char_span(sent_span.start, sent_span.end)
+                      for sent_span in sents_char_spans]
+        start_token_ids = [span[0].idx for span in char_spans if span
+                           is not None]
+        for token in doc:
+            token.is_sent_start = (True if token.idx
+                                   in start_token_ids else False)
+        return doc
+
+
 if __name__ == "__main__":
     SubstituteListPeriodRule = Rule('♨', '∯')
     StdRule = Rule(r'∯', r'∯♨')
diff --git a/setup.py b/setup.py
index dd3652d..bb234c9 100644
--- a/setup.py
+++ b/setup.py
@@ -88,4 +88,7 @@ def run(self):
     cmdclass={
         'upload': UploadCommand,
     },
+    entry_points={
+        "spacy_factories": ["pysbd = pysbd.utils:PySBDFactory"]
+    }
 )