diff --git a/Dockerfile b/Dockerfile
index da229eb..e4bc7eb 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -15,6 +15,9 @@ RUN pip install -r requirements.txt
 # Copy the rest of the application
 COPY . /app
 
+# Create the output directory
+RUN mkdir -p /app/output
+
 WORKDIR /app/indexbot
 
 # Set the entry point for the container
diff --git a/indexbot/items.py b/indexbot/items.py
index 52c5676..64e8b4a 100644
--- a/indexbot/items.py
+++ b/indexbot/items.py
@@ -11,11 +11,12 @@ class IndexbotItem(scrapy.Item):
     canonical_url = scrapy.Field()
     language = scrapy.Field()
     title = scrapy.Field()
+    content = scrapy.Field()
     meta = scrapy.Field()
     opengraph = scrapy.Field()
     publishing = scrapy.Field()
     headers = scrapy.Field()
-    gen = scrapy.Field()
+    #gen = scrapy.Field()
     metrics = scrapy.Field()
     schema = scrapy.Field()
     status_code = scrapy.Field()
diff --git a/indexbot/pipelines.py b/indexbot/pipelines.py
index 2ff2533..cb72f87 100644
--- a/indexbot/pipelines.py
+++ b/indexbot/pipelines.py
@@ -7,34 +7,36 @@
 # useful for handling different item types with a single interface
 from itemadapter import ItemAdapter
 
+import json
+
 
 class IndexbotPipeline:
     def process_item(self, item, spider):
         return item
 
-import json
-
 class JsonWriterPipeline:
     def open_spider(self, spider):
-        self.file = open('crawled_data.jl', 'w')
+        self.file = open("../output/crawled_data.jl", "w")
 
     def close_spider(self, spider):
         self.file.close()
 
     def process_item(self, item, spider):
-        line = json.dumps(item) + "\n"
+        item_dict = ItemAdapter(item).asdict()
+        line = json.dumps(item_dict) + "\n"
         self.file.write(line)
         return item
     
 
 class TxtWriterPipeline:
     def open_spider(self, spider):
-        self.file = open('crawled_sites.txt', 'w')
+        self.file = open("../output/crawled_sites.txt", "w")
 
     def close_spider(self, spider):
         self.file.close()
 
     def process_item(self, item, spider):
-        line = item["url"] + "\n"
+        item_dict = ItemAdapter(item).asdict()
+        line = item_dict["url"] + "\n"
         self.file.write(line)
         return item
diff --git a/indexbot/settings.py b/indexbot/settings.py
index 1468f01..2ba858b 100644
--- a/indexbot/settings.py
+++ b/indexbot/settings.py
@@ -19,7 +19,7 @@
 ROBOTSTXT_OBEY = True
 
 # Configure job directory for data persistence
-JOBDIR = "crawls/indexbot"
+#JOBDIR = "crawls/indexbot"
 
 # Configure logging
 LOG_LEVEL = "INFO"  # Set the logging level to WARNING or ERROR to reduce output
diff --git a/indexbot/spiders/indexbot.py b/indexbot/spiders/indexbot.py
index f4da303..1666517 100644
--- a/indexbot/spiders/indexbot.py
+++ b/indexbot/spiders/indexbot.py
@@ -1,26 +1,26 @@
 import scrapy
 from scrapy.linkextractors import LinkExtractor
 from scrapy.spiders import CrawlSpider, Rule
-from items import IndexbotItem
-from utils.schema_parser import parse_schema
-from utils.text_processing import extract_keywords, generate_summary
 
-import json
 import time
 import logging
 import requests
 
+from indexbot.items import IndexbotItem
+from indexbot.utils.schema_parser import parse_schema
+from indexbot.utils.text_processing import extract_keywords, generate_summary
+
 class IndexbotSpider(CrawlSpider):
     name = "indexbot"
     
     # Load start URLs from sources.txt
-    logging.INFO("Requesting sources.txt")
+    #logging.log(logging.INFO, "Requesting sources.txt")
     start_urls = []
     res = requests.get("https://data.openwebindex.org/indexes/metaindex-alpha/sources.txt")
     for line in res.text.split("\n"):
         if line.strip() and not line.startswith("#"):
             start_urls.append(line.strip())
-    logging.INFO(f"Loaded {len(start_urls)} URLs from sources.txt")
+    #logging.log(logging.INFO, f"Loaded {len(start_urls)} start URLs from sources.txt")
     
     #allowed_domains = ["producthunt.com"]  # Replace with the target domain(s)
     #start_urls = ["http://producthunt.com"]  # Replace with the initial URL(s)
@@ -31,12 +31,13 @@ class IndexbotSpider(CrawlSpider):
 
     def parse_item(self, response):
         # Extract all paragraph content
-        paragraphs = response.xpath('//p//text()').getall()
-        content = ' '.join(paragraphs)
+        paragraphs = response.xpath("//p//text()").getall()
+        content = ' '.join(paragraphs).strip()
+        content = content[:2000] + "..." # limit content to 1000 characters
 
-        # Generate RAKE keywords and Gensim summary
-        keywords = extract_keywords(content)
-        summary = generate_summary(content, word_count=100)
+        # Generate RAKE keywords and SUMY summary
+        #keywords = extract_keywords(content)
+        #summary = generate_summary(content, sentences=3)
 
         # Parse schema data
         schema_data = parse_schema(response)
@@ -46,6 +47,7 @@ def parse_item(self, response):
             canonical_url = response.xpath("//link[@rel='canonical']/@href").get(),  # Canonical URL
             language = response.xpath("//html/@lang").get(),  # Language of the page
             title = response.xpath("//title/text()").get(),  # Page title
+            content = content,  # Page content
             meta = {
                 "description": response.xpath("//meta[@name='description']/@content").get(),  # Meta description
                 "keywords": response.xpath("//meta[@name='keywords']/@content").get(),  # Meta keywords
@@ -65,10 +67,10 @@ def parse_item(self, response):
                 "content_length": response.headers.get("Content-Length", b"").decode("utf-8"),  # Content-Length header
                 "server": response.headers.get("Server", b"").decode("utf-8"),  # Server header
             },
-            gen = {
-                "keywords": keywords,  # RAKE keywords
-                "summary": summary,  # Gensim summary
-            },
+            #gen = {
+            #    "keywords": keywords,  # RAKE keywords
+            #    "summary": summary,  # SUMY summary
+            #},
             metrics={
                 "content_length": len(response.text),  # Length of the page content
                 "internal_links": len(response.xpath("//a[starts-with(@href, '/')]/@href").getall()), # Number of internal links
diff --git a/indexbot/utils/text_processing.py b/indexbot/utils/text_processing.py
index 5a342cc..2fc58db 100644
--- a/indexbot/utils/text_processing.py
+++ b/indexbot/utils/text_processing.py
@@ -1,5 +1,10 @@
+import nltk
 from rake_nltk import Rake
-from gensim.summarization import summarize
+from sumy.parsers.plaintext import PlaintextParser
+from sumy.nlp.tokenizers import Tokenizer
+from sumy.summarizers.lsa import LsaSummarizer
+
+nltk.download("stopwords")
 
 def extract_keywords(content):
     rake = Rake()
@@ -9,8 +14,11 @@ def extract_keywords(content):
     except:
         return []
 
-def generate_summary(content, word_count=100):
+def generate_summary(content, sentences=3):
     try:
-        return summarize(content, word_count=word_count)
-    except ValueError:
-        return "Summary could not be generated."
+        # Parse the text & generate the summary
+        parser = PlaintextParser.from_string(content, Tokenizer("english"))
+        summarizer = LsaSummarizer()
+        summary = summarizer(parser.document, sentences)
+    except:
+        return None
diff --git a/requirements.txt b/requirements.txt
index b5763bb..48a77e6 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,4 @@
 scrapy
+nltk
 rake_nltk
-gensim
\ No newline at end of file
+sumy
\ No newline at end of file