diff --git a/.github/workflows/tests.yaml b/.github/workflows/tests.yaml
index b22df8464c..3a4b2b796a 100644
--- a/.github/workflows/tests.yaml
+++ b/.github/workflows/tests.yaml
@@ -12,7 +12,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: ["3.7", "3.8", "3.9", "3.10"]
+        python-version: ["3.9", "3.10", "3.11", "3.12"]
         os: [ubuntu-latest, macos-latest]
 
     steps:
diff --git a/Docker b/Docker
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/classes.png b/classes.png
new file mode 100644
index 0000000000..1157df46a8
Binary files /dev/null and b/classes.png differ
diff --git a/local_stuff/classes_spiderfoot.png b/local_stuff/classes_spiderfoot.png
new file mode 100644
index 0000000000..bcaf83aaf3
Binary files /dev/null and b/local_stuff/classes_spiderfoot.png differ
diff --git a/modules/sfp__stor_stdout.py b/modules/sfp__stor_stdout.py
index 49d775227f..435d64210b 100644
--- a/modules/sfp__stor_stdout.py
+++ b/modules/sfp__stor_stdout.py
@@ -55,20 +55,20 @@ def watchedEvents(self):
 
     def output(self, event):
         d = self.opts['_csvdelim']
-        if type(event.data) in [list, dict]:
+        if isinstance(event.data, (list, dict)):
             data = str(event.data)
         else:
             data = event.data
 
-        if type(data) != str:
+        if not isinstance(data, str):
             data = str(event.data)
 
-        if type(event.sourceEvent.data) in [list, dict]:
+        if isinstance(event.sourceEvent.data, (list, dict)):
             srcdata = str(event.sourceEvent.data)
         else:
             srcdata = event.sourceEvent.data
 
-        if type(srcdata) != str:
+        if not isinstance(srcdata, str):
             srcdata = str(event.sourceEvent.data)
 
         if self.opts['_stripnewline']:
diff --git a/modules/sfp_arin.py b/modules/sfp_arin.py
index 81b1852ee2..60638faad4 100644
--- a/modules/sfp_arin.py
+++ b/modules/sfp_arin.py
@@ -143,7 +143,7 @@ def handleEvent(self, event):
                 if "pocRef" in ret['pocs']:
                     ref = list()
                     # Might be a list or a dictionary
-                    if type(ret['pocs']['pocRef']) == dict:
+                    if isinstance(ret['pocs']['pocRef'], dict):
                         ref = [ret['pocs']['pocRef']]
                     else:
                         ref = ret['pocs']['pocRef']
@@ -169,7 +169,7 @@ def handleEvent(self, event):
                 if "pocRef" in ret['pocs']:
                     ref = list()
                     # Might be a list or a dictionary
-                    if type(ret['pocs']['pocRef']) == dict:
+                    if isinstance(ret['pocs']['pocRef'], dict):
                         ref = [ret['pocs']['pocRef']]
                     else:
                         ref = ret['pocs']['pocRef']
diff --git a/modules/sfp_fraudguard.py b/modules/sfp_fraudguard.py
index 39efff7828..c0cbac54ea 100644
--- a/modules/sfp_fraudguard.py
+++ b/modules/sfp_fraudguard.py
@@ -123,10 +123,10 @@ def query(self, qry):
 
         fraudguard_url = "https://api.fraudguard.io/ip/" + qry
         api_key_account = self.opts['fraudguard_api_key_account']
-        if type(api_key_account) == str:
+        if isinstance(api_key_account, str):
             api_key_account = api_key_account.encode('utf-8')
         api_key_password = self.opts['fraudguard_api_key_password']
-        if type(api_key_password) == str:
+        if isinstance(api_key_password, str):
             api_key_password = api_key_password.encode('utf-8')
         token = base64.b64encode(api_key_account + ':'.encode('utf-8') + api_key_password)
         headers = {
diff --git a/modules/sfp_github.py b/modules/sfp_github.py
index 2dd606e57b..8d0403aec6 100644
--- a/modules/sfp_github.py
+++ b/modules/sfp_github.py
@@ -263,7 +263,7 @@ def handleEvent(self, event):
                     continue
 
                 for item in repret:
-                    if type(item) != dict:
+                    if not isinstance(item, dict):
                         self.debug("Encountered an unexpected or empty response from Github.")
                         continue
 
diff --git a/modules/sfp_riskiq.py b/modules/sfp_riskiq.py
index 3cf7ce924c..8817609e24 100644
--- a/modules/sfp_riskiq.py
+++ b/modules/sfp_riskiq.py
@@ -112,10 +112,10 @@ def query(self, qry, qtype, opts=dict()):
             post = '{"field": "email", "query": "' + qry + '"}'
 
         api_key_login = self.opts['api_key_login']
-        if type(api_key_login) == str:
+        if isinstance(api_key_login, str):
             api_key_login = api_key_login.encode('utf-8')
         api_key_password = self.opts['api_key_password']
-        if type(api_key_password) == str:
+        if isinstance(api_key_password, str):
             api_key_password = api_key_password.encode('utf-8')
         cred = base64.b64encode(api_key_login + ":".encode('utf-8') + api_key_password)
         headers = {
diff --git a/modules/sfp_spider.py b/modules/sfp_spider.py
index aa6f301226..96b55065b8 100644
--- a/modules/sfp_spider.py
+++ b/modules/sfp_spider.py
@@ -243,7 +243,7 @@ def linkNotify(self, url: str, parentEvent=None):
         else:
             utype = "LINKED_URL_EXTERNAL"
 
-        if type(url) != str:
+        if not isinstance(url, str):
             url = str(url, "utf-8", errors='replace')
         event = SpiderFootEvent(utype, url, self.__name__, parentEvent)
         self.notifyListeners(event)
diff --git a/modules/sfp_tldsearch.py b/modules/sfp_tldsearch.py
index eaec60a923..783ba75ca9 100644
--- a/modules/sfp_tldsearch.py
+++ b/modules/sfp_tldsearch.py
@@ -170,7 +170,7 @@ def handleEvent(self, event):
         # Look through all TLDs for the existence of this target keyword
         targetList = list()
         for tld in self.opts['_internettlds']:
-            if type(tld) != str:
+            if not isinstance(tld, str):
                 tld = str(tld.strip(), errors='ignore')
             else:
                 tld = tld.strip()
diff --git a/modules/sfp_xforce.py b/modules/sfp_xforce.py
index 4e4aefc4a4..0ea3a0c961 100644
--- a/modules/sfp_xforce.py
+++ b/modules/sfp_xforce.py
@@ -134,10 +134,10 @@ def query(self, qry, querytype):
         xforce_url = "https://api.xforce.ibmcloud.com"
 
         api_key = self.opts['xforce_api_key']
-        if type(api_key) == str:
+        if isinstance(api_key, str):
             api_key = api_key.encode('utf-8')
         api_key_password = self.opts['xforce_api_key_password']
-        if type(api_key_password) == str:
+        if isinstance(api_key_password, str):
             api_key_password = api_key_password.encode('utf-8')
         token = base64.b64encode(api_key + ":".encode('utf-8') + api_key_password)
         headers = {
diff --git a/packages.dot b/packages.dot
new file mode 100644
index 0000000000..5072335198
--- /dev/null
+++ b/packages.dot
@@ -0,0 +1,447 @@
+digraph "packages" {
+rankdir=BT
+charset="utf-8"
+"test" [color="black", label=<test>, shape="box", style="solid"];
+"test.conftest" [color="black", label=<test.conftest>, shape="box", style="solid"];
+"test.integration" [color="black", label=<test.integration>, shape="box", style="solid"];
+"test.integration.modules" [color="black", label=<test.integration.modules>, shape="box", style="solid"];
+"test.integration.modules.test_sfp__stor_db" [color="black", label=<test.integration.modules.test_sfp__stor_db>, shape="box", style="solid"];
+"test.integration.modules.test_sfp__stor_stdout" [color="black", label=<test.integration.modules.test_sfp__stor_stdout>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_abstractapi" [color="black", label=<test.integration.modules.test_sfp_abstractapi>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_abusech" [color="black", label=<test.integration.modules.test_sfp_abusech>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_abuseipdb" [color="black", label=<test.integration.modules.test_sfp_abuseipdb>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_abusix" [color="black", label=<test.integration.modules.test_sfp_abusix>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_accounts" [color="black", label=<test.integration.modules.test_sfp_accounts>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_adblock" [color="black", label=<test.integration.modules.test_sfp_adblock>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_adguard_dns" [color="black", label=<test.integration.modules.test_sfp_adguard_dns>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_ahmia" [color="black", label=<test.integration.modules.test_sfp_ahmia>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_alienvault" [color="black", label=<test.integration.modules.test_sfp_alienvault>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_alienvaultiprep" [color="black", label=<test.integration.modules.test_sfp_alienvaultiprep>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_apple_itunes" [color="black", label=<test.integration.modules.test_sfp_apple_itunes>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_archiveorg" [color="black", label=<test.integration.modules.test_sfp_archiveorg>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_arin" [color="black", label=<test.integration.modules.test_sfp_arin>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_azureblobstorage" [color="black", label=<test.integration.modules.test_sfp_azureblobstorage>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_bgpview" [color="black", label=<test.integration.modules.test_sfp_bgpview>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_binaryedge" [color="black", label=<test.integration.modules.test_sfp_binaryedge>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_bingsearch" [color="black", label=<test.integration.modules.test_sfp_bingsearch>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_bingsharedip" [color="black", label=<test.integration.modules.test_sfp_bingsharedip>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_bitcoinabuse" [color="black", label=<test.integration.modules.test_sfp_bitcoinabuse>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_bitcoinwhoswho" [color="black", label=<test.integration.modules.test_sfp_bitcoinwhoswho>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_blockchain" [color="black", label=<test.integration.modules.test_sfp_blockchain>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_blocklistde" [color="black", label=<test.integration.modules.test_sfp_blocklistde>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_botscout" [color="black", label=<test.integration.modules.test_sfp_botscout>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_botvrij" [color="black", label=<test.integration.modules.test_sfp_botvrij>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_builtwith" [color="black", label=<test.integration.modules.test_sfp_builtwith>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_c99" [color="black", label=<test.integration.modules.test_sfp_c99>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_callername" [color="black", label=<test.integration.modules.test_sfp_callername>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_censys" [color="black", label=<test.integration.modules.test_sfp_censys>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_certspotter" [color="black", label=<test.integration.modules.test_sfp_certspotter>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_cinsscore" [color="black", label=<test.integration.modules.test_sfp_cinsscore>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_circllu" [color="black", label=<test.integration.modules.test_sfp_circllu>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_citadel" [color="black", label=<test.integration.modules.test_sfp_citadel>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_cleanbrowsing" [color="black", label=<test.integration.modules.test_sfp_cleanbrowsing>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_cleantalk" [color="black", label=<test.integration.modules.test_sfp_cleantalk>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_clearbit" [color="black", label=<test.integration.modules.test_sfp_clearbit>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_cloudflaredns" [color="black", label=<test.integration.modules.test_sfp_cloudflaredns>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_coinblocker" [color="black", label=<test.integration.modules.test_sfp_coinblocker>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_commoncrawl" [color="black", label=<test.integration.modules.test_sfp_commoncrawl>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_comodo" [color="black", label=<test.integration.modules.test_sfp_comodo>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_crobat_api" [color="black", label=<test.integration.modules.test_sfp_crobat_api>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_crossref" [color="black", label=<test.integration.modules.test_sfp_crossref>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_crt" [color="black", label=<test.integration.modules.test_sfp_crt>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_crxcavator" [color="black", label=<test.integration.modules.test_sfp_crxcavator>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_customfeed" [color="black", label=<test.integration.modules.test_sfp_customfeed>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_cybercrimetracker" [color="black", label=<test.integration.modules.test_sfp_cybercrimetracker>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_debounce" [color="black", label=<test.integration.modules.test_sfp_debounce>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dehashed" [color="black", label=<test.integration.modules.test_sfp_dehashed>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_digitaloceanspace" [color="black", label=<test.integration.modules.test_sfp_digitaloceanspace>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dns_for_family" [color="black", label=<test.integration.modules.test_sfp_dns_for_family>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dnsbrute" [color="black", label=<test.integration.modules.test_sfp_dnsbrute>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dnscommonsrv" [color="black", label=<test.integration.modules.test_sfp_dnscommonsrv>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dnsdb" [color="black", label=<test.integration.modules.test_sfp_dnsdb>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dnsdumpster" [color="black", label=<test.integration.modules.test_sfp_dnsdumpster>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dnsgrep" [color="black", label=<test.integration.modules.test_sfp_dnsgrep>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dnsneighbor" [color="black", label=<test.integration.modules.test_sfp_dnsneighbor>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dnsraw" [color="black", label=<test.integration.modules.test_sfp_dnsraw>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dnsresolve" [color="black", label=<test.integration.modules.test_sfp_dnsresolve>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dnszonexfer" [color="black", label=<test.integration.modules.test_sfp_dnszonexfer>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_dronebl" [color="black", label=<test.integration.modules.test_sfp_dronebl>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_duckduckgo" [color="black", label=<test.integration.modules.test_sfp_duckduckgo>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_email" [color="black", label=<test.integration.modules.test_sfp_email>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_emailcrawlr" [color="black", label=<test.integration.modules.test_sfp_emailcrawlr>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_emailformat" [color="black", label=<test.integration.modules.test_sfp_emailformat>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_emailrep" [color="black", label=<test.integration.modules.test_sfp_emailrep>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_emergingthreats" [color="black", label=<test.integration.modules.test_sfp_emergingthreats>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_etherscan" [color="black", label=<test.integration.modules.test_sfp_etherscan>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_filemeta" [color="black", label=<test.integration.modules.test_sfp_filemeta>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_flickr" [color="black", label=<test.integration.modules.test_sfp_flickr>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_focsec" [color="black", label=<test.integration.modules.test_sfp_focsec>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_fortinet" [color="black", label=<test.integration.modules.test_sfp_fortinet>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_fraudguard" [color="black", label=<test.integration.modules.test_sfp_fraudguard>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_fsecure_riddler" [color="black", label=<test.integration.modules.test_sfp_fsecure_riddler>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_fullcontact" [color="black", label=<test.integration.modules.test_sfp_fullcontact>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_fullhunt" [color="black", label=<test.integration.modules.test_sfp_fullhunt>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_github" [color="black", label=<test.integration.modules.test_sfp_github>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_gleif" [color="black", label=<test.integration.modules.test_sfp_gleif>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_google_tag_manager" [color="black", label=<test.integration.modules.test_sfp_google_tag_manager>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_googlemaps" [color="black", label=<test.integration.modules.test_sfp_googlemaps>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_googleobjectstorage" [color="black", label=<test.integration.modules.test_sfp_googleobjectstorage>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_googlesafebrowsing" [color="black", label=<test.integration.modules.test_sfp_googlesafebrowsing>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_googlesearch" [color="black", label=<test.integration.modules.test_sfp_googlesearch>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_gravatar" [color="black", label=<test.integration.modules.test_sfp_gravatar>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_grayhatwarfare" [color="black", label=<test.integration.modules.test_sfp_grayhatwarfare>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_greensnow" [color="black", label=<test.integration.modules.test_sfp_greensnow>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_grep_app" [color="black", label=<test.integration.modules.test_sfp_grep_app>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_greynoise" [color="black", label=<test.integration.modules.test_sfp_greynoise>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_h1nobbdde" [color="black", label=<test.integration.modules.test_sfp_h1nobbdde>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_hackertarget" [color="black", label=<test.integration.modules.test_sfp_hackertarget>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_haveibeenpwned" [color="black", label=<test.integration.modules.test_sfp_haveibeenpwned>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_honeypot" [color="black", label=<test.integration.modules.test_sfp_honeypot>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_hosting" [color="black", label=<test.integration.modules.test_sfp_hosting>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_hostio" [color="black", label=<test.integration.modules.test_sfp_hostio>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_hunter" [color="black", label=<test.integration.modules.test_sfp_hunter>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_hybrid_analysis" [color="black", label=<test.integration.modules.test_sfp_hybrid_analysis>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_iknowwhatyoudownload" [color="black", label=<test.integration.modules.test_sfp_iknowwhatyoudownload>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_intelx" [color="black", label=<test.integration.modules.test_sfp_intelx>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_ipapico" [color="black", label=<test.integration.modules.test_sfp_ipapico>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_ipapicom" [color="black", label=<test.integration.modules.test_sfp_ipapicom>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_ipinfo" [color="black", label=<test.integration.modules.test_sfp_ipinfo>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_ipqualityscore" [color="black", label=<test.integration.modules.test_sfp_ipqualityscore>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_ipregistry" [color="black", label=<test.integration.modules.test_sfp_ipregistry>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_ipstack" [color="black", label=<test.integration.modules.test_sfp_ipstack>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_isc" [color="black", label=<test.integration.modules.test_sfp_isc>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_jsonwhoiscom" [color="black", label=<test.integration.modules.test_sfp_jsonwhoiscom>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_junkfiles" [color="black", label=<test.integration.modules.test_sfp_junkfiles>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_keybase" [color="black", label=<test.integration.modules.test_sfp_keybase>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_koodous" [color="black", label=<test.integration.modules.test_sfp_koodous>, shape="box", style="solid"];
+"test.integration.modules.test_sfp_leakix" [color="black", label=<test.integration.modules.test_sfp_leakix>, shape="box", style="solid"];
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+}
diff --git a/packages.png b/packages.png
new file mode 100644
index 0000000000..affde2676a
Binary files /dev/null and b/packages.png differ
diff --git a/requirements.txt b/requirements.txt
index 408acec90b..0218a0c9b8 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,11 +1,11 @@
 adblockparser>=0.7,<1
 dnspython>=2.3.0,<3
 ExifRead>=2.3.2,<3
-CherryPy>=18.8.0,<19
+CherryPy>=18.10.0,<19
 cherrypy-cors>=1.6,<2
 Mako>=1.2.4,<2
 beautifulsoup4>=4.11.2,<5
-lxml>=4.9.2,<5
+lxml==5.3.0,<6
 netaddr>=0.8.0,<1
 pysocks>=1.7.1,<2
 requests>=2.28.2,<3
diff --git a/sf.py b/sf.py
index b16f2df939..e4e80d810e 100644
--- a/sf.py
+++ b/sf.py
@@ -62,7 +62,7 @@ def main() -> None:
         '_internettlds': 'https://publicsuffix.org/list/effective_tld_names.dat',
         '_internettlds_cache': 72,
         '_genericusers': ",".join(SpiderFootHelpers.usernamesFromWordlists(['generic-usernames'])),
-        '__database': f"{SpiderFootHelpers.dataPath()}/spiderfoot.db",
+        '__database': f"{SpiderFootHelpers.dataPath()}spiderfoot.db",
         '__modules__': None,  # List of modules. Will be set after start-up.
         '__correlationrules__': None,  # List of correlation rules. Will be set after start-up.
         '_socks1type': '',
diff --git a/sfcli.py b/sfcli.py
index 7341ab3f1b..452d6c5e04 100755
--- a/sfcli.py
+++ b/sfcli.py
@@ -232,7 +232,7 @@ def pretty(self, data, titlemap=None):
         out = list()
         # Get the column titles
         maxsize = dict()
-        if type(data[0]) == dict:
+        if isinstance(data[0], dict):
             cols = list(data[0].keys())
         else:
             # for lists, use the index numbers as titles
@@ -250,12 +250,12 @@ def pretty(self, data, titlemap=None):
         # Find the maximum column sizes
         for r in data:
             for i, c in enumerate(r):
-                if type(r) == list:
+                if isinstance(r, list):
                     # we have  list index
                     cn = str(i)
-                    if type(c) == int:
+                    if isinstance(c, int):
                         v = str(c)
-                    if type(c) == str:
+                    if isinstance(c, str):
                         v = c
                 else:
                     # we have a dict key
@@ -1246,7 +1246,7 @@ def do_set(self, line):
                     self.dprint(f"{k} = {c}", plain=True)
 
             for k in sorted(serverconfig.keys()):
-                if type(serverconfig[k]) == list:
+                if isinstance(serverconfig[k], list):
                     serverconfig[k] = ','.join(serverconfig[k])
                 if not cfg:
                     output.append({'opt': k, 'val': str(serverconfig[k])})
@@ -1270,7 +1270,7 @@ def do_set(self, line):
             for k in serverconfig:
                 if k == cfg:
                     serverconfig[k] = val
-                    if type(val) == str:
+                    if isinstance(val, str):
                         if val.lower() == "true":
                             serverconfig[k] = "1"
                         if val.lower() == "false":
@@ -1284,18 +1284,18 @@ def do_set(self, line):
             # Sanitize the data before sending it to the server
             for k in serverconfig:
                 optstr = ":".join(k.split(".")[1:])
-                if type(serverconfig[k]) == bool:
+                if isinstance(serverconfig[k], bool):
                     if serverconfig[k]:
                         confdata[optstr] = "1"
                     else:
                         confdata[optstr] = "0"
-                if type(serverconfig[k]) == list:
+                if isinstance(serverconfig[k], list):
                     # If set by the user, it must already be a
                     # string, not a list
                     confdata[optstr] = ','.join(serverconfig[k])
-                if type(serverconfig[k]) == int:
+                if isinstance(serverconfig[k], int):
                     confdata[optstr] = str(serverconfig[k])
-                if type(serverconfig[k]) == str:
+                if isinstance(serverconfig[k], str):
                     confdata[optstr] = serverconfig[k]
 
             self.ddprint(str(confdata))
diff --git a/sflib.py b/sflib.py
index 4b459910fd..f1658e4eb4 100644
--- a/sflib.py
+++ b/sflib.py
@@ -179,16 +179,17 @@ def optValueToData(self, val: str) -> str:
 
         return val
 
-    def error(self, message: str) -> None:
+    def error(self, message: str, exc_info=False) -> None:
         """Print and log an error message
 
         Args:
             message (str): error message
+            exc_info (Exception): Additional exception information for logging.
         """
         if not self.opts['__logging']:
             return
 
-        self.log.error(message, extra={'scanId': self._scanId})
+        self.log.error(message, extra={'scanId': self._scanId}, exc_info=exc_info)
 
     def fatal(self, error: str) -> None:
         """Print an error message and stacktrace then exit.
@@ -224,18 +225,19 @@ def info(self, message: str) -> None:
 
         self.log.info(f"{message}", extra={'scanId': self._scanId})
 
-    def debug(self, message: str) -> None:
+    def debug(self, message: str, exc_info=False) -> None:
         """Log and print a debug message.
 
         Args:
             message (str): debug message
+            exc_info (Exception): Additional exception information for logging.
         """
         if not self.opts['_debug']:
             return
         if not self.opts['__logging']:
             return
 
-        self.log.debug(f"{message}", extra={'scanId': self._scanId})
+        self.log.debug(f"{message}", extra={'scanId': self._scanId}, exc_info=exc_info)
 
     def hashstring(self, string: str) -> str:
         """Returns a SHA256 hash of the specified input.
diff --git a/spiderfoot/correlation.py b/spiderfoot/correlation.py
index 8b812fb150..b66eaa0013 100644
--- a/spiderfoot/correlation.py
+++ b/spiderfoot/correlation.py
@@ -165,7 +165,7 @@ def build_db_criteria(self, matchrule: dict) -> dict:
                 criterias['eventType'] = list()
 
             if matchrule['method'] == 'regex':
-                if type(matchrule['value']) != list:
+                if not isinstance(matchrule['value'], list):
                     regexps = [matchrule['value']]
                 else:
                     regexps = matchrule['value']
@@ -176,7 +176,7 @@ def build_db_criteria(self, matchrule: dict) -> dict:
                             criterias['eventType'].append(t[1])
 
             if matchrule['method'] == 'exact':
-                if type(matchrule['value']) != list:
+                if not isinstance(matchrule['value'], list):
                     matches = [matchrule['value']]
                 else:
                     matches = matchrule['value']
diff --git a/spiderfoot/event.py b/spiderfoot/event.py
index 5e96d0e60e..da47caae3b 100644
--- a/spiderfoot/event.py
+++ b/spiderfoot/event.py
@@ -224,7 +224,7 @@ def module(self, module: str) -> None:
             ValueError: module value was invalid
         """
         if not isinstance(module, str):
-            raise TypeError(f"module is {type(module )}; expected str()")
+            raise TypeError(f"module is {type(module)}; expected str()")
 
         if not module and self.eventType != "ROOT":
             raise ValueError("module is empty")
diff --git a/test/conftest.py b/test/conftest.py
index e3708c0a4a..91d5f5de30 100644
--- a/test/conftest.py
+++ b/test/conftest.py
@@ -14,7 +14,7 @@ def default_options(request):
         '_internettlds': 'https://publicsuffix.org/list/effective_tld_names.dat',
         '_internettlds_cache': 72,
         '_genericusers': ",".join(SpiderFootHelpers.usernamesFromWordlists(['generic-usernames'])),
-        '__database': f"{SpiderFootHelpers.dataPath()}/spiderfoot.test.db",  # note: test database file
+        '__database': f"{SpiderFootHelpers.dataPath()}spiderfoot.test.db",  # note: test database file
         '__modules__': None,  # List of modules. Will be set after start-up.
         '__correlationrules__': None,  # List of correlation rules. Will be set after start-up.
         '_socks1type': '',
diff --git a/test/requirements.txt b/test/requirements.txt
index 9d983a2829..2685e39d5f 100644
--- a/test/requirements.txt
+++ b/test/requirements.txt
@@ -1,7 +1,7 @@
 -r ../requirements.txt
 darglint==1.8.1
 dlint==0.14.0
-flake8==5.0.4
+flake8==7.1.1
 flake8-annotations==2.9.1
 flake8-blind-except==0.2.1
 flake8-bugbear==23.2.13
@@ -14,5 +14,5 @@ pytest==7.2.1
 pytest-cov==4.0.0
 pytest-mock==3.10.0
 pytest-xdist==3.2.0
-pycodestyle==2.9.0
+pycodestyle==2.12.1
 responses==0.22.0