diff --git a/.gitignore b/.gitignore
index 6e9eb1a..986398e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,6 +3,8 @@ build/
 dist/
 tags/
 *.egg-info/
+.tox/
+.coverage
 dr.botzo.data
 dr.botzo.cfg
 localsettings.py
diff --git a/.prospector.yaml b/.prospector.yaml
deleted file mode 100644
index 838b437..0000000
--- a/.prospector.yaml
+++ /dev/null
@@ -1,20 +0,0 @@
-doc-warnings: true
-strictness: high
-ignore-paths:
-  - migrations
-ignore-patterns:
-  - \.log$
-  - localsettings.py$
-  - parsetab.py$
-pylint:
-  enable:
-    - relative-import
-  options:
-    max-line-length: 120
-  good-names: log
-pep8:
-  options:
-    max-line-length: 120
-pep257:
-  disable:
-    - D203
diff --git a/countdown/ircplugin.py b/countdown/ircplugin.py
index 8edd977..9780636 100644
--- a/countdown/ircplugin.py
+++ b/countdown/ircplugin.py
@@ -22,7 +22,8 @@ class Countdown(Plugin):
     new_reminder_regex = (r'remind\s+(?P<who>[^\s]+)\s+(?P<when_type>at|in|on)\s+(?P<when>.*?)\s+'
                           r'(and\s+every\s+(?P<recurring_period>.*?)\s+)?'
                           r'(until\s+(?P<recurring_until>.*?)\s+)?'
-                          r'(to|that|about)\s+(?P<text>.*)')
+                          r'(to|that|about)\s+(?P<text>.*?)'
+                          r'(?=\s+\("(?P<name>.*)"\)|$)')
 
     def __init__(self, bot, connection, event):
         """Initialize some stuff."""
@@ -42,7 +43,7 @@ class Countdown(Plugin):
 
         self.connection.reactor.add_global_regex_handler(['pubmsg', 'privmsg'], r'^!countdown\s+list$',
                                                          self.handle_item_list, -20)
-        self.connection.reactor.add_global_regex_handler(['pubmsg', 'privmsg'], r'^!countdown\s+(\S+)$',
+        self.connection.reactor.add_global_regex_handler(['pubmsg', 'privmsg'], r'^!countdown\s+(.+)$',
                                                          self.handle_item_detail, -20)
         self.connection.reactor.add_global_regex_handler(['pubmsg', 'privmsg'], self.new_reminder_regex,
                                                          self.handle_new_reminder, -50)
@@ -99,9 +100,16 @@ class Countdown(Plugin):
             recurring_period = match.group('recurring_period')
             recurring_until = match.group('recurring_until')
             text = match.group('text')
+            name = match.group('name')
             log.debug("%s / %s / %s", who, when, text)
 
-            item_name = '{0:s}-{1:s}'.format(event.sender_nick, timezone.now().strftime('%s'))
+            if not name:
+                item_name = '{0:s}-{1:s}'.format(event.sender_nick, timezone.now().strftime('%s'))
+            else:
+                if CountdownItem.objects.filter(name=name).count() > 0:
+                    self.bot.reply(event, "item with name '{0:s}' already exists".format(name))
+                    return 'NO MORE'
+                item_name = name
 
             # parse when to send the notification
             if when_type == 'in':
diff --git a/countdown/migrations/0006_auto_20201025_1716.py b/countdown/migrations/0006_auto_20201025_1716.py
new file mode 100644
index 0000000..72a2fc3
--- /dev/null
+++ b/countdown/migrations/0006_auto_20201025_1716.py
@@ -0,0 +1,23 @@
+# Generated by Django 3.1.2 on 2020-10-25 17:16
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('countdown', '0005_countdownitem_recurring_until'),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name='countdownitem',
+            name='recurring_period',
+            field=models.CharField(blank=True, default='', max_length=64),
+        ),
+        migrations.AlterField(
+            model_name='countdownitem',
+            name='reminder_target',
+            field=models.CharField(blank=True, default='', max_length=64),
+        ),
+    ]
diff --git a/countdown/models.py b/countdown/models.py
index fc2c89c..6a84fc3 100644
--- a/countdown/models.py
+++ b/countdown/models.py
@@ -1,14 +1,8 @@
 """Countdown item models."""
-
-import logging
-
 from django.db import models
 from django.utils import timezone
 
 
-log = logging.getLogger('countdown.models')
-
-
 class CountdownItem(models.Model):
     """Track points in time."""
 
@@ -19,13 +13,13 @@ class CountdownItem(models.Model):
     sent_reminder = models.BooleanField(default=False)
 
     reminder_message = models.TextField(default="")
-    reminder_target = models.CharField(max_length=64, default='')
+    reminder_target = models.CharField(max_length=64, blank=True, default='')
 
-    recurring_period = models.CharField(max_length=64, default='')
+    recurring_period = models.CharField(max_length=64, blank=True, default='')
     recurring_until = models.DateTimeField(null=True, blank=True, default=None)
 
     created_time = models.DateTimeField(auto_now_add=True)
 
     def __str__(self):
-        """String representation."""
+        """Summarize object."""
         return "{0:s} @ {1:s}".format(self.name, timezone.localtime(self.at_time).strftime('%Y-%m-%d %H:%M:%S %Z'))
diff --git a/countdown/serializers.py b/countdown/serializers.py
new file mode 100644
index 0000000..9c9439b
--- /dev/null
+++ b/countdown/serializers.py
@@ -0,0 +1,14 @@
+"""REST serializers for countdown items."""
+from rest_framework import serializers
+
+from countdown.models import CountdownItem
+
+
+class CountdownItemSerializer(serializers.ModelSerializer):
+    """Countdown item serializer for the REST API."""
+
+    class Meta:
+        """Meta options."""
+
+        model = CountdownItem
+        fields = '__all__'
diff --git a/countdown/urls.py b/countdown/urls.py
new file mode 100644
index 0000000..0083170
--- /dev/null
+++ b/countdown/urls.py
@@ -0,0 +1,12 @@
+"""URL patterns for the countdown views."""
+from django.conf.urls import include, url
+from rest_framework.routers import DefaultRouter
+
+from countdown.views import CountdownItemViewSet
+
+router = DefaultRouter()
+router.register(r'items', CountdownItemViewSet)
+
+urlpatterns = [
+    url(r'^api/', include(router.urls)),
+]
diff --git a/countdown/views.py b/countdown/views.py
new file mode 100644
index 0000000..14d2e31
--- /dev/null
+++ b/countdown/views.py
@@ -0,0 +1,16 @@
+"""Provide an interface to countdown items."""
+# from rest_framework.decorators import action
+# from rest_framework.response import Response
+from rest_framework.permissions import IsAuthenticated
+from rest_framework.viewsets import ReadOnlyModelViewSet
+
+from countdown.models import CountdownItem
+from countdown.serializers import CountdownItemSerializer
+
+
+class CountdownItemViewSet(ReadOnlyModelViewSet):
+    """Provide list and detail actions for countdown items."""
+
+    queryset = CountdownItem.objects.all()
+    serializer_class = CountdownItemSerializer
+    permission_classes = [IsAuthenticated]
diff --git a/dice/ircplugin.py b/dice/ircplugin.py
index 99c7904..55fcb39 100644
--- a/dice/ircplugin.py
+++ b/dice/ircplugin.py
@@ -14,11 +14,12 @@ logger = logging.getLogger(__name__)
 class Dice(Plugin):
     """Roll simple or complex dice strings."""
 
-    def __init__(self):
+    def __init__(self, bot, connection, event):
         """Set up the plugin."""
-        super(Dice, self).__init__()
         self.roller = DiceRoller()
 
+        super(Dice, self).__init__(bot, connection, event)
+
     def start(self):
         """Set up the handlers."""
         self.connection.reactor.add_global_regex_handler(['pubmsg', 'privmsg'], r'^!roll\s+(.*)$',
diff --git a/dr_botzo/urls.py b/dr_botzo/urls.py
index 3abb52b..c63f3f1 100644
--- a/dr_botzo/urls.py
+++ b/dr_botzo/urls.py
@@ -1,11 +1,9 @@
 """General/baselite/site-wide URLs."""
-
+from adminplus.sites import AdminSitePlus
 from django.conf.urls import include, url
 from django.contrib import admin
 from django.views.generic import TemplateView
 
-from adminplus.sites import AdminSitePlus
-
 admin.site = AdminSitePlus()
 admin.sites.site = admin.site
 admin.autodiscover()
@@ -13,11 +11,13 @@ admin.autodiscover()
 urlpatterns = [
     url(r'^$', TemplateView.as_view(template_name='index.html'), name='index'),
 
+    url(r'^countdown/', include('countdown.urls')),
     url(r'^dice/', include('dice.urls')),
     url(r'^dispatch/', include('dispatch.urls')),
     url(r'^itemsets/', include('facts.urls')),
     url(r'^karma/', include('karma.urls')),
     url(r'^markov/', include('markov.urls')),
+    url(r'^pi/', include('pi.urls')),
     url(r'^races/', include('races.urls')),
     url(r'^weather/', include('weather.urls')),
 
diff --git a/karma/ircplugin.py b/karma/ircplugin.py
index 1469c4e..7a97a35 100644
--- a/karma/ircplugin.py
+++ b/karma/ircplugin.py
@@ -6,6 +6,7 @@ import re
 import irc.client
 
 from django.conf import settings
+from django.db.models import Count, Sum
 
 from ircbot.lib import Plugin
 from karma.models import KarmaKey, KarmaLogEntry
@@ -23,6 +24,9 @@ class Karma(Plugin):
         self.connection.add_global_handler('pubmsg', self.handle_chatter, -20)
         self.connection.add_global_handler('privmsg', self.handle_chatter, -20)
 
+        self.connection.reactor.add_global_regex_handler(['pubmsg', 'privmsg'],
+                                                         (r'^!karma\s+keyreport\s+(.*)'),
+                                                         self.handle_keyreport, -20)
         self.connection.reactor.add_global_regex_handler(['pubmsg', 'privmsg'],
                                                          r'^!karma\s+rank\s+(.*)$',
                                                          self.handle_rank, -20)
@@ -42,6 +46,7 @@ class Karma(Plugin):
         self.connection.remove_global_handler('pubmsg', self.handle_chatter)
         self.connection.remove_global_handler('privmsg', self.handle_chatter)
 
+        self.connection.reactor.remove_global_regex_handler(['pubmsg', 'privmsg'], self.handle_keyreport)
         self.connection.reactor.remove_global_regex_handler(['pubmsg', 'privmsg'], self.handle_rank)
         self.connection.reactor.remove_global_regex_handler(['pubmsg', 'privmsg'], self.handle_report)
         self.connection.reactor.remove_global_regex_handler(['pubmsg', 'privmsg'], self.handle_stats)
@@ -102,6 +107,19 @@ class Karma(Plugin):
         except KarmaKey.DoesNotExist:
             return self.bot.reply(event, "i have not seen any karma for {0:s}".format(match.group(1)))
 
+    def handle_keyreport(self, connection, event, match):
+        """Provide report on a karma key."""
+        key = match.group(1).lower().rstrip()
+        try:
+            karma_key = KarmaKey.objects.get(key=key)
+            karmaers = KarmaLogEntry.objects.filter(key=karma_key)
+            karmaers = karmaers.values('nickmask').annotate(Sum('delta')).annotate(Count('delta')).order_by('-delta__count')
+            karmaers_list =  [f"{irc.client.NickMask(x['nickmask']).nick} ({x['delta__count']}, {'+' if x['delta__sum'] >= 0 else ''}{x['delta__sum']})" for x in karmaers]
+            karmaers_list_str = ", ".join(karmaers_list[:10])
+            return self.bot.reply(event, f"most opinionated on {key}: {karmaers_list_str}")
+        except KarmaKey.DoesNotExist:
+            return self.bot.reply(event, "i have not seen any karma for {0:s}".format(match.group(1)))
+
     def handle_report(self, connection, event, match):
         """Provide some karma reports."""
 
diff --git a/pi/ircplugin.py b/pi/ircplugin.py
index 375d7bd..87e1e15 100644
--- a/pi/ircplugin.py
+++ b/pi/ircplugin.py
@@ -1,21 +1,14 @@
 # coding: utf-8
-
-import logging
-
+"""Provide pi simulation results to IRC."""
 from ircbot.lib import Plugin
 from pi.models import PiLog
 
 
-log = logging.getLogger('pi.ircplugin')
-
-
 class Pi(Plugin):
-
     """Use the Monte Carlo method to simulate pi."""
 
     def start(self):
         """Set up the handlers."""
-
         self.connection.reactor.add_global_regex_handler(['pubmsg', 'privmsg'], r'^!pi$',
                                                          self.handle_pi, -20)
 
@@ -23,17 +16,16 @@ class Pi(Plugin):
 
     def stop(self):
         """Tear down handlers."""
-
         self.connection.reactor.remove_global_regex_handler(['pubmsg', 'privmsg'], self.handle_pi)
 
         super(Pi, self).stop()
 
     def handle_pi(self, connection, event, match):
         """Handle the pi command by generating another value and presenting it."""
-
-        newest, x, y, hit = PiLog.objects.simulate()
+        newest, x, y = PiLog.objects.simulate()
         msg = ("({0:.10f}, {1:.10f}) is {2}within the unit circle. π is {5:.10f}. (i:{3:d} p:{4:d})"
-               "".format(x, y, "" if hit else "not ", newest.count_inside, newest.count_total, newest.value()))
+               "".format(x, y, "" if newest.hit else "not ", newest.total_count_inside,
+                         newest.total_count, newest.value))
 
         return self.bot.reply(event, msg)
 
diff --git a/pi/migrations/0003_rename_count_fields.py b/pi/migrations/0003_rename_count_fields.py
new file mode 100644
index 0000000..e722df5
--- /dev/null
+++ b/pi/migrations/0003_rename_count_fields.py
@@ -0,0 +1,23 @@
+# Generated by Django 3.1.2 on 2020-10-24 16:27
+
+from django.db import migrations
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('pi', '0002_auto_20150521_2204'),
+    ]
+
+    operations = [
+        migrations.RenameField(
+            model_name='pilog',
+            old_name='count_total',
+            new_name='total_count',
+        ),
+        migrations.RenameField(
+            model_name='pilog',
+            old_name='count_inside',
+            new_name='total_count_inside',
+        ),
+    ]
diff --git a/pi/migrations/0004_simulation_x_y_logging.py b/pi/migrations/0004_simulation_x_y_logging.py
new file mode 100644
index 0000000..0670024
--- /dev/null
+++ b/pi/migrations/0004_simulation_x_y_logging.py
@@ -0,0 +1,25 @@
+# Generated by Django 3.1.2 on 2020-10-24 16:31
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('pi', '0003_rename_count_fields'),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name='pilog',
+            name='simulation_x',
+            field=models.DecimalField(decimal_places=10, default=-1.0, max_digits=11),
+            preserve_default=False,
+        ),
+        migrations.AddField(
+            model_name='pilog',
+            name='simulation_y',
+            field=models.DecimalField(decimal_places=10, default=-1.0, max_digits=11),
+            preserve_default=False,
+        ),
+    ]
diff --git a/pi/models.py b/pi/models.py
index 10e9548..ae622f2 100644
--- a/pi/models.py
+++ b/pi/models.py
@@ -1,67 +1,70 @@
 """Karma logging models."""
-
-import logging
 import math
-import pytz
 import random
 
+import pytz
 from django.conf import settings
 from django.db import models
 
 
-log = logging.getLogger('pi.models')
-
-
 class PiLogManager(models.Manager):
-
     """Assemble some queries against PiLog."""
 
     def simulate(self):
         """Add one more entry to the log, and return it."""
-
         try:
             latest = self.latest()
         except PiLog.DoesNotExist:
-            latest = PiLog(count_inside=0, count_total=0)
+            latest = PiLog.objects.create(simulation_x=0.0, simulation_y=0.0,
+                                          total_count_inside=0, total_count=0)
             latest.save()
 
-        inside = latest.count_inside
-        total = latest.count_total
+        inside = latest.total_count_inside
+        total = latest.total_count
 
         x = random.random()
         y = random.random()
-        hit = True if math.hypot(x,y) < 1 else False
+        total += 1
+        if math.hypot(x, y) < 1:
+            inside += 1
 
-        if hit:
-            newest = PiLog(count_inside=inside+1, count_total=total+1)
-        else:
-            newest = PiLog(count_inside=inside, count_total=total+1)
-        newest.save()
+        newest = PiLog.objects.create(simulation_x=x, simulation_y=y,
+                                      total_count_inside=inside, total_count=total)
 
-        return newest, x, y, hit
+        # TODO: remove the x, y return values, now that we track them in the object
+        return newest, x, y
 
 
 class PiLog(models.Model):
-
     """Track pi as it is estimated over time."""
 
-    count_inside = models.PositiveIntegerField()
-    count_total = models.PositiveIntegerField()
+    simulation_x = models.DecimalField(max_digits=11, decimal_places=10)
+    simulation_y = models.DecimalField(max_digits=11, decimal_places=10)
+    total_count_inside = models.PositiveIntegerField()
+    total_count = models.PositiveIntegerField()
     created = models.DateTimeField(auto_now_add=True)
 
     objects = PiLogManager()
 
     class Meta:
+        """Options for the PiLog class."""
+
         get_latest_by = 'created'
 
     def __str__(self):
-        """String representation."""
-
+        """Provide string representation."""
         tz = pytz.timezone(settings.TIME_ZONE)
-        return "({0:d}/{1:d}) @ {2:s}".format(self.count_inside, self.count_total,
+        return "({0:d}/{1:d}) @ {2:s}".format(self.total_count_inside, self.total_count,
                                               self.created.astimezone(tz).strftime('%Y-%m-%d %H:%M:%S %Z'))
 
+    @property
     def value(self):
-        """Return this log entry's value of pi."""
+        """Return this log entry's estimated value of pi."""
+        if self.total_count == 0:
+            return 0.0
+        return 4.0 * int(self.total_count_inside) / int(self.total_count)
 
-        return 4.0 * int(self.count_inside) / int(self.count_total)
+    @property
+    def hit(self):
+        """Return if this log entry is inside the unit circle."""
+        return math.hypot(self.simulation_x, self.simulation_y) < 1
diff --git a/pi/serializers.py b/pi/serializers.py
new file mode 100644
index 0000000..abae8a2
--- /dev/null
+++ b/pi/serializers.py
@@ -0,0 +1,14 @@
+"""REST serializers for pi simulations."""
+from rest_framework import serializers
+
+from pi.models import PiLog
+
+
+class PiLogSerializer(serializers.ModelSerializer):
+    """Pi simulation log entry serializer for the REST API."""
+
+    class Meta:
+        """Meta options."""
+
+        model = PiLog
+        fields = ('id', 'simulation_x', 'simulation_y', 'total_count', 'total_count_inside', 'value', 'hit')
diff --git a/pi/urls.py b/pi/urls.py
new file mode 100644
index 0000000..3c7596b
--- /dev/null
+++ b/pi/urls.py
@@ -0,0 +1,12 @@
+"""URL patterns for the pi views."""
+from django.conf.urls import include, url
+from rest_framework.routers import DefaultRouter
+
+from pi.views import PiLogViewSet
+
+router = DefaultRouter()
+router.register(r'simulations', PiLogViewSet)
+
+urlpatterns = [
+    url(r'^api/', include(router.urls)),
+]
diff --git a/pi/views.py b/pi/views.py
new file mode 100644
index 0000000..ea63733
--- /dev/null
+++ b/pi/views.py
@@ -0,0 +1,22 @@
+"""Provide pi simulation results."""
+from rest_framework.decorators import action
+from rest_framework.permissions import IsAuthenticated
+from rest_framework.response import Response
+from rest_framework.viewsets import ReadOnlyModelViewSet
+
+from pi.models import PiLog
+from pi.serializers import PiLogSerializer
+
+
+class PiLogViewSet(ReadOnlyModelViewSet):
+    """Provide list and detail actions for pi simulation log entries."""
+
+    queryset = PiLog.objects.all()
+    serializer_class = PiLogSerializer
+    permission_classes = [IsAuthenticated]
+
+    @action(detail=False, methods=['post'])
+    def simulate(self, request):
+        """Run one simulation of the pi estimator."""
+        simulation, _, _ = PiLog.objects.simulate()
+        return Response(self.get_serializer(simulation).data, 201)
diff --git a/requirements-dev.in b/requirements-dev.in
deleted file mode 100644
index 8b474bf..0000000
--- a/requirements-dev.in
+++ /dev/null
@@ -1,6 +0,0 @@
--r requirements.in
-
-logilab-common                  # prospector thing, i guess
-pip-tools                       # pip-compile
-prospector                      # code quality
-versioneer                      # auto-generate version numbers
diff --git a/requirements-dev.txt b/requirements-dev.txt
deleted file mode 100644
index 4e73415..0000000
--- a/requirements-dev.txt
+++ /dev/null
@@ -1,68 +0,0 @@
-#
-# This file is autogenerated by pip-compile
-# To update, run:
-#
-#    pip-compile --output-file=requirements-dev.txt requirements-dev.in
-#
-astroid==2.2.5            # via pylint, pylint-celery, pylint-flask, requirements-detector
-certifi==2019.6.16        # via requests
-chardet==3.0.4            # via requests
-click==7.0                # via pip-tools
-django-adminplus==0.5
-django-bootstrap3==11.0.0
-django-extensions==2.1.9
-django-registration-redux==2.6
-django==2.2.2
-djangorestframework==3.9.4
-dodgy==0.1.9              # via prospector
-future==0.17.1            # via parsedatetime
-idna==2.8                 # via requests
-inflect==2.1.0            # via jaraco.itertools
-irc==15.0.6
-isort==4.3.20             # via pylint
-jaraco.classes==2.0       # via jaraco.collections
-jaraco.collections==2.0   # via irc
-jaraco.functools==2.0     # via irc, jaraco.text, tempora
-jaraco.itertools==4.4.2   # via irc
-jaraco.logging==2.0       # via irc
-jaraco.stream==2.0        # via irc
-jaraco.text==3.0          # via irc, jaraco.collections
-lazy-object-proxy==1.4.1  # via astroid
-logilab-common==1.4.2
-mccabe==0.6.1             # via prospector, pylint
-more-itertools==7.0.0     # via irc, jaraco.functools, jaraco.itertools
-oauthlib==3.0.1           # via requests-oauthlib
-parsedatetime==2.4
-pep8-naming==0.4.1        # via prospector
-pip-tools==4.1.0
-ply==3.11
-prospector==1.1.6.4
-pycodestyle==2.4.0        # via prospector
-pydocstyle==3.0.0         # via prospector
-pyflakes==1.6.0           # via prospector
-pylint-celery==0.3        # via prospector
-pylint-django==2.0.9      # via prospector
-pylint-flask==0.6         # via prospector
-pylint-plugin-utils==0.5  # via prospector, pylint-celery, pylint-django, pylint-flask
-pylint==2.3.1             # via prospector, pylint-celery, pylint-django, pylint-flask, pylint-plugin-utils
-python-dateutil==2.8.0
-python-gitlab==1.9.0
-python-mpd2==1.0.0
-pytz==2019.1
-pyyaml==5.1.1             # via prospector
-requests-oauthlib==1.2.0  # via twython
-requests==2.22.0          # via python-gitlab, requests-oauthlib, twython
-requirements-detector==0.6  # via prospector
-setoptconf==0.2.0         # via prospector
-six==1.12.0               # via astroid, django-extensions, irc, jaraco.classes, jaraco.collections, jaraco.itertools, jaraco.logging, jaraco.stream, logilab-common, pip-tools, pydocstyle, python-dateutil, python-gitlab, tempora
-snowballstemmer==1.2.1    # via pydocstyle
-sqlparse==0.3.0           # via django
-tempora==1.14.1           # via irc, jaraco.logging
-twython==3.7.0
-typed-ast==1.4.0          # via astroid
-urllib3==1.25.3           # via requests
-versioneer==0.18
-wrapt==1.11.2             # via astroid
-
-# The following packages are considered to be unsafe in a requirements file:
-# setuptools==41.4.0        # via logilab-common
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 7cfadb5..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,40 +0,0 @@
-#
-# This file is autogenerated by pip-compile
-# To update, run:
-#
-#    pip-compile --output-file=requirements.txt requirements.in
-#
-certifi==2019.6.16        # via requests
-chardet==3.0.4            # via requests
-django-adminplus==0.5
-django-bootstrap3==11.0.0
-django-extensions==2.1.9
-django-registration-redux==2.6
-django==2.2.2
-djangorestframework==3.9.4
-future==0.17.1            # via parsedatetime
-idna==2.8                 # via requests
-inflect==2.1.0            # via jaraco.itertools
-irc==15.0.6
-jaraco.classes==2.0       # via jaraco.collections
-jaraco.collections==2.0   # via irc
-jaraco.functools==2.0     # via irc, jaraco.text, tempora
-jaraco.itertools==4.4.2   # via irc
-jaraco.logging==2.0       # via irc
-jaraco.stream==2.0        # via irc
-jaraco.text==3.0          # via irc, jaraco.collections
-more-itertools==7.0.0     # via irc, jaraco.functools, jaraco.itertools
-oauthlib==3.0.1           # via requests-oauthlib
-parsedatetime==2.4
-ply==3.11
-python-dateutil==2.8.0
-python-gitlab==1.9.0
-python-mpd2==1.0.0
-pytz==2019.1
-requests-oauthlib==1.2.0  # via twython
-requests==2.22.0          # via python-gitlab, requests-oauthlib, twython
-six==1.12.0               # via django-extensions, irc, jaraco.classes, jaraco.collections, jaraco.itertools, jaraco.logging, jaraco.stream, python-dateutil, python-gitlab, tempora
-sqlparse==0.3.0           # via django
-tempora==1.14.1           # via irc, jaraco.logging
-twython==3.7.0
-urllib3==1.25.3           # via requests
diff --git a/requirements/requirements-dev.in b/requirements/requirements-dev.in
new file mode 100644
index 0000000..1663d96
--- /dev/null
+++ b/requirements/requirements-dev.in
@@ -0,0 +1,25 @@
+-r requirements.in
+
+# testing runner, test reporting, packages used during testing (e.g. requests-mock), etc.
+pytest
+pytest-cov
+pytest-django
+
+# linting and other static code analysis
+bandit
+dlint
+flake8                      # flake8 and plugins, for local dev linting in vim
+flake8-blind-except
+flake8-builtins
+flake8-docstrings
+flake8-executable
+flake8-fixme
+flake8-isort
+flake8-logging-format
+flake8-mutable
+
+# maintenance utilities and tox
+pip-tools                   # pip-compile
+tox                         # CI stuff
+tox-wheel                   # build wheels in tox
+versioneer                  # automatic version numbering
diff --git a/requirements/requirements-dev.txt b/requirements/requirements-dev.txt
new file mode 100644
index 0000000..69f2d4a
--- /dev/null
+++ b/requirements/requirements-dev.txt
@@ -0,0 +1,92 @@
+#
+# This file is autogenerated by pip-compile
+# To update, run:
+#
+#    pip-compile --output-file=requirements/requirements-dev.txt requirements/requirements-dev.in
+#
+appdirs==1.4.4            # via virtualenv
+asgiref==3.2.10           # via django
+attrs==20.2.0             # via pytest
+bandit==1.6.2             # via -r requirements/requirements-dev.in
+certifi==2020.6.20        # via requests
+chardet==3.0.4            # via requests
+click==7.1.2              # via pip-tools
+coverage==5.3             # via pytest-cov
+distlib==0.3.1            # via virtualenv
+django-adminplus==0.5     # via -r requirements/requirements.in
+django-bootstrap3==14.2.0  # via -r requirements/requirements.in
+django-extensions==3.0.9  # via -r requirements/requirements.in
+django-registration-redux==2.8  # via -r requirements/requirements.in
+django==3.1.2             # via -r requirements/requirements.in, django-bootstrap3, djangorestframework
+djangorestframework==3.12.1  # via -r requirements/requirements.in
+dlint==0.10.3             # via -r requirements/requirements-dev.in
+filelock==3.0.12          # via tox, virtualenv
+flake8-blind-except==0.1.1  # via -r requirements/requirements-dev.in
+flake8-builtins==1.5.3    # via -r requirements/requirements-dev.in
+flake8-docstrings==1.5.0  # via -r requirements/requirements-dev.in
+flake8-executable==2.0.4  # via -r requirements/requirements-dev.in
+flake8-fixme==1.1.1       # via -r requirements/requirements-dev.in
+flake8-isort==4.0.0       # via -r requirements/requirements-dev.in
+flake8-logging-format==0.6.0  # via -r requirements/requirements-dev.in
+flake8-mutable==1.2.0     # via -r requirements/requirements-dev.in
+flake8==3.8.4             # via -r requirements/requirements-dev.in, dlint, flake8-builtins, flake8-docstrings, flake8-executable, flake8-isort, flake8-mutable
+gitdb==4.0.5              # via gitpython
+gitpython==3.1.11         # via bandit
+idna==2.10                # via requests
+importlib-metadata==1.7.0  # via django-bootstrap3, flake8, inflect, pluggy, pytest, stevedore, tox, virtualenv
+importlib-resources==3.1.1  # via jaraco.text, virtualenv
+inflect==4.1.0            # via jaraco.itertools
+iniconfig==1.1.1          # via pytest
+irc==15.0.6               # via -r requirements/requirements.in
+isort==5.6.4              # via flake8-isort
+jaraco.classes==3.1.0     # via jaraco.collections
+jaraco.collections==3.0.0  # via irc
+jaraco.functools==3.0.1   # via irc, jaraco.text, tempora
+jaraco.itertools==5.0.0   # via irc
+jaraco.logging==3.0.0     # via irc
+jaraco.stream==3.0.0      # via irc
+jaraco.text==3.2.0        # via irc, jaraco.collections
+mccabe==0.6.1             # via flake8
+more-itertools==8.5.0     # via irc, jaraco.classes, jaraco.functools, jaraco.itertools
+oauthlib==3.1.0           # via requests-oauthlib
+packaging==20.4           # via pytest, tox
+parsedatetime==2.6        # via -r requirements/requirements.in
+pbr==5.5.1                # via stevedore
+pip-tools==5.3.1          # via -r requirements/requirements-dev.in
+pluggy==0.13.1            # via pytest, tox
+ply==3.11                 # via -r requirements/requirements.in
+py==1.9.0                 # via pytest, tox
+pycodestyle==2.6.0        # via flake8
+pydocstyle==5.1.1         # via flake8-docstrings
+pyflakes==2.2.0           # via flake8
+pyparsing==2.4.7          # via packaging
+pytest-cov==2.10.1        # via -r requirements/requirements-dev.in
+pytest-django==4.1.0      # via -r requirements/requirements-dev.in
+pytest==6.1.1             # via -r requirements/requirements-dev.in, pytest-cov, pytest-django
+python-dateutil==2.8.1    # via -r requirements/requirements.in
+python-gitlab==2.5.0      # via -r requirements/requirements.in
+python-mpd2==1.1.0        # via -r requirements/requirements.in
+pytz==2020.1              # via -r requirements/requirements.in, django, irc, tempora
+pyyaml==5.3.1             # via bandit
+requests-oauthlib==1.3.0  # via twython
+requests==2.24.0          # via python-gitlab, requests-oauthlib, twython
+six==1.15.0               # via bandit, irc, jaraco.collections, jaraco.logging, jaraco.text, packaging, pip-tools, python-dateutil, tox, virtualenv
+smmap==3.0.4              # via gitdb
+snowballstemmer==2.0.0    # via pydocstyle
+sqlparse==0.4.1           # via django
+stevedore==3.2.2          # via bandit
+tempora==4.0.0            # via irc, jaraco.logging
+testfixtures==6.15.0      # via flake8-isort
+toml==0.10.1              # via pytest, tox
+tox-wheel==0.5.0          # via -r requirements/requirements-dev.in
+tox==3.20.1               # via -r requirements/requirements-dev.in, tox-wheel
+twython==3.8.2            # via -r requirements/requirements.in
+urllib3==1.25.11          # via requests
+versioneer==0.18          # via -r requirements/requirements-dev.in
+virtualenv==20.0.35       # via tox
+wheel==0.35.1             # via tox-wheel
+zipp==3.3.2               # via importlib-metadata, importlib-resources
+
+# The following packages are considered to be unsafe in a requirements file:
+# pip
+# setuptools
diff --git a/requirements.in b/requirements/requirements.in
similarity index 100%
rename from requirements.in
rename to requirements/requirements.in
diff --git a/requirements/requirements.txt b/requirements/requirements.txt
new file mode 100644
index 0000000..1aac3bc
--- /dev/null
+++ b/requirements/requirements.txt
@@ -0,0 +1,43 @@
+#
+# This file is autogenerated by pip-compile
+# To update, run:
+#
+#    pip-compile --output-file=requirements/requirements.txt requirements/requirements.in
+#
+asgiref==3.2.10           # via django
+certifi==2020.6.20        # via requests
+chardet==3.0.4            # via requests
+django-adminplus==0.5     # via -r requirements/requirements.in
+django-bootstrap3==14.2.0  # via -r requirements/requirements.in
+django-extensions==3.0.9  # via -r requirements/requirements.in
+django-registration-redux==2.8  # via -r requirements/requirements.in
+django==3.1.2             # via -r requirements/requirements.in, django-bootstrap3, djangorestframework
+djangorestframework==3.12.1  # via -r requirements/requirements.in
+idna==2.10                # via requests
+importlib-metadata==1.7.0  # via django-bootstrap3, inflect
+importlib-resources==3.1.1  # via jaraco.text
+inflect==4.1.0            # via jaraco.itertools
+irc==15.0.6               # via -r requirements/requirements.in
+jaraco.classes==3.1.0     # via jaraco.collections
+jaraco.collections==3.0.0  # via irc
+jaraco.functools==3.0.1   # via irc, jaraco.text, tempora
+jaraco.itertools==5.0.0   # via irc
+jaraco.logging==3.0.0     # via irc
+jaraco.stream==3.0.0      # via irc
+jaraco.text==3.2.0        # via irc, jaraco.collections
+more-itertools==8.5.0     # via irc, jaraco.classes, jaraco.functools, jaraco.itertools
+oauthlib==3.1.0           # via requests-oauthlib
+parsedatetime==2.6        # via -r requirements/requirements.in
+ply==3.11                 # via -r requirements/requirements.in
+python-dateutil==2.8.1    # via -r requirements/requirements.in
+python-gitlab==2.5.0      # via -r requirements/requirements.in
+python-mpd2==1.1.0        # via -r requirements/requirements.in
+pytz==2020.1              # via -r requirements/requirements.in, django, irc, tempora
+requests-oauthlib==1.3.0  # via twython
+requests==2.24.0          # via python-gitlab, requests-oauthlib, twython
+six==1.15.0               # via irc, jaraco.collections, jaraco.logging, jaraco.text, python-dateutil
+sqlparse==0.4.1           # via django
+tempora==4.0.0            # via irc, jaraco.logging
+twython==3.8.2            # via -r requirements/requirements.in
+urllib3==1.25.11          # via requests
+zipp==3.3.2               # via importlib-metadata, importlib-resources
diff --git a/setup.py b/setup.py
index 41d7d2b..a538137 100644
--- a/setup.py
+++ b/setup.py
@@ -8,7 +8,7 @@ HERE = os.path.dirname(os.path.abspath(__file__))
 
 
 def extract_requires():
-    with open(os.path.join(HERE, 'requirements.in'), 'r') as reqs:
+    with open(os.path.join(HERE, 'requirements/requirements.in'), 'r') as reqs:
         return [line.split(' ')[0] for line in reqs if not line[0] == '-']
 
 
diff --git a/tests/test_pi_models.py b/tests/test_pi_models.py
new file mode 100644
index 0000000..ddbf457
--- /dev/null
+++ b/tests/test_pi_models.py
@@ -0,0 +1,47 @@
+"""Test the pi models."""
+from unittest import mock
+
+from django.test import TestCase
+from django.utils.timezone import now
+
+from pi.models import PiLog
+
+
+class PiLogTest(TestCase):
+    """Test pi models."""
+
+    def test_hit_calculation(self):
+        """Test that x,y combinations are properly considered inside or outside the circle."""
+        hit_item = PiLog(simulation_x=0.0, simulation_y=0.0, total_count=0, total_count_inside=0)
+        miss_item = PiLog(simulation_x=1.0, simulation_y=1.0, total_count=0, total_count_inside=0)
+
+        self.assertTrue(hit_item.hit)
+        self.assertFalse(miss_item.hit)
+
+    def test_value_calculation(self):
+        """Test that a simulation's value of pi can be calculated."""
+        item = PiLog(simulation_x=0.0, simulation_y=0.0, total_count=1000, total_count_inside=788)
+        zero_item = PiLog(simulation_x=0.0, simulation_y=0.0, total_count=0, total_count_inside=0)
+
+        self.assertEqual(item.value, 3.152)
+        self.assertEqual(zero_item.value, 0.0)
+
+    def test_string_repr(self):
+        """Test the string repr of a simulation log entry."""
+        item = PiLog(simulation_x=0.0, simulation_y=0.0, total_count=1000, total_count_inside=788,
+                     created=now())
+
+        self.assertIn("(788/1000) @ ", str(item))
+
+    def test_simulation_inside_determination(self):
+        """Test that running a simulation passes the proper inside value."""
+        # get at least one simulation in the DB
+        original_item, _, _ = PiLog.objects.simulate()
+
+        with mock.patch('random.random', return_value=1.0):
+            miss_item, _, _ = PiLog.objects.simulate()
+        self.assertEqual(miss_item.total_count_inside, original_item.total_count_inside)
+
+        with mock.patch('random.random', return_value=0.0):
+            hit_item, _, _ = PiLog.objects.simulate()
+        self.assertGreater(hit_item.total_count_inside, original_item.total_count_inside)
diff --git a/tests/test_pi_views.py b/tests/test_pi_views.py
new file mode 100644
index 0000000..0403f73
--- /dev/null
+++ b/tests/test_pi_views.py
@@ -0,0 +1,25 @@
+"""Test the pi package's views."""
+from django.contrib.auth.models import User
+from rest_framework.status import HTTP_201_CREATED
+from rest_framework.test import APITestCase
+
+from pi.models import PiLog
+
+
+class PiAPITest(APITestCase):
+    """Test pi DRF views."""
+
+    def setUp(self):
+        """Do pre-test stuff."""
+        self.client = self.client_class()
+        self.user = User.objects.create(username='test')
+        self.client.force_authenticate(user=self.user)
+
+    def test_simulate_creates_simulation(self):
+        """Test that the simulate action creates a log entry."""
+        self.assertEqual(PiLog.objects.count(), 0)
+
+        resp = self.client.post('/pi/api/simulations/simulate/')
+
+        self.assertEqual(resp.status_code, HTTP_201_CREATED)
+        self.assertEqual(PiLog.objects.count(), 2)      # 2 because 0 entry and the real entry
diff --git a/tox.ini b/tox.ini
new file mode 100644
index 0000000..9b0ec28
--- /dev/null
+++ b/tox.ini
@@ -0,0 +1,201 @@
+# tox (https://tox.readthedocs.io/) is a tool for running tests
+# in multiple virtualenvs. This configuration file will run the
+# test suite on all supported python versions. To use it, "pip install tox"
+# and then run "tox" from this directory.
+
+[tox]
+envlist = begin,py36,py37,py38,coverage,security,lint,bundle
+
+[testenv]
+# build a wheel and test it
+wheel = true
+wheel_build_env = build
+
+# whitelist commands we need
+whitelist_externals = cp
+
+# install everything via requirements-dev.txt, so that developer environment
+# is the same as the tox environment (for ease of use/no weird gotchas in
+# local dev results vs. tox results) and also to avoid ticky-tacky maintenance
+# of "oh this particular env has weird results unless I install foo" --- just
+# shotgun blast install everything everywhere
+deps =
+    -rrequirements/requirements-dev.txt
+
+[testenv:build]
+# require setuptools when building
+deps = setuptools
+
+[testenv:begin]
+# clean up potential previous coverage runs
+skip_install = true
+commands = coverage erase
+
+[testenv:py36]
+# run pytest with coverage
+commands =
+    pytest --cov-append --cov-branch \
+         --cov={envsitepackagesdir}/acro/ \
+         --cov={envsitepackagesdir}/countdown/ \
+         --cov={envsitepackagesdir}/dice/ \
+         --cov={envsitepackagesdir}/dispatch/ \
+         --cov={envsitepackagesdir}/dr_botzo/ \
+         --cov={envsitepackagesdir}/facts/ \
+         --cov={envsitepackagesdir}/gitlab_bot/ \
+         --cov={envsitepackagesdir}/ircbot/ \
+         --cov={envsitepackagesdir}/karma/ \
+         --cov={envsitepackagesdir}/markov/ \
+         --cov={envsitepackagesdir}/mpdbot/ \
+         --cov={envsitepackagesdir}/pi/ \
+         --cov={envsitepackagesdir}/races/ \
+         --cov={envsitepackagesdir}/seen/ \
+         --cov={envsitepackagesdir}/storycraft/ \
+         --cov={envsitepackagesdir}/transform/ \
+         --cov={envsitepackagesdir}/twitter/ \
+         --cov={envsitepackagesdir}/weather/
+
+[testenv:py37]
+# run pytest with coverage
+commands =
+    pytest --cov-append --cov-branch \
+         --cov={envsitepackagesdir}/acro/ \
+         --cov={envsitepackagesdir}/countdown/ \
+         --cov={envsitepackagesdir}/dice/ \
+         --cov={envsitepackagesdir}/dispatch/ \
+         --cov={envsitepackagesdir}/dr_botzo/ \
+         --cov={envsitepackagesdir}/facts/ \
+         --cov={envsitepackagesdir}/gitlab_bot/ \
+         --cov={envsitepackagesdir}/ircbot/ \
+         --cov={envsitepackagesdir}/karma/ \
+         --cov={envsitepackagesdir}/markov/ \
+         --cov={envsitepackagesdir}/mpdbot/ \
+         --cov={envsitepackagesdir}/pi/ \
+         --cov={envsitepackagesdir}/races/ \
+         --cov={envsitepackagesdir}/seen/ \
+         --cov={envsitepackagesdir}/storycraft/ \
+         --cov={envsitepackagesdir}/transform/ \
+         --cov={envsitepackagesdir}/twitter/ \
+         --cov={envsitepackagesdir}/weather/
+
+[testenv:py38]
+# run pytest with coverage
+commands =
+    pytest --cov-append --cov-branch \
+         --cov={envsitepackagesdir}/acro/ \
+         --cov={envsitepackagesdir}/countdown/ \
+         --cov={envsitepackagesdir}/dice/ \
+         --cov={envsitepackagesdir}/dispatch/ \
+         --cov={envsitepackagesdir}/dr_botzo/ \
+         --cov={envsitepackagesdir}/facts/ \
+         --cov={envsitepackagesdir}/gitlab_bot/ \
+         --cov={envsitepackagesdir}/ircbot/ \
+         --cov={envsitepackagesdir}/karma/ \
+         --cov={envsitepackagesdir}/markov/ \
+         --cov={envsitepackagesdir}/mpdbot/ \
+         --cov={envsitepackagesdir}/pi/ \
+         --cov={envsitepackagesdir}/races/ \
+         --cov={envsitepackagesdir}/seen/ \
+         --cov={envsitepackagesdir}/storycraft/ \
+         --cov={envsitepackagesdir}/transform/ \
+         --cov={envsitepackagesdir}/twitter/ \
+         --cov={envsitepackagesdir}/weather/
+
+[testenv:coverage]
+# report on coverage runs from above
+skip_install = true
+commands =
+    coverage report --fail-under=95 --show-missing
+
+[testenv:security]
+# run security checks
+#
+# again it seems the most valuable here to run against the packaged code
+commands =
+    bandit \
+         {envsitepackagesdir}/acro/ \
+         {envsitepackagesdir}/countdown/ \
+         {envsitepackagesdir}/dice/ \
+         {envsitepackagesdir}/dispatch/ \
+         {envsitepackagesdir}/dr_botzo/ \
+         {envsitepackagesdir}/facts/ \
+         {envsitepackagesdir}/gitlab_bot/ \
+         {envsitepackagesdir}/ircbot/ \
+         {envsitepackagesdir}/karma/ \
+         {envsitepackagesdir}/markov/ \
+         {envsitepackagesdir}/mpdbot/ \
+         {envsitepackagesdir}/pi/ \
+         {envsitepackagesdir}/races/ \
+         {envsitepackagesdir}/seen/ \
+         {envsitepackagesdir}/storycraft/ \
+         {envsitepackagesdir}/transform/ \
+         {envsitepackagesdir}/twitter/ \
+         {envsitepackagesdir}/weather/ \
+         -r
+
+[testenv:lint]
+# run style checks
+commands =
+    flake8
+    - flake8 --disable-noqa --ignore= --select=E,W,F,C,D,A,G,B,I,T,M,DUO
+
+[testenv:bundle]
+# take extra actions (build sdist, sphinx, whatever) to completely package the app
+commands =
+    cp -r {distdir} .
+    python setup.py sdist
+
+[coverage:paths]
+source =
+    ./
+    .tox/**/site-packages/
+
+[coverage:run]
+branch = True
+
+# redundant with pytest --cov above, but this tricks the coverage.xml report into
+# using the full path, otherwise files with the same name in different paths
+# get clobbered. maybe appends would fix this, IDK
+include =
+    {envsitepackagesdir}/acro/
+    {envsitepackagesdir}/countdown/
+    {envsitepackagesdir}/dice/
+    {envsitepackagesdir}/dispatch/
+    {envsitepackagesdir}/dr_botzo/
+    {envsitepackagesdir}/facts/
+    {envsitepackagesdir}/gitlab_bot/
+    {envsitepackagesdir}/ircbot/
+    {envsitepackagesdir}/karma/
+    {envsitepackagesdir}/markov/
+    {envsitepackagesdir}/mpdbot/
+    {envsitepackagesdir}/pi/
+    {envsitepackagesdir}/races/
+    {envsitepackagesdir}/seen/
+    {envsitepackagesdir}/storycraft/
+    {envsitepackagesdir}/transform/
+    {envsitepackagesdir}/twitter/
+    {envsitepackagesdir}/weather/
+
+omit =
+    **/_version.py
+
+[flake8]
+enable-extensions = G,M
+exclude =
+    .tox/
+    versioneer.py
+    _version.py
+    instance/
+extend-ignore = T101
+max-complexity = 10
+max-line-length = 120
+
+[isort]
+line_length = 120
+
+[pytest]
+python_files =
+    *_tests.py
+    tests.py
+    test_*.py
+DJANGO_SETTINGS_MODULE = dr_botzo.settings
+django_find_project = false
diff --git a/weather/ircplugin.py b/weather/ircplugin.py
index 8e5d746..405b4e4 100644
--- a/weather/ircplugin.py
+++ b/weather/ircplugin.py
@@ -33,7 +33,7 @@ class Weather(Plugin):
         if len(queryitems) <= 0:
             return
 
-        weather = weather_summary(queryitems[0])
+        weather = weather_summary(query)
         weather_output = (f"Weather in {weather['location']}: {weather['current']['description']}. "
                           f"{weather['current']['temp_F']}/{weather['current']['temp_C']}, "
                           f"feels like {weather['current']['feels_like_temp_F']}/"
diff --git a/weather/lib.py b/weather/lib.py
index 6b6611f..9b858e6 100644
--- a/weather/lib.py
+++ b/weather/lib.py
@@ -2,6 +2,7 @@
 """Get results of weather queries."""
 import logging
 import requests
+from urllib.parse import quote
 
 logger = logging.getLogger(__name__)
 
@@ -9,7 +10,7 @@ logger = logging.getLogger(__name__)
 def query_wttr_in(query):
     """Hit the wttr.in JSON API with the provided query."""
     logger.info(f"about to query wttr.in with '{query}'")
-    response = requests.get(f'http://wttr.in/{query}?format=j1')
+    response = requests.get(f'http://wttr.in/{quote(query)}?format=j1')
     response.raise_for_status()
 
     weather_info = response.json()