diff --git a/Gemfile b/Gemfile
index cb24207ca0..1190f2558f 100644
--- a/Gemfile
+++ b/Gemfile
@@ -62,7 +62,6 @@ gem 'idn-ruby', require: 'idn'
 gem 'kaminari', '~> 1.2'
 gem 'link_header', '~> 0.0'
 gem 'mime-types', '~> 3.3.1', require: 'mime/types/columnar'
-gem 'nilsimsa', git: 'https://github.com/witgo/nilsimsa', ref: 'fd184883048b922b176939f851338d0a4971a532'
 gem 'nokogiri', '~> 1.11'
 gem 'nsa', git: 'https://github.com/Gargron/nsa', ref: 'd1079e0cdafdfed7f9f35478d13b9bdaa65965c0'
 gem 'oj', '~> 3.11'
diff --git a/Gemfile.lock b/Gemfile.lock
index 11765a9671..8bea313320 100644
--- a/Gemfile.lock
+++ b/Gemfile.lock
@@ -18,13 +18,6 @@ GIT
       activerecord (>= 6.1.0)
       activesupport (>= 6.1.0)
 
-GIT
-  remote: https://github.com/witgo/nilsimsa
-  revision: fd184883048b922b176939f851338d0a4971a532
-  ref: fd184883048b922b176939f851338d0a4971a532
-  specs:
-    nilsimsa (1.1.2)
-
 GEM
   remote: https://rubygems.org/
   specs:
@@ -762,7 +755,6 @@ DEPENDENCIES
   microformats (~> 4.2)
   mime-types (~> 3.3.1)
   net-ldap (~> 0.17)
-  nilsimsa!
   nokogiri (~> 1.11)
   nsa!
   oj (~> 3.11)
diff --git a/app/controllers/admin/dashboard_controller.rb b/app/controllers/admin/dashboard_controller.rb
index 4422825eec..c829ed98f8 100644
--- a/app/controllers/admin/dashboard_controller.rb
+++ b/app/controllers/admin/dashboard_controller.rb
@@ -35,7 +35,6 @@ module Admin
       @whitelist_enabled     = whitelist_mode?
       @profile_directory     = Setting.profile_directory
       @timeline_preview      = Setting.timeline_preview
-      @spam_check_enabled    = Setting.spam_check_enabled
       @trends_enabled        = Setting.trends
     end
 
diff --git a/app/lib/activitypub/activity/create.rb b/app/lib/activitypub/activity/create.rb
index 0fa306cddd..9f6dd9ce02 100644
--- a/app/lib/activitypub/activity/create.rb
+++ b/app/lib/activitypub/activity/create.rb
@@ -88,7 +88,6 @@ class ActivityPub::Activity::Create < ActivityPub::Activity
 
     resolve_thread(@status)
     fetch_replies(@status)
-    check_for_spam
     distribute(@status)
     forward_for_reply
   end
@@ -492,10 +491,6 @@ class ActivityPub::Activity::Create < ActivityPub::Activity
     Tombstone.exists?(uri: object_uri)
   end
 
-  def check_for_spam
-    SpamCheck.perform(@status)
-  end
-
   def forward_for_reply
     return unless @status.distributable? && @json['signature'].present? && reply_to_local?
 
diff --git a/app/lib/spam_check.rb b/app/lib/spam_check.rb
deleted file mode 100644
index dcb2db9ca9..0000000000
--- a/app/lib/spam_check.rb
+++ /dev/null
@@ -1,198 +0,0 @@
-# frozen_string_literal: true
-
-class SpamCheck
-  include Redisable
-  include ActionView::Helpers::TextHelper
-
-  # Threshold over which two Nilsimsa values are considered
-  # to refer to the same text
-  NILSIMSA_COMPARE_THRESHOLD = 95
-
-  # Nilsimsa doesn't work well on small inputs, so below
-  # this size, we check only for exact matches with MD5
-  NILSIMSA_MIN_SIZE = 10
-
-  # How long to keep the trail of digests between updates,
-  # there is no reason to store it forever
-  EXPIRE_SET_AFTER = 1.week.seconds
-
-  # How many digests to keep in an account's trail. If it's
-  # too small, spam could rotate around different message templates
-  MAX_TRAIL_SIZE = 10
-
-  # How many detected duplicates to allow through before
-  # considering the message as spam
-  THRESHOLD = 5
-
-  def initialize(status)
-    @account = status.account
-    @status  = status
-  end
-
-  def skip?
-    disabled? || already_flagged? || trusted? || no_unsolicited_mentions? || solicited_reply?
-  end
-
-  def spam?
-    if insufficient_data?
-      false
-    elsif nilsimsa?
-      digests_over_threshold?('nilsimsa') { |_, other_digest| nilsimsa_compare_value(digest, other_digest) >= NILSIMSA_COMPARE_THRESHOLD }
-    else
-      digests_over_threshold?('md5') { |_, other_digest| other_digest == digest }
-    end
-  end
-
-  def flag!
-    auto_report_status!
-  end
-
-  def remember!
-    # The scores in sorted sets don't actually have enough bits to hold an exact
-    # value of our snowflake IDs, so we use it only for its ordering property. To
-    # get the correct status ID back, we have to save it in the string value
-
-    redis.zadd(redis_key, @status.id, digest_with_algorithm)
-    redis.zremrangebyrank(redis_key, 0, -(MAX_TRAIL_SIZE + 1))
-    redis.expire(redis_key, EXPIRE_SET_AFTER)
-  end
-
-  def reset!
-    redis.del(redis_key)
-  end
-
-  def hashable_text
-    return @hashable_text if defined?(@hashable_text)
-
-    @hashable_text = @status.text
-    @hashable_text = remove_mentions(@hashable_text)
-    @hashable_text = strip_tags(@hashable_text) unless @status.local?
-    @hashable_text = normalize_unicode(@status.spoiler_text + ' ' + @hashable_text)
-    @hashable_text = remove_whitespace(@hashable_text)
-  end
-
-  def insufficient_data?
-    hashable_text.blank?
-  end
-
-  def digest
-    @digest ||= begin
-      if nilsimsa?
-        Nilsimsa.new(hashable_text).hexdigest
-      else
-        Digest::MD5.hexdigest(hashable_text)
-      end
-    end
-  end
-
-  def digest_with_algorithm
-    if nilsimsa?
-      ['nilsimsa', digest, @status.id].join(':')
-    else
-      ['md5', digest, @status.id].join(':')
-    end
-  end
-
-  class << self
-    def perform(status)
-      spam_check = new(status)
-
-      return if spam_check.skip?
-
-      if spam_check.spam?
-        spam_check.flag!
-      else
-        spam_check.remember!
-      end
-    end
-  end
-
-  private
-
-  def disabled?
-    !Setting.spam_check_enabled
-  end
-
-  def remove_mentions(text)
-    return text.gsub(Account::MENTION_RE, '') if @status.local?
-
-    Nokogiri::HTML.fragment(text).tap do |html|
-      mentions = @status.mentions.map { |mention| ActivityPub::TagManager.instance.url_for(mention.account) }
-
-      html.traverse do |element|
-        element.unlink if element.name == 'a' && mentions.include?(element['href'])
-      end
-    end.to_s
-  end
-
-  def normalize_unicode(text)
-    text.unicode_normalize(:nfkc).downcase
-  end
-
-  def remove_whitespace(text)
-    text.gsub(/\s+/, ' ').strip
-  end
-
-  def auto_report_status!
-    status_ids = Status.where(visibility: %i(public unlisted)).where(id: matching_status_ids).pluck(:id) + [@status.id] if @status.distributable?
-    ReportService.new.call(Account.representative, @account, status_ids: status_ids, comment: I18n.t('spam_check.spam_detected'))
-  end
-
-  def already_flagged?
-    @account.silenced? || @account.targeted_reports.unresolved.where(account_id: -99).exists?
-  end
-
-  def trusted?
-    @account.trust_level > Account::TRUST_LEVELS[:untrusted] || (@account.local? && @account.user_staff?)
-  end
-
-  def no_unsolicited_mentions?
-    @status.mentions.all? { |mention| mention.silent? || (!@account.local? && !mention.account.local?) || mention.account.following?(@account) }
-  end
-
-  def solicited_reply?
-    !@status.thread.nil? && @status.thread.mentions.where(account: @account).exists?
-  end
-
-  def nilsimsa_compare_value(first, second)
-    first  = [first].pack('H*')
-    second = [second].pack('H*')
-    bits   = 0
-
-    0.upto(31) do |i|
-      bits += Nilsimsa::POPC[255 & (first[i].ord ^ second[i].ord)].ord
-    end
-
-    128 - bits # -128 <= Nilsimsa Compare Value <= 128
-  end
-
-  def nilsimsa?
-    hashable_text.size > NILSIMSA_MIN_SIZE
-  end
-
-  def other_digests
-    redis.zrange(redis_key, 0, -1)
-  end
-
-  def digests_over_threshold?(filter_algorithm)
-    other_digests.select do |record|
-      algorithm, other_digest, status_id = record.split(':')
-
-      next unless algorithm == filter_algorithm
-
-      yield algorithm, other_digest, status_id
-    end.size >= THRESHOLD
-  end
-
-  def matching_status_ids
-    if nilsimsa?
-      other_digests.filter_map { |record| record.split(':')[2] if record.start_with?('nilsimsa') && nilsimsa_compare_value(digest, record.split(':')[1]) >= NILSIMSA_COMPARE_THRESHOLD }
-    else
-      other_digests.filter_map { |record| record.split(':')[2] if record.start_with?('md5') && record.split(':')[1] == digest }
-    end
-  end
-
-  def redis_key
-    @redis_key ||= "spam_check:#{@account.id}"
-  end
-end
diff --git a/app/models/form/admin_settings.rb b/app/models/form/admin_settings.rb
index e9f78da212..b5c3dcdbe8 100644
--- a/app/models/form/admin_settings.rb
+++ b/app/models/form/admin_settings.rb
@@ -29,7 +29,6 @@ class Form::AdminSettings
     thumbnail
     hero
     mascot
-    spam_check_enabled
     trends
     trendable_by_default
     show_domain_blocks
@@ -48,7 +47,6 @@ class Form::AdminSettings
     show_known_fediverse_at_about_page
     preview_sensitive_media
     profile_directory
-    spam_check_enabled
     trends
     trendable_by_default
     noindex
diff --git a/app/services/process_mentions_service.rb b/app/services/process_mentions_service.rb
index 4c02c78652..73dbb18345 100644
--- a/app/services/process_mentions_service.rb
+++ b/app/services/process_mentions_service.rb
@@ -43,7 +43,6 @@ class ProcessMentionsService < BaseService
     end
 
     status.save!
-    check_for_spam(status)
 
     mentions.each { |mention| create_notification(mention) }
   end
@@ -72,8 +71,4 @@ class ProcessMentionsService < BaseService
   def resolve_account_service
     ResolveAccountService.new
   end
-
-  def check_for_spam(status)
-    SpamCheck.perform(status)
-  end
 end
diff --git a/app/services/remove_status_service.rb b/app/services/remove_status_service.rb
index d6043fb5d8..d642beeaae 100644
--- a/app/services/remove_status_service.rb
+++ b/app/services/remove_status_service.rb
@@ -41,7 +41,6 @@ class RemoveStatusService < BaseService
           remove_from_hashtags
           remove_from_public
           remove_from_media if @status.media_attachments.any?
-          remove_from_spam_check
           remove_media
         end
 
@@ -163,10 +162,6 @@ class RemoveStatusService < BaseService
     @status.media_attachments.destroy_all
   end
 
-  def remove_from_spam_check
-    redis.zremrangebyscore("spam_check:#{@status.account_id}", @status.id, @status.id)
-  end
-
   def lock_options
     { redis: Redis.current, key: "distribute:#{@status.id}" }
   end
diff --git a/app/views/admin/dashboard/index.html.haml b/app/views/admin/dashboard/index.html.haml
index 2055384029..57a753e6b6 100644
--- a/app/views/admin/dashboard/index.html.haml
+++ b/app/views/admin/dashboard/index.html.haml
@@ -77,8 +77,6 @@
           = feature_hint(link_to(t('admin.dashboard.trends'), edit_admin_settings_path), @trends_enabled)
         %li
           = feature_hint(link_to(t('admin.dashboard.feature_relay'), admin_relays_path), @relay_enabled)
-        %li
-          = feature_hint(link_to(t('admin.dashboard.feature_spam_check'), edit_admin_settings_path), @spam_check_enabled)
 
   .dashboard__widgets__versions
     %div
diff --git a/app/views/admin/settings/edit.html.haml b/app/views/admin/settings/edit.html.haml
index 159bd4b0a0..0e705f2054 100644
--- a/app/views/admin/settings/edit.html.haml
+++ b/app/views/admin/settings/edit.html.haml
@@ -92,9 +92,6 @@
     .fields-group
       = f.input :noindex, as: :boolean, wrapper: :with_label, label: t('admin.settings.default_noindex.title'), hint: t('admin.settings.default_noindex.desc_html')
 
-  .fields-group
-    = f.input :spam_check_enabled, as: :boolean, wrapper: :with_label, label: t('admin.settings.spam_check_enabled.title'), hint: t('admin.settings.spam_check_enabled.desc_html')
-
   %hr.spacer/
 
   .fields-group
diff --git a/config/locales/en.yml b/config/locales/en.yml
index 182a8e9850..3387b4df6a 100644
--- a/config/locales/en.yml
+++ b/config/locales/en.yml
@@ -363,7 +363,6 @@ en:
       feature_profile_directory: Profile directory
       feature_registrations: Registrations
       feature_relay: Federation relay
-      feature_spam_check: Anti-spam
       feature_timeline_preview: Timeline preview
       features: Features
       hidden_service: Federation with hidden services
@@ -627,9 +626,6 @@ en:
         desc_html: You can write your own privacy policy, terms of service or other legalese. You can use HTML tags
         title: Custom terms of service
       site_title: Server name
-      spam_check_enabled:
-        desc_html: Mastodon can auto-report accounts that send repeated unsolicited messages. There may be false positives.
-        title: Anti-spam automation
       thumbnail:
         desc_html: Used for previews via OpenGraph and API. 1200x630px recommended
         title: Server thumbnail
@@ -1209,8 +1205,6 @@ en:
     relationships: Follows and followers
     two_factor_authentication: Two-factor Auth
     webauthn_authentication: Security keys
-  spam_check:
-    spam_detected: This is an automated report. Spam has been detected.
   statuses:
     attached:
       audio:
diff --git a/config/settings.yml b/config/settings.yml
index 9cf68a0966..b79ea620c8 100644
--- a/config/settings.yml
+++ b/config/settings.yml
@@ -67,7 +67,6 @@ defaults: &defaults
   activity_api_enabled: true
   peers_api_enabled: true
   show_known_fediverse_at_about_page: true
-  spam_check_enabled: true
   show_domain_blocks: 'disabled'
   show_domain_blocks_rationale: 'disabled'
   require_invite_text: false
diff --git a/spec/lib/spam_check_spec.rb b/spec/lib/spam_check_spec.rb
deleted file mode 100644
index 159d832573..0000000000
--- a/spec/lib/spam_check_spec.rb
+++ /dev/null
@@ -1,192 +0,0 @@
-# frozen_string_literal: true
-
-require 'rails_helper'
-
-RSpec.describe SpamCheck do
-  let!(:sender) { Fabricate(:account) }
-  let!(:alice) { Fabricate(:account, username: 'alice') }
-  let!(:bob) { Fabricate(:account, username: 'bob') }
-
-  def status_with_html(text, options = {})
-    status = PostStatusService.new.call(sender, { text: text }.merge(options))
-    status.update_columns(text: Formatter.instance.format(status), local: false)
-    status
-  end
-
-  describe '#hashable_text' do
-    it 'removes mentions from HTML for remote statuses' do
-      status = status_with_html('@alice Hello')
-      expect(described_class.new(status).hashable_text).to eq 'hello'
-    end
-
-    it 'removes mentions from text for local statuses' do
-      status = PostStatusService.new.call(alice, text: "Hey @#{sender.username}, how are you?")
-      expect(described_class.new(status).hashable_text).to eq 'hey , how are you?'
-    end
-  end
-
-  describe '#insufficient_data?' do
-    it 'returns true when there is no text' do
-      status = status_with_html('@alice')
-      expect(described_class.new(status).insufficient_data?).to be true
-    end
-
-    it 'returns false when there is text' do
-      status = status_with_html('@alice h')
-      expect(described_class.new(status).insufficient_data?).to be false
-    end
-  end
-
-  describe '#digest' do
-    it 'returns a string' do
-      status = status_with_html('@alice Hello world')
-      expect(described_class.new(status).digest).to be_a String
-    end
-  end
-
-  describe '#spam?' do
-    it 'returns false for a unique status' do
-      status = status_with_html('@alice Hello')
-      expect(described_class.new(status).spam?).to be false
-    end
-
-    it 'returns false for different statuses to the same recipient' do
-      status1 = status_with_html('@alice Hello')
-      described_class.new(status1).remember!
-      status2 = status_with_html('@alice Are you available to talk?')
-      expect(described_class.new(status2).spam?).to be false
-    end
-
-    it 'returns false for statuses with different content warnings' do
-      status1 = status_with_html('@alice Are you available to talk?')
-      described_class.new(status1).remember!
-      status2 = status_with_html('@alice Are you available to talk?', spoiler_text: 'This is a completely different matter than what I was talking about previously, I swear!')
-      expect(described_class.new(status2).spam?).to be false
-    end
-
-    it 'returns false for different statuses to different recipients' do
-      status1 = status_with_html('@alice How is it going?')
-      described_class.new(status1).remember!
-      status2 = status_with_html('@bob Are you okay?')
-      expect(described_class.new(status2).spam?).to be false
-    end
-
-    it 'returns false for very short different statuses to different recipients' do
-      status1 = status_with_html('@alice 🙄')
-      described_class.new(status1).remember!
-      status2 = status_with_html('@bob Huh?')
-      expect(described_class.new(status2).spam?).to be false
-    end
-
-    it 'returns false for statuses with no text' do
-      status1 = status_with_html('@alice')
-      described_class.new(status1).remember!
-      status2 = status_with_html('@bob')
-      expect(described_class.new(status2).spam?).to be false
-    end
-
-    it 'returns true for duplicate statuses to the same recipient' do
-      described_class::THRESHOLD.times do
-        status1 = status_with_html('@alice Hello')
-        described_class.new(status1).remember!
-      end
-
-      status2 = status_with_html('@alice Hello')
-      expect(described_class.new(status2).spam?).to be true
-    end
-
-    it 'returns true for duplicate statuses to different recipients' do
-      described_class::THRESHOLD.times do
-        status1 = status_with_html('@alice Hello')
-        described_class.new(status1).remember!
-      end
-
-      status2 = status_with_html('@bob Hello')
-      expect(described_class.new(status2).spam?).to be true
-    end
-
-    it 'returns true for nearly identical statuses with random numbers' do
-      source_text = 'Sodium, atomic number 11, was first isolated by Humphry Davy in 1807. A chemical component of salt, he named it Na in honor of the saltiest region on earth, North America.'
-
-      described_class::THRESHOLD.times do
-        status1 = status_with_html('@alice ' + source_text + ' 1234')
-        described_class.new(status1).remember!
-      end
-
-      status2 = status_with_html('@bob ' + source_text + ' 9568')
-      expect(described_class.new(status2).spam?).to be true
-    end
-  end
-
-  describe '#skip?' do
-    it 'returns true when the sender is already silenced' do
-      status = status_with_html('@alice Hello')
-      sender.silence!
-      expect(described_class.new(status).skip?).to be true
-    end
-
-    it 'returns true when the mentioned person follows the sender' do
-      status = status_with_html('@alice Hello')
-      alice.follow!(sender)
-      expect(described_class.new(status).skip?).to be true
-    end
-
-    it 'returns false when even one mentioned person doesn\'t follow the sender' do
-      status = status_with_html('@alice @bob Hello')
-      alice.follow!(sender)
-      expect(described_class.new(status).skip?).to be false
-    end
-
-    it 'returns true when the sender is replying to a status that mentions the sender' do
-      parent = PostStatusService.new.call(alice, text: "Hey @#{sender.username}, how are you?")
-      status = status_with_html('@alice @bob Hello', thread: parent)
-      expect(described_class.new(status).skip?).to be true
-    end
-  end
-
-  describe '#remember!' do
-    let(:status) { status_with_html('@alice') }
-    let(:spam_check) { described_class.new(status) }
-    let(:redis_key) { spam_check.send(:redis_key) }
-
-    it 'remembers' do
-      expect(Redis.current.exists?(redis_key)).to be true
-      spam_check.remember!
-      expect(Redis.current.exists?(redis_key)).to be true
-    end
-  end
-
-  describe '#reset!' do
-    let(:status) { status_with_html('@alice') }
-    let(:spam_check) { described_class.new(status) }
-    let(:redis_key) { spam_check.send(:redis_key) }
-
-    before do
-      spam_check.remember!
-    end
-
-    it 'resets' do
-      expect(Redis.current.exists?(redis_key)).to be true
-      spam_check.reset!
-      expect(Redis.current.exists?(redis_key)).to be false
-    end
-  end
-
-  describe '#flag!' do
-    let!(:status1) { status_with_html('@alice General Kenobi you are a bold one') }
-    let!(:status2) { status_with_html('@alice @bob General Kenobi, you are a bold one') }
-
-    before do
-      described_class.new(status1).remember!
-      described_class.new(status2).flag!
-    end
-
-    it 'creates a report about the account' do
-      expect(sender.targeted_reports.unresolved.count).to eq 1
-    end
-
-    it 'attaches both matching statuses to the report' do
-      expect(sender.targeted_reports.first.status_ids).to include(status1.id, status2.id)
-    end
-  end
-end