diff --git a/Metatext.xcodeproj/project.pbxproj b/Metatext.xcodeproj/project.pbxproj
index 7f69cad..04159c1 100644
--- a/Metatext.xcodeproj/project.pbxproj
+++ b/Metatext.xcodeproj/project.pbxproj
@@ -86,6 +86,7 @@
 		D047FA8C24C3E21200AF17C5 /* Metatext.app */ = {isa = PBXFileReference; explicitFileType = wrapper.application; includeInIndex = 0; path = Metatext.app; sourceTree = BUILT_PRODUCTS_DIR; };
 		D0666A2124C677B400F3F04B /* Tests.xctest */ = {isa = PBXFileReference; explicitFileType = wrapper.cfbundle; includeInIndex = 0; path = Tests.xctest; sourceTree = BUILT_PRODUCTS_DIR; };
 		D0666A2524C677B400F3F04B /* Info.plist */ = {isa = PBXFileReference; lastKnownFileType = text.plist.xml; path = Info.plist; sourceTree = "<group>"; };
+		D07E164425037264008B10D0 /* SerializableBloomFilter */ = {isa = PBXFileReference; lastKnownFileType = folder; path = SerializableBloomFilter; sourceTree = "<group>"; };
 		D085C3BB25008DEC008A6C5E /* DB */ = {isa = PBXFileReference; lastKnownFileType = folder; path = DB; sourceTree = "<group>"; };
 		D0BDF66524FD7A6400C7FA1C /* ServiceLayer */ = {isa = PBXFileReference; lastKnownFileType = folder; path = ServiceLayer; sourceTree = "<group>"; };
 		D0BEB1F224F8EE8C001B0F04 /* AttachmentView.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = AttachmentView.swift; sourceTree = "<group>"; };
@@ -181,6 +182,7 @@
 		D047FA7F24C3E21000AF17C5 = {
 			isa = PBXGroup;
 			children = (
+				D07E164425037264008B10D0 /* SerializableBloomFilter */,
 				D0C7D45224F76169001EBDBB /* Assets.xcassets */,
 				D085C3BB25008DEC008A6C5E /* DB */,
 				D0C7D46824F76169001EBDBB /* Extensions */,
diff --git a/SerializableBloomFilter/.gitignore b/SerializableBloomFilter/.gitignore
new file mode 100644
index 0000000..95c4320
--- /dev/null
+++ b/SerializableBloomFilter/.gitignore
@@ -0,0 +1,5 @@
+.DS_Store
+/.build
+/Packages
+/*.xcodeproj
+xcuserdata/
diff --git a/SerializableBloomFilter/Package.swift b/SerializableBloomFilter/Package.swift
new file mode 100644
index 0000000..4625cf3
--- /dev/null
+++ b/SerializableBloomFilter/Package.swift
@@ -0,0 +1,25 @@
+// swift-tools-version:5.3
+
+import PackageDescription
+
+let package = Package(
+    name: "SerializableBloomFilter",
+    platforms: [
+        .iOS(.v14),
+        .macOS(.v11)
+    ],
+    products: [
+        .library(
+            name: "SerializableBloomFilter",
+            targets: ["SerializableBloomFilter"])
+    ],
+    dependencies: [],
+    targets: [
+        .target(
+            name: "SerializableBloomFilter",
+            dependencies: []),
+        .testTarget(
+            name: "SerializableBloomFilterTests",
+            dependencies: ["SerializableBloomFilter"])
+    ]
+)
diff --git a/SerializableBloomFilter/Sources/SerializableBloomFilter/Bits.swift b/SerializableBloomFilter/Sources/SerializableBloomFilter/Bits.swift
new file mode 100644
index 0000000..6b63972
--- /dev/null
+++ b/SerializableBloomFilter/Sources/SerializableBloomFilter/Bits.swift
@@ -0,0 +1,67 @@
+// Copyright © 2020 Metabolist. All rights reserved.
+
+// Adapted from https://github.com/dduan/BitArray
+
+import Foundation
+
+struct Bits {
+    let count: Int
+
+    private var bytes: [UInt8]
+
+    init(count: Int) {
+        self.count = count
+
+        var (byteCount, bitRemainder) = count.quotientAndRemainder(dividingBy: Self.bitsInByte)
+
+        byteCount += bitRemainder > 0 ? 1 : 0
+
+        bytes = [UInt8](repeating: 0, count: byteCount)
+    }
+
+    init(bytes: [UInt8], count: Int) {
+        self.bytes = bytes
+        self.count = count
+    }
+}
+
+extension Bits {
+    var data: Data { Data(bytes) }
+
+    subscript(index: Int) -> Bool {
+        get {
+            let (byteCount, bitPosition) = index.quotientAndRemainder(dividingBy: Self.bitsInByte)
+
+            return bytes[byteCount] & mask(index: bitPosition) > 0
+        }
+
+        set {
+            let (byteCount, bitPosition) = index.quotientAndRemainder(dividingBy: Self.bitsInByte)
+
+            if newValue {
+                bytes[byteCount] |= mask(index: bitPosition)
+            } else {
+                bytes[byteCount] &= ~mask(index: bitPosition)
+            }
+        }
+    }
+}
+
+private extension Bits {
+    static let bitsInByte = 8
+
+    func mask(index: Int) -> UInt8 {
+        switch index {
+        case 0: return 0b00000001
+        case 1: return 0b00000010
+        case 2: return 0b00000100
+        case 3: return 0b00001000
+        case 4: return 0b00010000
+        case 5: return 0b00100000
+        case 6: return 0b01000000
+        case 7: return 0b10000000
+        default:
+            fatalError("Invalid index: \(index)")
+        }
+    }
+}
diff --git a/SerializableBloomFilter/Sources/SerializableBloomFilter/SerializableBloomFilter.swift b/SerializableBloomFilter/Sources/SerializableBloomFilter/SerializableBloomFilter.swift
new file mode 100644
index 0000000..dcc681b
--- /dev/null
+++ b/SerializableBloomFilter/Sources/SerializableBloomFilter/SerializableBloomFilter.swift
@@ -0,0 +1,56 @@
+// Copyright © 2020 Metabolist. All rights reserved.
+
+import Foundation
+
+// https://en.wikipedia.org/wiki/Bloom_filter
+// https://khanlou.com/2018/09/bloom-filters/
+// This implementation uses deterministic hashing functions so it can be serialized / deserialized
+
+struct SerializableBloomFilter {
+    private var items: Bits
+
+    init() {
+        items = Bits(count: Self.itemCount)
+    }
+
+    init(serialization: Data) throws {
+        items = Bits(bytes: Array(serialization), count: Self.itemCount)
+    }
+}
+
+extension SerializableBloomFilter {
+    var serialization: Data { items.data }
+
+    mutating func insert(_ newMember: String) {
+        for index in Self.indices(newMember) {
+            items[index] = true
+        }
+    }
+
+    func contains(_ member: String) -> Bool {
+        Self.indices(member).map { items[$0] }.allSatisfy { $0 }
+    }
+}
+
+private extension SerializableBloomFilter {
+    static let itemCount = 1024
+    static let hashFunctions = [djb2, sdbm]
+
+    static func indices(_ string: String) -> [Int] {
+        hashFunctions.map { abs($0(string)) % itemCount }
+    }
+}
+
+// https://gist.github.com/kharrison/2355182ac03b481921073c5cf6d77a73
+
+private func djb2(_ string: String) -> Int {
+    string.unicodeScalars.map(\.value).reduce(5381) {
+        ($0 << 5) &+ $0 &+ Int($1)
+    }
+}
+
+private func sdbm(_ string: String) -> Int {
+    string.unicodeScalars.map(\.value).reduce(0) {
+        Int($1) &+ ($0 << 6) &+ ($0 << 16) - $0
+    }
+}
diff --git a/SerializableBloomFilter/Tests/SerializableBloomFilterTests/SerializableBloomFilterTests.swift b/SerializableBloomFilter/Tests/SerializableBloomFilterTests/SerializableBloomFilterTests.swift
new file mode 100644
index 0000000..976c7f9
--- /dev/null
+++ b/SerializableBloomFilter/Tests/SerializableBloomFilterTests/SerializableBloomFilterTests.swift
@@ -0,0 +1,31 @@
+@testable import SerializableBloomFilter
+import XCTest
+
+final class SerializableBloomFilterTests: XCTestCase {
+    func testContains() {
+        var filter = SerializableBloomFilter()
+
+        filter.insert("lol")
+        filter.insert("ok")
+
+        XCTAssert(filter.contains("lol"))
+        XCTAssert(filter.contains("ok"))
+        XCTAssertFalse(filter.contains("wtf"))
+        XCTAssertFalse(filter.contains("no"))
+    }
+
+    func testSerialization() throws {
+        var filter = SerializableBloomFilter()
+
+        filter.insert("lol")
+        filter.insert("ok")
+
+        let serialization = filter.serialization
+        let deserializedFilter = try SerializableBloomFilter(serialization: serialization)
+
+        XCTAssert(deserializedFilter.contains("lol"))
+        XCTAssert(filter.contains("ok"))
+        XCTAssertFalse(deserializedFilter.contains("wtf"))
+        XCTAssertFalse(filter.contains("no"))
+    }
+}