diff --git a/app/core/mmr/leaderboards.test.ts b/app/core/mmr/leaderboards.test.ts
new file mode 100644
index 000000000..620512edc
--- /dev/null
+++ b/app/core/mmr/leaderboards.test.ts
@@ -0,0 +1,126 @@
+import { suite } from "uvu";
+import * as assert from "uvu/assert";
+import { UserLean } from "~/utils";
+import { skillsToLeaderboard } from "./leaderboards";
+import { muSigmaToSP } from "./utils";
+
+const SkillsToLeaderboard = suite("skillsToLeaderboard()");
+
+const USER: UserLean = {
+  discordAvatar: "",
+  discordDiscriminator: "1234",
+  discordId: "12341234",
+  discordName: "Sendou",
+  id: "1",
+};
+
+const USER_2: UserLean = {
+  discordAvatar: "",
+  discordDiscriminator: "12342",
+  discordId: "123412342",
+  discordName: "Sendou2",
+  id: "2",
+};
+
+SkillsToLeaderboard("Works with empty array", () => {
+  const players = skillsToLeaderboard([]);
+
+  assert.not.ok(players.length);
+});
+
+SkillsToLeaderboard("Ignores skills if below amount required", () => {
+  const players = skillsToLeaderboard([
+    {
+      match: { createdAt: new Date() },
+      mu: 10,
+      sigma: 2,
+      userId: "1",
+      user: USER,
+    },
+  ]);
+
+  assert.not.ok(players.length);
+});
+
+SkillsToLeaderboard("Gets peak", () => {
+  const players = skillsToLeaderboard(
+    new Array(10).fill(null).map((_) => ({
+      match: { createdAt: new Date() },
+      mu: 10,
+      sigma: 2,
+      userId: "1",
+      user: USER,
+    }))
+  );
+
+  assert.equal(players[0].MMR, muSigmaToSP({ sigma: 2, mu: 10 }));
+});
+
+SkillsToLeaderboard("Ignores peaks at the start", () => {
+  const players = skillsToLeaderboard(
+    new Array(10).fill(null).map((_, i) => ({
+      match: { createdAt: new Date() },
+      mu: i === 0 ? 30 : 10,
+      sigma: 2,
+      userId: "1",
+      user: USER,
+    }))
+  );
+
+  assert.equal(players[0].MMR, muSigmaToSP({ sigma: 2, mu: 10 }));
+});
+
+SkillsToLeaderboard("Gets peak from in between", () => {
+  const players = skillsToLeaderboard(
+    new Array(10).fill(null).map((_, i) => ({
+      match: { createdAt: new Date() },
+      mu: i === 8 ? 30 : 10,
+      sigma: 2,
+      userId: "1",
+      user: USER,
+    }))
+  );
+
+  assert.equal(players[0].MMR, muSigmaToSP({ sigma: 2, mu: 30 }));
+});
+
+SkillsToLeaderboard("Calculates entries", () => {
+  const players = skillsToLeaderboard(
+    new Array(10).fill(null).map((_, i) => ({
+      match: { createdAt: new Date() },
+      mu: i === 8 ? 30 : 10,
+      sigma: 2,
+      userId: "1",
+      user: USER,
+    }))
+  );
+
+  assert.equal(players[0].entries, 10);
+});
+
+SkillsToLeaderboard("Orders by MMR", () => {
+  const players = skillsToLeaderboard(
+    new Array(10)
+      .fill(null)
+      .map((_, i) => ({
+        match: { createdAt: new Date() },
+        mu: i === 8 ? 30 : 10,
+        sigma: 2,
+        userId: "1",
+        user: USER,
+      }))
+      .concat(
+        new Array(10).fill(null).map((_) => ({
+          match: { createdAt: new Date() },
+          mu: 40,
+          sigma: 2,
+          userId: "2",
+          user: USER_2,
+        }))
+      )
+  );
+
+  assert.equal(players[0].user.id, USER_2.id);
+});
+
+SkillsToLeaderboard.run();
diff --git a/app/core/mmr/leaderboards.ts b/app/core/mmr/leaderboards.ts
new file mode 100644
index 000000000..21311cfab
--- /dev/null
+++ b/app/core/mmr/leaderboards.ts
@@ -0,0 +1,64 @@
+import { Skill } from "@prisma/client";
+import { AMOUNT_OF_ENTRIES_REQUIRED_FOR_LEADERBOARD } from "~/constants";
+import { UserLean } from "~/utils";
+import { muSigmaToSP } from "./utils";
+
+export interface LeaderboardEntry {
+  MMR: number;
+  user: UserLean;
+  createdAtTimestamp: number;
+  entries: number;
+}
+type SkillInput = Pick<Skill, "mu" | "sigma" | "userId"> & {
+  match: { createdAt: Date } | null;
+  user: UserLean;
+};
+type UserId = string;
+
+export function skillsToLeaderboard(skills: SkillInput[]): LeaderboardEntry[] {
+  const counts: Record<UserId, number> = {};
+  const peakMMR: Record<UserId, LeaderboardEntry> = {};
+
+  for (const skill of skills.sort(sortSkillsByCreatedAt)) {
+    if (!counts[skill.userId]) {
+      counts[skill.userId] = 1;
+    } else {
+      counts[skill.userId]++;
+    }
+
+    if (counts[skill.userId] < AMOUNT_OF_ENTRIES_REQUIRED_FOR_LEADERBOARD) {
+      continue;
+    }
+
+    const MMR = muSigmaToSP(skill);
+
+    if (!peakMMR[skill.userId] || peakMMR[skill.userId].MMR < MMR) {
+      peakMMR[skill.userId] = {
+        MMR,
+        createdAtTimestamp: skill.match?.createdAt.getTime() ?? 0,
+        user: {
+          discordAvatar: skill.user.discordAvatar,
+          discordDiscriminator: skill.user.discordDiscriminator,
+          discordId: skill.user.discordId,
+          discordName: skill.user.discordName,
+          id: skill.user.id,
+        },
+        // we set this below
+        entries: 0,
+      };
+    }
+  }
+
+  for (const [userId, count] of Object.entries(counts)) {
+    if (!peakMMR[userId]) continue;
+    peakMMR[userId].entries = count;
+  }
+
+  return Object.values(peakMMR).sort((a, b) => b.MMR - a.MMR);
+}
+
+function sortSkillsByCreatedAt(a: SkillInput, b: SkillInput) {
+  return (
+    (a.match?.createdAt.getTime() ?? 0) - (b.match?.createdAt.getTime() ?? 0)
+  );
+}
diff --git a/app/models/Skill.server.ts b/app/models/Skill.server.ts
index 017d16547..58d96dd38 100644
--- a/app/models/Skill.server.ts
+++ b/app/models/Skill.server.ts
@@ -12,3 +12,7 @@ export function findAllMostRecent() {
     distinct: "userId",
   });
 }
+
+export function findAll() {
+  return db.skill.findMany({ include: { match: true, user: true } });
+}
diff --git a/app/routes/leaderboards.tsx b/app/routes/leaderboards.tsx
new file mode 100644
index 000000000..6d83aeb63
--- /dev/null
+++ b/app/routes/leaderboards.tsx
@@ -0,0 +1,29 @@
+import { json, LoaderFunction, MetaFunction, useLoaderData } from "remix";
+import { makeTitle } from "~/utils";
+import * as Skill from "~/models/Skill.server";
+import { LeaderboardEntry, skillsToLeaderboard } from "~/core/mmr/leaderboards";
+
+export const meta: MetaFunction = () => {
+  return {
+    title: makeTitle("Leaderboards"),
+  };
+};
+
+export type LookingLoaderDataGroup = {
+  players: LeaderboardEntry[];
+};
+
+export const loader: LoaderFunction = async () => {
+  // TODO: only get skills of March
+  const skills = await Skill.findAll();
+
+  return json<LookingLoaderDataGroup>({ players: skillsToLeaderboard(skills) });
+};
+
+export default function LeaderboardsPage() {
+  const data = useLoaderData<LookingLoaderDataGroup>();
+
+  console.log({ data });
+
+  return <div>boards lol</div>;
+}
diff --git a/app/routes/play/looking.tsx b/app/routes/play/looking.tsx
index 9191f8c02..01f607caa 100644
--- a/app/routes/play/looking.tsx
+++ b/app/routes/play/looking.tsx
@@ -53,7 +53,7 @@ export const meta: MetaFunction = ({
   return {
     title: makeTitle([
       data
-        ? `(${data.likedGroups.length}/${data.neutralGroups.length}/${data.likerGroups.length})`
+        ? `(${data.likedGroups?.length}/${data.neutralGroups?.length}/${data.likerGroups?.length})`
         : "(???)",
       "Looking",
     ]),