diff --git a/packages/app/src/follows.ts b/packages/app/src/follows.ts
index 837b25d..494dd1d 100644
--- a/packages/app/src/follows.ts
+++ b/packages/app/src/follows.ts
@@ -1,4 +1,4 @@
-import {FOLLOWS, asDecryptedEvent, readList} from '@welshman/util'
+import {FOLLOWS, getListValues, asDecryptedEvent, readList} from '@welshman/util'
 import {type TrustedEvent, type PublishedList} from '@welshman/util'
 import {type SubscribeRequestWithHandlers} from "@welshman/net"
 import {deriveEventsMapped, withGetter} from '@welshman/store'
@@ -33,3 +33,6 @@ export const {
     await load({...request, filters: [{kinds: [FOLLOWS], authors: [pubkey]}]})
   },
 })
+
+export const getFollows = (pubkey: string) =>
+  getListValues("p", followsByPubkey.get().get(pubkey))
diff --git a/packages/app/src/index.ts b/packages/app/src/index.ts
index d916a5b..e70fda8 100644
--- a/packages/app/src/index.ts
+++ b/packages/app/src/index.ts
@@ -15,4 +15,5 @@ export * from './storage'
 export * from './thunk'
 export * from './topics'
 export * from './util'
+export * from './wot'
 export * from './zappers'
diff --git a/packages/app/src/mutes.ts b/packages/app/src/mutes.ts
index 575a420..0ee77af 100644
--- a/packages/app/src/mutes.ts
+++ b/packages/app/src/mutes.ts
@@ -1,4 +1,4 @@
-import {MUTES, asDecryptedEvent, readList} from '@welshman/util'
+import {MUTES, getListValues, asDecryptedEvent, readList} from '@welshman/util'
 import {type TrustedEvent, type PublishedList} from '@welshman/util'
 import {type SubscribeRequestWithHandlers} from "@welshman/net"
 import {deriveEventsMapped, withGetter} from '@welshman/store'
@@ -33,3 +33,8 @@ export const {
     await load({...request, filters: [{kinds: [MUTES], authors: [pubkey]}]})
   },
 })
+
+
+export const getMutes = (pubkey: string) =>
+  getListValues("p", mutesByPubkey.get().get(pubkey))
+
diff --git a/packages/app/src/profiles.ts b/packages/app/src/profiles.ts
index 598219d..e6a8615 100644
--- a/packages/app/src/profiles.ts
+++ b/packages/app/src/profiles.ts
@@ -1,4 +1,6 @@
+import {debounce} from 'throttle-debounce'
 import {derived, readable} from 'svelte/store'
+import {dec} from '@welshman/lib'
 import {readProfile, displayProfile, displayPubkey, PROFILE} from '@welshman/util'
 import type {SubscribeRequestWithHandlers} from "@welshman/net"
 import type {PublishedProfile, TrustedEvent} from "@welshman/util"
@@ -7,6 +9,7 @@ import {repository, load} from './core'
 import {createSearch} from './util'
 import {collection} from './collection'
 import {loadRelaySelections} from './relaySelections'
+import {getUserWotScore} from './wot'
 
 export const profiles = withGetter(
   deriveEventsMapped<PublishedProfile>(repository, {
@@ -45,11 +48,22 @@ export const {
   },
 })
 
+export const searchProfiles = debounce(500, (search: string) => {
+  if (search.length > 2) {
+    load({filters: [{kinds: [PROFILE], search}]})
+  }
+})
+
 export const profileSearch = derived(profiles, $profiles =>
   createSearch($profiles, {
+    onSearch: searchProfiles,
     getValue: (profile: PublishedProfile) => profile.event.pubkey,
+    sortFn: ({score, item}) =>
+      score! < 0.1 ? dec(score!) * getUserWotScore(item.event.pubkey) : -score!,
     fuseOptions: {
       keys: ["name", "display_name", {name: "about", weight: 0.3}],
+      threshold: 0.3,
+      shouldSort: false,
     },
   }),
 )
diff --git a/packages/app/src/util.ts b/packages/app/src/util.ts
index 6e6777c..bd0cac0 100644
--- a/packages/app/src/util.ts
+++ b/packages/app/src/util.ts
@@ -5,6 +5,7 @@ import {sortBy} from "@welshman/lib"
 export type SearchOptions<V, T> = {
   getValue: (item: T) => V
   fuseOptions?: IFuseOptions<T>
+  onSearch?: (term: string) => void
   sortFn?: (items: FuseResult<T>) => any
 }
 
@@ -21,6 +22,8 @@ export const createSearch = <V, T>(options: T[], opts: SearchOptions<V, T>): Sea
   const map = new Map<V, T>(options.map(item => [opts.getValue(item), item]))
 
   const search = (term: string) => {
+    opts.onSearch?.(term)
+
     let results = term ? fuse.search(term) : options.map(item => ({item, score: 1}) as FuseResult<T>)
 
     if (opts.sortFn) {
diff --git a/packages/app/src/wot.ts b/packages/app/src/wot.ts
new file mode 100644
index 0000000..ec1ea7a
--- /dev/null
+++ b/packages/app/src/wot.ts
@@ -0,0 +1,87 @@
+import {throttle} from 'throttle-debounce'
+import {derived, writable} from 'svelte/store'
+import {addToMapKey, inc, dec} from '@welshman/lib'
+import {getListValues} from '@welshman/util'
+import {throttled, withGetter} from '@welshman/store'
+import {pubkey} from './session'
+import {follows, getFollows, followsByPubkey} from './follows'
+import {mutes, getMutes} from './mutes'
+
+export const followersByPubkey = withGetter(
+  derived(
+    throttled(1000, follows),
+    lists => {
+      const $followersByPubkey = new Map<string, Set<string>>()
+
+      for (const list of lists) {
+        for (const pubkey of getListValues("p", list)) {
+          addToMapKey($followersByPubkey, pubkey, list.event.pubkey)
+        }
+      }
+
+      return $followersByPubkey
+    }
+  )
+)
+
+export const mutersByPubkey = withGetter(
+  derived(
+    throttled(1000, mutes),
+    lists => {
+      const $mutersByPubkey = new Map<string, Set<string>>()
+
+      for (const list of lists) {
+        for (const pubkey of getListValues("p", list)) {
+          addToMapKey($mutersByPubkey, pubkey, list.event.pubkey)
+        }
+      }
+
+      return $mutersByPubkey
+    }
+  )
+)
+
+export const getFollowers = (pubkey: string) =>
+  Array.from(followersByPubkey.get().get(pubkey) || [])
+
+export const getMuters = (pubkey: string) =>
+  Array.from(mutersByPubkey.get().get(pubkey) || [])
+
+export const getFollowsWhoFollow = (pubkey: string, target: string) =>
+  getFollows(pubkey).filter(other => getFollows(other).includes(target))
+
+export const getFollowsWhoMute = (pubkey: string, target: string) =>
+  getFollows(pubkey).filter(other => getMutes(other).includes(target))
+
+export const wotGraph = withGetter(writable(new Map<string, number>()))
+
+const buildGraph = throttle(1000, () => {
+  const $pubkey = pubkey.get()
+  const $graph = new Map<string, number>()
+  const $follows = $pubkey ? getFollows($pubkey) : followsByPubkey.get().keys()
+
+  for (const follow of $follows) {
+    for (const pubkey of getFollows(follow)) {
+      $graph.set(pubkey, inc($graph.get(pubkey)))
+    }
+
+    for (const pubkey of getMutes(follow)) {
+      $graph.set(pubkey, dec($graph.get(pubkey)))
+    }
+  }
+
+  wotGraph.set($graph)
+})
+
+pubkey.subscribe(buildGraph)
+follows.subscribe(buildGraph)
+mutes.subscribe(buildGraph)
+
+export const getWotScore = (pubkey: string, target: string) => {
+  const follows = pubkey ? getFollowsWhoFollow(pubkey, target) : getFollowers(target)
+  const mutes = pubkey ? getFollowsWhoMute(pubkey, target) : getMuters(target)
+
+  return follows.length - mutes.length
+}
+
+export const getUserWotScore = (pubkey: string) => wotGraph.get().get(pubkey) || 0
diff --git a/packages/lib/src/LRUCache.ts b/packages/lib/src/LRUCache.ts
index 73931ea..84db954 100644
--- a/packages/lib/src/LRUCache.ts
+++ b/packages/lib/src/LRUCache.ts
@@ -65,5 +65,5 @@ export function cached<T, V, Args extends any[]>({
 }
 
 export function simpleCache<V, Args extends any[]>(getValue: (args: Args) => V) {
-  return cached({maxSize: 10**10, getKey: xs => xs.join(':'), getValue})
+  return cached({maxSize: 10**5, getKey: xs => xs.join(':'), getValue})
 }