diff --git a/lib/queries/index.js b/lib/queries/index.js
new file mode 100644
index 0000000..5e1cc01
--- /dev/null
+++ b/lib/queries/index.js
@@ -0,0 +1,3 @@
+const { loadQuery } = require('../utils')
+
+module.exports.REPO_INFO_QUERY = loadQuery('repo_info')
diff --git a/lib/queries/repo_info.graphql b/lib/queries/repo_info.graphql
new file mode 100644
index 0000000..1c48ff3
--- /dev/null
+++ b/lib/queries/repo_info.graphql
@@ -0,0 +1,28 @@
+query($org: String!) {
+  organization(login: $org) {
+    repositories(first: 100) {
+      nodes {
+        watchers(first: 100) {
+          nodes {
+            login
+            name
+          }
+        }
+        stargazers(last: 100) {
+          nodes {
+            login
+            name
+          }
+        }
+        forks(last: 100) {
+          nodes {
+            owner {
+              login
+            }
+            createdAt
+          }
+        }
+      }
+    }
+  }
+}
diff --git a/lib/scrape.js b/lib/scrape.js
index 174360a..1cda21c 100644
--- a/lib/scrape.js
+++ b/lib/scrape.js
@@ -1,4 +1,5 @@
 const fetch = require('node-fetch')
+const GraphQL = require('graphql-client')
 const chattie = require('chattie')
 const fs = require('fs')
 const json2yaml = require('json2yaml')
@@ -6,10 +7,14 @@ const validUsername = require('valid-github-username')
 const wdk = require('wikidata-sdk')
 const cheerio = require('cheerio')
 
+const { REPO_INFO_QUERY } = require('./queries')
+const { getLatestCommitMessage } = require('./utils')
+
 const GH_BASE = 'https://github.com'
 const GH_USER_BASE = `${GH_BASE}/users`
 const GH_ORG_BASE = `${GH_BASE}/orgs`
 const GH_API_BASE = 'https://api.github.com'
+const GH_GQL_BASE = 'https://api.github.com/graphql'
 const GCI_API_BASE = 'https://codein.withgoogle.com/api'
 
 const MIN_SEARCH_SCORE = 10
@@ -43,6 +48,13 @@ const GH_API_OPTIONS = {
     : {},
 }
 
+const GH_GQL_OPTIONS = {
+  url: GH_GQL_BASE,
+  headers: process.env.GITHUB_TOKEN
+    ? { Authorization: `bearer ${process.env.GITHUB_TOKEN}` }
+    : {},
+}
+
 const GH_WEB_OPTIONS = {
   headers: {
     Accept: 'text/html',
@@ -54,6 +66,11 @@ const GH_WEB_OPTIONS = {
   compress: false,
 }
 
+const client = GraphQL(GH_GQL_OPTIONS)
+
+let COMPETITION_OPEN
+let BUST_GITHUB_CACHE
+
 let existingData = []
 try {
   existingData = JSON.parse(
@@ -80,6 +97,71 @@ async function fetchLeaders(id) {
   return leaders
 }
 
+let repositoryInfo = {}
+async function fetchRepositoryInfo(org) {
+  if (repositoryInfo[org]) return repositoryInfo[org]
+
+  const { data } = await client.query(REPO_INFO_QUERY, { org })
+
+  if (data) {
+    const info = data.organization.repositories.nodes.map(node => ({
+      watchers: node.watchers.nodes,
+      stargazers: node.stargazers.nodes,
+      forks: node.forks.nodes,
+    }))
+
+    repositoryInfo[org] = info
+
+    return info
+  } else {
+    return []
+  }
+}
+
+async function getGitHubUserFromRepoInfo(org, displayName, shortName) {
+  let repos = []
+  try {
+    repos = await fetchRepositoryInfo(org)
+  } catch (e) {
+    console.error(`Could not fetch repository info for ${org}...`)
+  }
+
+  let logins = []
+  let names = {}
+
+  repos.forEach(repo => {
+    logins = logins
+      .concat(repo.watchers.map(u => u.login.toLowerCase()))
+      .concat(repo.stargazers.map(u => u.login.toLowerCase()))
+      .concat(
+        repo.forks
+          .map(u => {
+            const createdAt = new Date(u.createdAt)
+            if (createdAt.getTime() > COMPETITION_OPEN.getTime()) {
+              return u.owner.login.toLowerCase()
+            }
+          })
+          .filter(login => login)
+      )
+
+    repo.watchers.forEach(watcher => {
+      if (watcher.name) {
+        names[watcher.name.toLowerCase()] = watcher.login
+      }
+    })
+  })
+
+  logins = logins.filter((item, pos, self) => self.indexOf(item) === pos)
+
+  if (logins.includes(shortName.toLowerCase())) {
+    return shortName
+  }
+
+  if (names[displayName.toLowerCase()]) {
+    return names[displayName.toLowerCase()]
+  }
+}
+
 async function checkGitHubUserExists(user) {
   const res = await fetch(`${GH_BASE}/${user}`)
   return res.status === 200
@@ -189,6 +271,7 @@ async function findOrganization({
   const searchResults = await searchGitHubOrgs(searchQuery)
 
   if (searchResults.length > 0 && searchResults[0].score > MIN_SEARCH_SCORE) {
+    console.log('search', searchResults[0])
     return searchResults[0].login
   }
 
@@ -280,25 +363,43 @@ async function findGitHubUser(displayName, org) {
 
   const shortName = validUsername(displayName)
 
-  const username = await findGitHubUserInOrg(displayName, org)
-  if (username) return username
+  let userInOrg
+  try {
+    userInOrg = await findGitHubUserInOrg(displayName, org)
+  } catch (e) {
+    console.error(`Failed to find user ${displayName} in org ${org}...`)
+  }
+  if (userInOrg) {
+    console.log(`${displayName}: ${userInOrg} (method: user in org)`)
+    return userInOrg
+  }
 
   let user
   try {
     user = await getGitHubUser(shortName)
   } catch (e) {
-    console.error(`Got error when finding user ${shortName}...`)
+    console.error(`Failed to find user ${shortName}...`)
   }
-  if (!user) return
 
-  const login = user.login
+  if (!user) {
+    const userFromRepo = await getGitHubUserFromRepoInfo(
+      org,
+      displayName,
+      shortName
+    )
 
-  const { competition_open_starts } = await fetchProgram()
+    if (!userFromRepo) {
+      return
+    }
+
+    user = userFromRepo
+  }
+
+  const login = user.login
 
   const updatedTime = new Date(user.updated_at)
-  const openTime = new Date(competition_open_starts)
 
-  if (updatedTime.getTime() - openTime.getTime() < 0) return
+  if (updatedTime.getTime() - COMPETITION_OPEN.getTime() < 0) return
 
   let orgs = []
   try {
@@ -309,7 +410,9 @@ async function findGitHubUser(displayName, org) {
   } catch (e) {
     console.error('Could not fetch user history...')
   }
+
   if (orgs.includes(org)) {
+    console.log(`${displayName}: ${user.login} (method: found user from name)`)
     return user.login
   }
 }
@@ -339,7 +442,8 @@ async function freshenUserGitHubCache(user, existingUser, organization) {
       existingUser &&
       existingUser.github_updated &&
       existingUser.github_account
-    )
+    ) ||
+    BUST_GITHUB_CACHE
   ) {
     return {
       login: await findGitHubUser(user.display_name, organization),
@@ -394,6 +498,8 @@ async function fetchOrgsWithData() {
   const orgWiki = await Promise.all(fetchingWiki)
 
   const fetchingAll = orgs.map(async (org, index) => {
+    await fetchRepositoryInfo(orgGitHub[index])
+
     const existingOrg = existingData.find(existing => existing.id === org.id)
     const fetchingUsers = orgLeaders[index].map(async user => {
       let existingUser
@@ -439,6 +545,16 @@ async function fetchDates() {
 }
 
 ;(async () => {
+  const { competition_open_starts } = await fetchProgram()
+  COMPETITION_OPEN = new Date(competition_open_starts)
+
+  const { stdout } = await getLatestCommitMessage()
+  BUST_GITHUB_CACHE = stdout.toLowerCase().includes('bust-cache')
+
+  if (BUST_GITHUB_CACHE) {
+    console.log('Busting cache...')
+  }
+
   const data = await fetchOrgsWithData()
   const dates = await fetchDates()
 
diff --git a/lib/utils.js b/lib/utils.js
new file mode 100644
index 0000000..4950ae1
--- /dev/null
+++ b/lib/utils.js
@@ -0,0 +1,8 @@
+const fs = require('fs')
+const util = require('util')
+const exec = util.promisify(require('child_process').exec)
+
+module.exports.getLatestCommitMessage = () => exec('git log -1 --pretty=%B')
+
+module.exports.loadQuery = name =>
+  fs.readFileSync(`${__dirname}/queries/${name}.graphql`).toString()
diff --git a/package-lock.json b/package-lock.json
index 313de33..d133a64 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -49,7 +49,7 @@
     "acorn": {
       "version": "5.2.1",
       "resolved": "https://registry.npmjs.org/acorn/-/acorn-5.2.1.tgz",
-      "integrity": "sha512-jG0u7c4Ly+3QkkW18V+NRDN+4bWHdln30NL1ZL2AvFZZmQe/BfopYCtghCKKVBUSetZ4QKcyA0pY6/4Gw8Pv8w==",
+      "integrity": "sha1-MXrHghgmwixwLWYYmrg1lnXxNdc=",
       "dev": true
     },
     "acorn-dynamic-import": {
@@ -143,7 +143,7 @@
     "ansi-escapes": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/ansi-escapes/-/ansi-escapes-3.0.0.tgz",
-      "integrity": "sha512-O/klc27mWNUigtv0F8NJWbLF00OcegQalkqKURWdosW08YZKi4m6CnSUSvIZG1otNJbTWhN01Hhz389DW7mvDQ==",
+      "integrity": "sha1-7D6LTp+AZPwCw6ybZfHCdb2o75I=",
       "dev": true
     },
     "ansi-html": {
@@ -1528,7 +1528,7 @@
     "chalk": {
       "version": "2.3.0",
       "resolved": "https://registry.npmjs.org/chalk/-/chalk-2.3.0.tgz",
-      "integrity": "sha512-Az5zJR2CBujap2rqXGaJKaPHyJ0IrUimvYNX+ncCy8PJP4ltOGTrHUIo097ZaL2zMeKYpiCdqDvS6zdrTFok3Q==",
+      "integrity": "sha1-tepI78nBeT3MybR2fJORTT8tUro=",
       "dev": true,
       "requires": {
         "ansi-styles": "3.2.0",
@@ -1539,7 +1539,7 @@
         "ansi-styles": {
           "version": "3.2.0",
           "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-3.2.0.tgz",
-          "integrity": "sha512-NnSOmMEYtVR2JVMIGTzynRkkaxtiq1xnFBcdQD/DnNCYPoEPsVJhM98BDyaoNOQIi7p4okdi3E27eN7GQbsUug==",
+          "integrity": "sha1-wVm41b4PnlpvNG2rlPFs4CIWG4g=",
           "dev": true,
           "requires": {
             "color-convert": "1.9.1"
@@ -1592,7 +1592,6 @@
       "requires": {
         "anymatch": "1.3.2",
         "async-each": "1.0.1",
-        "fsevents": "1.1.3",
         "glob-parent": "2.0.0",
         "inherits": "2.0.3",
         "is-binary-path": "1.0.1",
@@ -1626,7 +1625,7 @@
     "circular-json": {
       "version": "0.3.3",
       "resolved": "https://registry.npmjs.org/circular-json/-/circular-json-0.3.3.tgz",
-      "integrity": "sha512-UZK3NBx2Mca+b5LsG7bY183pHWt5Y1xts4P3Pz7ENTwGVnJOUWbRb3ocjvX7hx9tq/yTAdclXm9sZ38gNuem4A==",
+      "integrity": "sha1-gVyZ6oT2gJUp0vRXkb34JxE1LWY=",
       "dev": true
     },
     "clap": {
@@ -1786,7 +1785,7 @@
     "color-convert": {
       "version": "1.9.1",
       "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-1.9.1.tgz",
-      "integrity": "sha512-mjGanIiwQJskCC18rPR6OmrZ6fm2Lc7PeGFYwCmy5J34wC6F1PzdGL6xeMfmgicfYcNLGuVFA3WzXtIDCQSZxQ==",
+      "integrity": "sha1-wSYRB66y8pTr/+ye2eytUppgl+0=",
       "dev": true,
       "requires": {
         "color-name": "1.1.3"
@@ -2485,7 +2484,7 @@
     "debug": {
       "version": "3.1.0",
       "resolved": "https://registry.npmjs.org/debug/-/debug-3.1.0.tgz",
-      "integrity": "sha512-OX8XqP7/1a9cqkxYw2yXss15f26NKWBpDXQd0/uK/KPqdQhxbPa994hnzjcE2VqQpDslf55723cKPUOGSmMY3g==",
+      "integrity": "sha1-W7WgZyYotkFJVmuhaBnmFRjGcmE=",
       "dev": true,
       "requires": {
         "ms": "2.0.0"
@@ -2669,7 +2668,7 @@
     "doctrine": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/doctrine/-/doctrine-2.0.2.tgz",
-      "integrity": "sha512-y0tm5Pq6ywp3qSTZ1vPgVdAnbDEoeoc5wlOHXoY1c4Wug/a7JvqHIl7BTvwodaHmejWkK/9dSb3sCYfyo/om8A==",
+      "integrity": "sha1-aPls6O/FbMQmUfH6rbTxdSc7AHU=",
       "dev": true,
       "requires": {
         "esutils": "2.0.2"
@@ -3149,7 +3148,7 @@
     "eslint-plugin-prettier": {
       "version": "2.3.1",
       "resolved": "https://registry.npmjs.org/eslint-plugin-prettier/-/eslint-plugin-prettier-2.3.1.tgz",
-      "integrity": "sha1-56dGxn5xbzNSdLiClanq2fVE5E0=",
+      "integrity": "sha512-AV8shBlGN9tRZffj5v/f4uiQWlP3qiQ+lh+BhTqRLuKSyczx+HRWVkVZaf7dOmguxghAH1wftnou/JUEEChhGg==",
       "dev": true,
       "requires": {
         "fast-diff": "1.1.2",
@@ -3169,7 +3168,7 @@
     "espree": {
       "version": "3.5.2",
       "resolved": "https://registry.npmjs.org/espree/-/espree-3.5.2.tgz",
-      "integrity": "sha512-sadKeYwaR/aJ3stC2CdvgXu1T16TdYN+qwCpcWbMnGJ8s0zNWemzrvb2GbD4OhmJ/fwpJjudThAlLobGbWZbCQ==",
+      "integrity": "sha1-dWrai5eenc/NswqtjRqTBKkF4co=",
       "dev": true,
       "requires": {
         "acorn": "5.2.1",
@@ -3179,7 +3178,7 @@
     "esprima": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/esprima/-/esprima-4.0.0.tgz",
-      "integrity": "sha512-oftTcaMu/EGrEIu904mWteKIv8vMuOgGYo7EhVJJN00R/EED9DCua/xxHRdYnKtcECzVg7xOWhflvJMnqcFZjw==",
+      "integrity": "sha1-RJnt3NERDgshi6zy+n9/WfVcqAQ=",
       "dev": true
     },
     "esquery": {
@@ -3405,7 +3404,7 @@
     "external-editor": {
       "version": "2.1.0",
       "resolved": "https://registry.npmjs.org/external-editor/-/external-editor-2.1.0.tgz",
-      "integrity": "sha512-E44iT5QVOUJBKij4IIV3uvxuNlbKS38Tw1HiupxEIHPv9qtC2PrDYohbXV5U+1jnfIXttny8gUhj+oZvflFlzA==",
+      "integrity": "sha1-PQJqIbf5W1cmOH1CAKwWDTcsO0g=",
       "dev": true,
       "requires": {
         "chardet": "0.4.2",
@@ -3447,7 +3446,7 @@
     "fast-diff": {
       "version": "1.1.2",
       "resolved": "https://registry.npmjs.org/fast-diff/-/fast-diff-1.1.2.tgz",
-      "integrity": "sha1-S2LEK44D3j+EhGC2OQeZIGldAVQ=",
+      "integrity": "sha512-KaJUt+M9t1qaIteSvjc6P3RbMdXsNhK61GRftR6SNxqmhthcd9MGIi4T+o0jD8LUSpSnSKXE20nLtJ3fOHxQig==",
       "dev": true
     },
     "fast-json-stable-stringify": {
@@ -3744,910 +3743,6 @@
       "integrity": "sha1-FQStJSMVjKpA20onh8sBQRmU6k8=",
       "dev": true
     },
-    "fsevents": {
-      "version": "1.1.3",
-      "resolved": "https://registry.npmjs.org/fsevents/-/fsevents-1.1.3.tgz",
-      "integrity": "sha512-WIr7iDkdmdbxu/Gh6eKEZJL6KPE74/5MEsf2whTOFNxbIoIixogroLdKYqB6FDav4Wavh/lZdzzd3b2KxIXC5Q==",
-      "dev": true,
-      "optional": true,
-      "requires": {
-        "nan": "2.8.0",
-        "node-pre-gyp": "0.6.39"
-      },
-      "dependencies": {
-        "abbrev": {
-          "version": "1.1.0",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "ajv": {
-          "version": "4.11.8",
-          "bundled": true,
-          "dev": true,
-          "optional": true,
-          "requires": {
-            "co": "4.6.0",
-            "json-stable-stringify": "1.0.1"
-          }
-        },
-        "ansi-regex": {
-          "version": "2.1.1",
-          "bundled": true,
-          "dev": true
-        },
-        "aproba": {
-          "version": "1.1.1",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "are-we-there-yet": {
-          "version": "1.1.4",
-          "bundled": true,
-          "dev": true,
-          "optional": true,
-          "requires": {
-            "delegates": "1.0.0",
-            "readable-stream": "2.2.9"
-          }
-        },
-        "asn1": {
-          "version": "0.2.3",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "assert-plus": {
-          "version": "0.2.0",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "asynckit": {
-          "version": "0.4.0",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "aws-sign2": {
-          "version": "0.6.0",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "aws4": {
-          "version": "1.6.0",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "balanced-match": {
-          "version": "0.4.2",
-          "bundled": true,
-          "dev": true
-        },
-        "bcrypt-pbkdf": {
-          "version": "1.0.1",
-          "bundled": true,
-          "dev": true,
-          "optional": true,
-          "requires": {
-            "tweetnacl": "0.14.5"
-          }
-        },
-        "block-stream": {
-          "version": "0.0.9",
-          "bundled": true,
-          "dev": true,
-          "requires": {
-            "inherits": "2.0.3"
-          }
-        },
-        "boom": {
-          "version": "2.10.1",
-          "bundled": true,
-          "dev": true,
-          "requires": {
-            "hoek": "2.16.3"
-          }
-        },
-        "brace-expansion": {
-          "version": "1.1.7",
-          "bundled": true,
-          "dev": true,
-          "requires": {
-            "balanced-match": "0.4.2",
-            "concat-map": "0.0.1"
-          }
-        },
-        "buffer-shims": {
-          "version": "1.0.0",
-          "bundled": true,
-          "dev": true
-        },
-        "caseless": {
-          "version": "0.12.0",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "co": {
-          "version": "4.6.0",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "code-point-at": {
-          "version": "1.1.0",
-          "bundled": true,
-          "dev": true
-        },
-        "combined-stream": {
-          "version": "1.0.5",
-          "bundled": true,
-          "dev": true,
-          "requires": {
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-          }
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-        "concat-map": {
-          "version": "0.0.1",
-          "bundled": true,
-          "dev": true
-        },
-        "console-control-strings": {
-          "version": "1.1.0",
-          "bundled": true,
-          "dev": true
-        },
-        "core-util-is": {
-          "version": "1.0.2",
-          "bundled": true,
-          "dev": true
-        },
-        "cryptiles": {
-          "version": "2.0.5",
-          "bundled": true,
-          "dev": true,
-          "requires": {
-            "boom": "2.10.1"
-          }
-        },
-        "dashdash": {
-          "version": "1.14.1",
-          "bundled": true,
-          "dev": true,
-          "optional": true,
-          "requires": {
-            "assert-plus": "1.0.0"
-          },
-          "dependencies": {
-            "assert-plus": {
-              "version": "1.0.0",
-              "bundled": true,
-              "dev": true,
-              "optional": true
-            }
-          }
-        },
-        "debug": {
-          "version": "2.6.8",
-          "bundled": true,
-          "dev": true,
-          "optional": true,
-          "requires": {
-            "ms": "2.0.0"
-          }
-        },
-        "deep-extend": {
-          "version": "0.4.2",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "delayed-stream": {
-          "version": "1.0.0",
-          "bundled": true,
-          "dev": true
-        },
-        "delegates": {
-          "version": "1.0.0",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "detect-libc": {
-          "version": "1.0.2",
-          "bundled": true,
-          "dev": true,
-          "optional": true
-        },
-        "ecc-jsbn": {
-          "version": "0.1.1",
-          "bundled": true,
-          "dev": true,
-          "optional": true,
-          "requires": {
-            "jsbn": "0.1.1"
-          }
-        },
-        "extend": {
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@@ -6454,7 +5566,7 @@
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@@ -6682,7 +5794,7 @@
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@@ -7371,7 +6483,7 @@
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@@ -8331,7 +7443,7 @@
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@@ -8651,7 +7763,7 @@
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@@ -8714,7 +7826,6 @@
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@@ -8761,7 +7872,7 @@
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@@ -8910,7 +8021,7 @@
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@@ -9216,7 +8327,7 @@
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+      "integrity": "sha1-q5Pyeo3BPSjKyBXEYhQ6bZASrp4=",
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@@ -9226,7 +8337,7 @@
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+      "integrity": "sha1-D8Z9fBQYJd6UKC3VNr7GubzoYKs=",
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@@ -9537,7 +8648,7 @@
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+      "integrity": "sha1-ozRHN1OR52atNNNIbm4q7chNLjY=",
       "dev": true,
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@@ -9645,7 +8756,7 @@
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+      "integrity": "sha1-bTQzWIl2jSGyvNoKonfO07G/rfk=",
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@@ -10487,6 +9598,11 @@
         "iconv-lite": "0.4.19"
       }
     },
+    "whatwg-fetch": {
+      "version": "2.0.3",
+      "resolved": "https://registry.npmjs.org/whatwg-fetch/-/whatwg-fetch-2.0.3.tgz",
+      "integrity": "sha1-nITsLc9oGH/wC8ZOEnS0QhduHIQ="
+    },
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       "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-6.4.0.tgz",
@@ -10507,7 +9623,7 @@
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+      "integrity": "sha1-/wS9/AEO5UfXgL7DjhrBwnd9JTo=",
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diff --git a/package.json b/package.json
index 96d7574..8e5a309 100644
--- a/package.json
+++ b/package.json
@@ -23,6 +23,7 @@
     "cheerio": "^1.0.0-rc.2",
     "feed-read-parser": "^0.0.6",
     "find-rss": "^1.6.4",
+    "graphql-client": "^2.0.0",
     "jquery": "^3.2.1",
     "jquery.i18n": "git+https://github.com/wikimedia/jquery.i18n.git",
     "json2yaml": "^1.1.0",