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diff --git a/synapse/handlers/e2e_keys.py b/synapse/handlers/e2e_keys.py
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+# -*- coding: utf-8 -*-
+# Copyright 2016 OpenMarket Ltd
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import collections
+import json
+import logging
+
+from twisted.internet import defer
+
+from synapse.api import errors
+import synapse.types
+
+from ._base import BaseHandler
+
+logger = logging.getLogger(__name__)
+
+
+class E2eKeysHandler(BaseHandler):
+    def __init__(self, hs):
+        super(E2eKeysHandler, self).__init__(hs)
+        self.store = hs.get_datastore()
+        self.federation = hs.get_replication_layer()
+        self.is_mine_id = hs.is_mine_id
+
+        # doesn't really work as part of the generic query API, because the
+        # query request requires an object POST, but we abuse the
+        # "query handler" interface.
+        self.federation.register_query_handler(
+            "client_keys", self.on_federation_query_client_keys
+        )
+
+    @defer.inlineCallbacks
+    def query_devices(self, query_body):
+        """ Handle a device key query from a client
+
+        {
+            "device_keys": {
+                "<user_id>": ["<device_id>"]
+            }
+        }
+        ->
+        {
+            "device_keys": {
+                "<user_id>": {
+                    "<device_id>": {
+                        ...
+                    }
+                }
+            }
+        }
+        """
+        device_keys_query = query_body.get("device_keys", {})
+
+        # separate users by domain.
+        # make a map from domain to user_id to device_ids
+        queries_by_domain = collections.defaultdict(dict)
+        for user_id, device_ids in device_keys_query.items():
+            user = synapse.types.UserID.from_string(user_id)
+            queries_by_domain[user.domain][user_id] = device_ids
+
+        # do the queries
+        # TODO: do these in parallel
+        results = {}
+        for destination, destination_query in queries_by_domain.items():
+            if destination == self.hs.hostname:
+                res = yield self.query_local_devices(destination_query)
+            else:
+                res = yield self.federation.query_client_keys(
+                    destination, {"device_keys": destination_query}
+                )
+                res = res["device_keys"]
+            for user_id, keys in res.items():
+                if user_id in destination_query:
+                    results[user_id] = keys
+
+        defer.returnValue((200, {"device_keys": results}))
+
+    @defer.inlineCallbacks
+    def query_local_devices(self, query):
+        """Get E2E device keys for local users
+
+        Args:
+            query (dict[string, list[string]|None): map from user_id to a list
+                 of devices to query (None for all devices)
+
+        Returns:
+            defer.Deferred: (resolves to dict[string, dict[string, dict]]):
+                 map from user_id -> device_id -> device details
+        """
+        local_query = []
+
+        for user_id, device_ids in query.items():
+            if not self.is_mine_id(user_id):
+                logger.warning("Request for keys for non-local user %s",
+                               user_id)
+                raise errors.SynapseError(400, "Not a user here")
+
+            if not device_ids:
+                local_query.append((user_id, None))
+            else:
+                for device_id in device_ids:
+                    local_query.append((user_id, device_id))
+
+        results = yield self.store.get_e2e_device_keys(local_query)
+
+        # un-jsonify the results
+        json_result = collections.defaultdict(dict)
+        for user_id, device_keys in results.items():
+            for device_id, json_bytes in device_keys.items():
+                json_result[user_id][device_id] = json.loads(json_bytes)
+
+        defer.returnValue(json_result)
+
+    @defer.inlineCallbacks
+    def on_federation_query_client_keys(self, query_body):
+        """ Handle a device key query from a federated server
+        """
+        device_keys_query = query_body.get("device_keys", {})
+        res = yield self.query_local_devices(device_keys_query)
+        defer.returnValue({"device_keys": res})