diff --git a/contrib/teamcity/build-configurations.yml b/contrib/teamcity/build-configurations.yml
--- a/contrib/teamcity/build-configurations.yml
+++ b/contrib/teamcity/build-configurations.yml
@@ -121,9 +121,8 @@
     timeout: 1200
 
   build-docs:
-    script: builds/build-docs.sh
-    templates:
-      - common_unix_artifacts
+    targets:
+      - - doc-rpc
     timeout: 600
     artifacts:
       doc/*: doc
diff --git a/doc/rpc/CMakeLists.txt b/doc/rpc/CMakeLists.txt
--- a/doc/rpc/CMakeLists.txt
+++ b/doc/rpc/CMakeLists.txt
@@ -3,9 +3,15 @@
 if(BUILD_BITCOIN_CLI)
 	add_custom_target(doc-rpc
 		COMMENT "Generating RPC documentation"
-		COMMAND go run "${CMAKE_CURRENT_SOURCE_DIR}/generate.go" -regtest
+		COMMAND
+			"${CMAKE_CURRENT_SOURCE_DIR}/gen-rpc-docs.sh"
+			"${CMAKE_CURRENT_SOURCE_DIR}/generate.go"
+			"$<TARGET_FILE:bitcoind>"
+			"$<TARGET_FILE:bitcoin-cli>"
 		WORKING_DIRECTORY "${CMAKE_BINARY_DIR}"
-		DEPENDS bitcoin-cli
+		DEPENDS
+			bitcoind
+			bitcoin-cli
 	)
 endif()
 
diff --git a/doc/rpc/gen-rpc-docs.sh b/doc/rpc/gen-rpc-docs.sh
new file mode 100755
--- /dev/null
+++ b/doc/rpc/gen-rpc-docs.sh
@@ -0,0 +1,49 @@
+#!/bin/sh
+
+export LC_ALL=C.UTF-8
+
+set -eu
+
+if ! command -v go > /dev/null
+then
+  echo "Generating the RPC documentation requires 'go' to be installed"
+  exit 1
+fi
+
+GENERATOR_SCRIPT="$1"
+BITCOIND_COMMAND="$2"
+BITCOIN_CLI_COMMAND="$3"
+
+BITCOIND_PID_FILE="_bitcoind.pid"
+"${BITCOIND_COMMAND}" -regtest -daemon -pid="${BITCOIND_PID_FILE}"
+
+# Waiting for bitcoind to spin up
+# Waiting for bitcoind shut down
+RPC_HELP_WAIT_COUNT=0
+while ! "${BITCOIN_CLI_COMMAND}" -regtest help > /dev/null 2>&1
+do
+  : $((RPC_HELP_WAIT_COUNT+=1))
+  if [ "${RPC_HELP_WAIT_COUNT}" -gt 10 ]
+  then
+    echo "Timed out waiting for bitcoind to start"
+    exit 2
+  fi
+  sleep 0.5
+done
+
+go run "${GENERATOR_SCRIPT}" -regtest
+
+"${BITCOIN_CLI_COMMAND}" -regtest stop > /dev/null 2>&1
+
+# Waiting for bitcoind shut down
+PID_WAIT_COUNT=0
+while [ -e "${BITCOIND_PID_FILE}" ]
+do
+  : $((PID_WAIT_COUNT+=1))
+  if [ "${PID_WAIT_COUNT}" -gt 20 ]
+  then
+    echo "Timed out waiting for bitcoind to stop"
+    exit 3
+  fi
+  sleep 0.5
+done