diff --git a/daggyd/daggyd/daggyd.cpp b/daggyd/daggyd/daggyd.cpp
index ed78a2d..64ee6e0 100644
--- a/daggyd/daggyd/daggyd.cpp
+++ b/daggyd/daggyd/daggyd.cpp
@@ -12,6 +12,7 @@
 // Add executors here
 #include <daggy/executors/task/DaggyRunnerTaskExecutor.hpp>
 #include <daggy/executors/task/ForkingTaskExecutor.hpp>
+#include <daggy/executors/task/SSHTaskExecutor.hpp>
 
 #ifdef DAGGY_ENABLE_SLURM
 #include <daggy/executors/task/SlurmTaskExecutor.hpp>
@@ -208,7 +209,45 @@ std::unique_ptr<de::TaskExecutor> executorFactory(const rj::Value &config)
             "DaggyRunnerExecutor runners must be an array of urls");
       exe->addRunner(runners[i].GetString());
     }
+  }
+  else if (name == "SSHTaskExecutor") {
+    if (!execConfig.HasMember("hosts"))
+      throw std::runtime_error(
+          "SSHTaskExecutor config needs at least one host");
 
+    std::unordered_map<std::string,
+                       daggy::executors::task::SSHTaskExecutor::RemoteHost>
+        remoteHosts;
+
+    const auto &hosts = execConfig["hosts"];
+    if (!hosts.IsObject())
+      throw std::runtime_error(
+          "SSHTaskExecutor hosts must be a dictionary of host => {cores, "
+          "memoryMB}");
+
+    for (auto it = hosts.MemberBegin(); it != hosts.MemberEnd(); ++it) {
+      if (!it->name.IsString())
+        throw std::runtime_error("Hostnames names must be a string.");
+      if (!it->value.IsObject())
+        throw std::runtime_error("Hostname definitions must be an object.");
+      const std::string hostName = it->name.GetString();
+
+      const auto &caps = it->value.GetObject();
+
+      if (!caps.HasMember("cores"))
+        throw std::runtime_error("Host " + hostName +
+                                 " is missing cores count.");
+      if (!caps.HasMember("memoryMB"))
+        throw std::runtime_error("Host " + hostName +
+                                 " is missing memoryMB size.");
+
+      size_t cores = caps["cores"].GetInt64();
+      size_t mem   = caps["memoryMB"].GetInt64();
+      remoteHosts.emplace(hostName,
+                          daggy::executors::task::SSHTaskExecutor::RemoteHost{
+                              .cores = cores, .memoryMB = mem});
+    }
+    auto exe = std::make_unique<de::SSHTaskExecutor>(remoteHosts);
     return exe;
   }
 
diff --git a/libdaggy/include/daggy/executors/task/SSHTaskExecutor.hpp b/libdaggy/include/daggy/executors/task/SSHTaskExecutor.hpp
new file mode 100644
index 0000000..2b96676
--- /dev/null
+++ b/libdaggy/include/daggy/executors/task/SSHTaskExecutor.hpp
@@ -0,0 +1,60 @@
+#pragma once
+
+#include "ForkingTaskExecutor.hpp"
+#include "TaskExecutor.hpp"
+
+namespace daggy::executors::task {
+  class SSHTaskExecutor : public TaskExecutor
+  {
+  public:
+    struct RemoteHost
+    {
+      size_t cores;
+      size_t memoryMB;
+    };
+
+    using Command = std::vector<std::string>;
+
+    explicit SSHTaskExecutor(std::unordered_map<std::string, RemoteHost> hosts);
+
+    // Validates the job to ensure that all required values are set and are of
+    // the right type,
+    bool validateTaskParameters(const ConfigValues &job) override;
+
+    std::vector<ConfigValues> expandTaskParameters(
+        const ConfigValues &job, const ConfigValues &expansionValues) override;
+
+    // Runs the task
+    TaskFuture execute(DAGRunID runID, const std::string &taskName,
+                       const Task &task) override;
+
+    bool stop(DAGRunID runID, const std::string &taskName) override;
+
+    std::string description() const override;
+
+  private:
+    struct RunningTask
+    {
+      std::string host;
+      size_t cores;
+      size_t memoryMB;
+      TaskFuture fut;
+      TaskFuture feFuture;
+      int sshRetries;
+      DAGRunID runID;
+      std::string taskName;
+      Task task;
+    };
+
+    std::unordered_map<std::string, RemoteHost> hosts_;
+    ForkingTaskExecutor fe_;
+    std::mutex hostGuard_;
+    std::condition_variable hostCV_;
+    std::deque<RunningTask> runningTasks_;
+
+    void monitor();
+    std::atomic<bool> running_;
+    std::thread monitorWorker_;
+  };
+}  // namespace daggy::executors::task
+
diff --git a/libdaggy/src/executors/task/CMakeLists.txt b/libdaggy/src/executors/task/CMakeLists.txt
index 96a8ada..6bfb756 100644
--- a/libdaggy/src/executors/task/CMakeLists.txt
+++ b/libdaggy/src/executors/task/CMakeLists.txt
@@ -3,4 +3,5 @@ target_sources(${PROJECT_NAME} PRIVATE
         NoopTaskExecutor.cpp
         ForkingTaskExecutor.cpp
         DaggyRunnerTaskExecutor.cpp
+        SSHTaskExecutor.cpp
         )
diff --git a/libdaggy/src/executors/task/SSHTaskExecutor.cpp b/libdaggy/src/executors/task/SSHTaskExecutor.cpp
new file mode 100644
index 0000000..86958e1
--- /dev/null
+++ b/libdaggy/src/executors/task/SSHTaskExecutor.cpp
@@ -0,0 +1,142 @@
+#include <daggy/Utilities.hpp>
+#include <daggy/executors/task/SSHTaskExecutor.hpp>
+#include <iomanip>
+#include <numeric>
+
+using namespace daggy::executors::task;
+
+SSHTaskExecutor::SSHTaskExecutor(
+    std::unordered_map<std::string, RemoteHost> hosts)
+  : hosts_(hosts)
+  , fe_(std::accumulate(
+        hosts_.begin(), hosts_.end(), 0UL,
+        [](size_t t, const auto &a) { return t + a.second.cores; }))
+  , running_(true)
+  , monitorWorker_(&SSHTaskExecutor::monitor, this)
+{
+}
+
+std::string SSHTaskExecutor::description() const
+{
+  std::stringstream ss;
+  ss << "SSHTaskExecutor with total cores on " << hosts_.size() << " hosts";
+  return ss.str();
+}
+
+bool SSHTaskExecutor::stop(DAGRunID runID, const std::string &taskName)
+{
+  return fe_.stop(runID, taskName);
+}
+
+TaskFuture SSHTaskExecutor::execute(DAGRunID runID, const std::string &taskName,
+                                    const Task &task)
+{
+  std::vector<std::string> newCommand{"ssh"};
+  std::string user = "";
+  if (task.job.count("user") > 1)
+    user = std::get<std::string>(task.job.at("user")) + "@";
+  if (task.job.count("port") > 1) {
+    newCommand.push_back("-p");
+    newCommand.push_back(std::get<std::string>(task.job.at("port")));
+  }
+
+  size_t coresNeeded = std::stoull(std::get<std::string>(task.job.at("cores")));
+  size_t memoryMBNeeded =
+      std::stoull(std::get<std::string>(task.job.at("memoryMB")));
+  RemoteHost *host;
+  std::string hostname = "";
+
+  // Block until a host is found
+  std::unique_lock<std::mutex> lock(hostGuard_);
+  // Wait for a host to be available
+  hostCV_.wait(lock, [&] {
+    for (auto &r : hosts_) {
+      if (r.second.cores >= coresNeeded and
+          r.second.memoryMB >= memoryMBNeeded) {
+        host     = &r.second;
+        hostname = r.first;
+        return true;
+      }
+    }
+    return false;
+  });
+  host->cores -= coresNeeded;
+  host->memoryMB -= memoryMBNeeded;
+  Task sshTask{task};
+  newCommand.push_back(user + hostname);
+  const auto oldCommand =
+      std::get<std::vector<std::string>>(task.job.at("command"));
+  std::copy(oldCommand.begin(), oldCommand.end(),
+            std::back_inserter(newCommand));
+
+  sshTask.job["command"] = newCommand;
+
+  RunningTask rt{
+      .host       = hostname,
+      .cores      = coresNeeded,
+      .memoryMB   = memoryMBNeeded,
+      .fut        = std::make_shared<Future<AttemptRecord>>(),
+      .feFuture   = fe_.execute(runID, taskName, sshTask),
+      .sshRetries = 3,
+      .runID      = runID,
+      .taskName   = taskName,
+      .task       = sshTask,
+  };
+
+  auto fut = rt.fut;
+  runningTasks_.emplace_back(std::move(rt));
+
+  return fut;
+}
+
+void SSHTaskExecutor::monitor()
+{
+  while (running_) {
+    {
+      std::lock_guard<std::mutex> lock(hostGuard_);
+      while (!runningTasks_.empty() and runningTasks_.front().fut->ready())
+        runningTasks_.pop_front();
+
+      for (auto &rt : runningTasks_) {
+        if (rt.feFuture->ready() and !rt.fut->ready()) {
+          auto attempt = rt.feFuture->get();
+          // SSH is a bit flakey, but will error with 255 if it doesn't work
+          if (attempt.rc == 255) {
+            --rt.sshRetries;
+            if (rt.sshRetries > 0) {
+              /*
+              std::cout << "Resubmitting: " << rt.sshRetries;
+              for (const auto &i : std::get<std::vector<std::string>>(
+                       rt.task.job.at("command")))
+                std::cout << " " << i;
+              std::cout << std::endl;
+              */
+              rt.feFuture = fe_.execute(rt.runID, rt.taskName, rt.task);
+              continue;
+            }
+          }
+          rt.fut->set(rt.feFuture->get());
+          hosts_[rt.host].cores += rt.cores;
+          hosts_[rt.host].memoryMB += rt.memoryMB;
+          hostCV_.notify_one();
+        }
+      }
+    }
+    std::this_thread::sleep_for(std::chrono::milliseconds(500));
+  }
+}
+
+bool SSHTaskExecutor::validateTaskParameters(const ConfigValues &job)
+{
+  return fe_.validateTaskParameters(job);
+
+  // TODO add in requirement for memory, cores, users, privkey, port
+
+  return true;
+}
+
+std::vector<daggy::ConfigValues> SSHTaskExecutor::expandTaskParameters(
+    const ConfigValues &job, const ConfigValues &expansionValues)
+{
+  return fe_.expandTaskParameters(job, expansionValues);
+}