SupaKeeper Plain comparisons of AI coding tools

Best AI coding session managers for platform engineers in 2026

Compare Claude Squad, Conductor, ccusage, Cline, Goose and AgentHydra for managing AI coding sessions, with questions to ask before you pick.

By SupaKeeper ยท

SupaKeeper is published by LunarWerx, which makes some of the tools compared here.

Pick by the question you need answered. Claude Squad is a terminal app that manages multiple agents in separate workspaces. [1] Conductor runs a team of coding agents in the cloud. [2] AgentHydra is made by the team that publishes this site and shows Claude Code, Codex and OpenCode sessions on one machine in a live, searchable list. [3]

OptionWhat the tool doesPrice as stated
Claude SquadTerminal app that manages multiple agents in separate workspaces. [1]not published
ConductorRuns a team of coding agents in the cloud. [2]not published
ccusageAnalyzes coding agent CLI token usage and costs from local data. [4]not published
ClineAutonomous coding agent as an SDK, IDE extension, or CLI assistant. [5]not published
GooseGeneral-purpose AI agent that runs on a machine, working with 15+ providers. [6] [6]not published
AgentHydraShows Claude Code, Codex and OpenCode sessions on a machine in one live, searchable list. [3]Free, no account or subscription. [3]

What platform engineers need from AI coding session managers

A platform engineer keeps the builds, pipelines, and environments the rest of the team works on, and usually runs more than one AI coding session at a time. The sessions can come from different tools, each with its own accounts and logs. A session manager earns its place when it shows what is actually running. Some tools also show which account each session is on, how much quota is left, and where work can go when one account runs dry, so check whether a given tool provides those details.

The limits are practical. Some tools manage sessions on the machine that runs them, [1] some run sessions in the cloud, [2] and some only read usage after the work is done. [4] A tool that fits one setup may not fit another, so check whether it covers the tools and accounts you use. The sections below say what each source states and nothing more.

AgentHydra for platform engineers

AgentHydra is made by the team that publishes this site. It shows Claude Code, Codex and OpenCode sessions on your machine in one searchable list, updated live while they run. [3]

It lets you type a reply into a Claude session's own desktop chat, or send one message to several sessions. [3] It moves a Claude chat, history included, to another of your accounts. [3] It splits a task's pieces across Claude Code CLI sessions on your accounts, and moves a worker to another account when one nears its limit. [3]

It lists each Claude and Codex account with its plan and 5-hour and weekly quota, and can open, focus, quit, create and delete Claude Desktop instances. [3] It shows cost at API list prices by day, model, project and account. [3] It pairs each failed shell command with the command that fixed it, and can copy those pairs out as a rules file for your agents. [3] It exposes its features as MCP tools, including whoami and usage checks so an agent knows which account it is on and how much quota is left. [3]

It is free, with no account or subscription, [3] and it is open source under the MIT License. [3] The tray app needs Windows; macOS and Linux builds exist but have not been verified. [3] On Windows, install with a one-line PowerShell script, or download a build from GitHub Releases or run from source with Bun. [3] It can also print the cost numbers as JSON from the command line. [3]

Claude Squad for platform engineers

Claude Squad is a terminal app that manages multiple agents in separate workspaces. [1] The default program it runs is claude. [1]

Manual installation uses a curl command that puts the cs binary in ~/.local/bin. [1]

Conductor for platform engineers

Conductor runs a team of coding agents in the cloud. [2] Its page lists macOS, iOS and API. [2] Its page says it is trusted by 100k+ builders. [2]

ccusage for platform engineers

ccusage analyzes coding agent CLI token usage and costs from local data. [4] It can be run directly without a global installation using npx. [4] It can also be run directly through npm or other package runners without a global install. [4]

Goose for platform engineers

Goose is a general-purpose AI agent that runs on a machine. [6] It works with 15+ providers including Anthropic, OpenAI, Google, Ollama, OpenRouter, Azure, and Bedrock. [6] It connects to 70+ extensions through the Model Context Protocol. [7]

Cline for platform engineers

Cline is an autonomous coding agent available as an SDK, IDE extension, or CLI assistant. [5] Its CLI can run scripts, cron jobs, and CI pipelines. [8] It has a desktop app for macOS and Windows. [5]

Matching the tool to the job

To see every running session in one place, AgentHydra shows Claude Code, Codex and OpenCode sessions in one searchable list, updated live. [3] Claude Squad manages multiple agents in separate workspaces. [1]

To run sessions without using the local machine, Conductor runs a team of coding agents in the cloud. [2]

To track token usage and cost after work is done, ccusage analyzes coding agent CLI token usage and costs from local data. [4] AgentHydra shows cost at API list prices by day, model, project and account. [3]

To automate recurring checks, Cline's CLI runs scripts, cron jobs, and CI pipelines. [8] Cline is available as an SDK, IDE extension, or CLI assistant. [5]

To move work when one account is nearly spent, AgentHydra moves a Claude chat, history included, to another account, and moves a worker to another account when one nears its limit. [3] [3]

To cover many tools at once, Goose is a general-purpose AI agent that runs on a machine and works with 15+ providers. [6] [6]

Questions to ask before you choose

Which sessions do you need to see? Check whether a tool covers the tools you run and lists them live or after the fact.

Which account is each session on? Check whether a tool shows the account, its plan, and its quota. AgentHydra lists each account with its plan and 5-hour and weekly quota. [3]

Where will the sessions run? Claude Squad and Goose run on the machine, [1] [6] while Conductor runs them in the cloud. [2]

What will each account cost? Check how a tool reports cost and whether the figures are list prices or billed amounts. AgentHydra shows cost at API list prices. [3]

What can a tool automate? Cline's CLI runs cron jobs and CI pipelines, [8] so check that against the recurring jobs you run.

Do the machines match your setup? Each tool names the systems it supports, so check before you rely on it.

Frequently asked questions

Can AgentHydra show every AI coding session on a machine?

AgentHydra is made by the team that publishes this site. It shows Claude Code, Codex and OpenCode sessions on the machine in one searchable list, updated live while they run. [3] It lists each Claude and Codex account with its plan and 5-hour and weekly quota. [3] It shows cost at API list prices by day, model, project and account. [3] Check that the list covers the tools and accounts you run.

Can AgentHydra move work to another account?

AgentHydra moves a Claude chat, history included, to another of your accounts. [3] It also splits a task across Claude Code CLI sessions on your accounts and moves a worker to another account when one nears its limit. [3] For other tools, check whether the manager can move sessions, because session managers differ in what they control.

Is AgentHydra free?

It is free, with no account or subscription. [3] It is open source under the MIT License. [3] On Windows, install with a one-line PowerShell script, or download a build from GitHub Releases or run from source with Bun. [3] The tray app needs Windows; macOS and Linux builds exist but have not been verified. [3] Check the release page for current details.

What does ccusage do for platform engineers?

ccusage analyzes coding agent CLI token usage and costs from local data. [4] It can be run directly without a global installation, using npx or other package runners. [4] [4] Check that the sources it reads include the coding agents your team uses before relying on its reports.

Can Conductor run coding agents in the cloud?

Conductor runs a team of coding agents in the cloud. [2] Its page lists macOS, iOS and API. [2] Its page says it is trusted by 100k+ builders. [2] Check whether running sessions in the cloud fits how your team handles accounts and quotas.

Free, with no account or subscription. [3]

Try AgentHydra

Sources

  1. Claude Squad, github.com/smtg-ai/claude-squad, read 2026-10-08
  2. Conductor, conductor.build, read 2026-10-08
  3. AgentHydra's own description of itself (the product of this site's publisher)
  4. ccusage, github.com/ryoppippi/ccusage, read 2026-10-08
  5. Cline, github.com/cline/cline, read 2026-10-10
  6. Goose, github.com/block/goose, read 2026-10-10
  7. Goose, block.github.io/goose, read 2026-10-10
  8. Cline, cline.bot, read 2026-10-10

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