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Claude Code · Codex · Gemini

Your own sign-ins, as members of a thread.

CommandAGI runs the coding CLIs you already pay for on your computer, signed in as you. Each one is an agent with its own principal, its own sign-in and its own stream.

Open the workbenchSee it for personal use
CommandAGI 工作台的 设置 → agent / mcp：这台电脑上的智能体 CLI、各自的登录方式，以及每个登录的套餐。
Recorded in the workbench: Settings → agent / mcp, with the agent CLIs on this computer, how each one is signed in, and the plan of each sign-in.

One turn

The CLI runs as itself.

The host starts the CLI in the member's worktree, on the member's sign-in, with CommandAGI's MCP server for that run only. It reads the CLI's own output stream back as records.

How a CLI takes a turn in a threadThe thread's task loop chooses a member and checks the usage policy for its sign-in. The host records the prompt as a command, then starts the CLI, Claude Code, Codex, Gemini CLI or Cursor's agent CLI, signed in as the person, with the MCP server for this run. The CLI's session, tool calls, usage and done are read from its output into the member's stream.The task loopwhich member, whichsign-incommand: promptrecorded before the CLIstartsThe CLIclaude · codex · gemini ·cursor-agentCommandAGI's MCPthe turn's own credentialagent-<id> streamsession · tool · usage · doneHow a CLI takes a turn in a threadThe thread's task loop chooses a member and checks the usage policy for its sign-in. The host records the prompt as a command, then starts the CLI, Claude Code, Codex, Gemini CLI or Cursor's agent CLI, signed in as the person, with the MCP server for this run. The CLI's session, tool calls, usage and done are read from its output into the member's stream.The task loopwhich member, which sign-incommand: promptrecorded before the CLI startsThe CLIclaude · codex · gemini · cursor-agentCommandAGI'sMCPthe turn's owncredentialagent-<id>streamsession · tool · usage· done

Case study · the backlog thread

6,641 turns on seven sign-ins.

CommandAGI's own backlog thread, 2026-10-23 to 2026-11-04. Claude Code ran on five sign-ins and Codex on two. A CLI can also run another model through its route: most of Claude Code's turns here ran DeepSeek through an Anthropic-compatible endpoint.

Gemini CLI and Cursor. Both are harnesses with launch plans and parsers, held by the host's tests. Neither took a turn in this thread, so this page has no numbers for them yet.

Claude Code turns
5,619
Codex turns
1,022
tool calls, each a record
469,557
of 2,155 usage-policy checks allowed the turn
2,153
Turns in the backlog thread, by the model each turn named
数据
Turns in the backlog thread, by the model each turn named
ModelTurns
deepseek-flash3576
Claude Sonnet 5.5840
deepseek-v4.1-flash702
gpt-6-luna624
gpt-6.1-sol365
glm-5.3172
Claude Opus 5.5164
Claude Haiku 5.5136
来源文件 runs/20261023t132208z-0aea (the backlog thread, on this computer)输出 case-studies/backlog-thread/stats.json工具 scripts/sites/case-studies.mjs backlog-thread运行于 This computer (dell-gb10-1), reading the run folder时间

One turn, as the CLI reported it.

Member a1's first turn of Claude Code. The sign-in, the tool's input and each line's hlc and salt are left out.

runs/20261023t132208z-0aea/streams/agent-a1@dell-gb10-1real records · 2026-10-23
13:22:31.800 event   policy   cli=claude  allowed  weekly 27% under its cap of 80% (claude-*)
13:22:31.863 command agent:task-loop@dell-gb10-1: prompt  agent=a1@dell-gb10-1  cli=claude  model=claude-opus-5-5
13:22:34.740 event   session  model=claude-opus-5-5
13:22:37.363 event   tool     Bash
13:22:37.364 event   limit    allowed  five_hour 0%  seven_day 26%
13:22:37.395 event   tool-result ok

Bring the plans you already pay for.

Install a CLI, sign in once, and add it to a thread.

Open the workbenchSee it for personal use