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Get Started Free →Delegate coding tasks to the Blackbox AI multi-model CLI.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 179% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 43% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 74% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 115% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 45% | 0% |
Delegate coding tasks to Blackbox AI via the Hermes terminal. Blackbox is a multi-model coding agent CLI that dispatches tasks to multiple LLMs (Claude, Codex, Gemini, Blackbox Pro) and uses a judge to select the best implementation.
The CLI (npm @blackbox_ai/blackbox-cli, binary blackbox) is a TypeScript coding agent (forked from Gemini CLI) and supports interactive sessions, non-interactive one-shots, checkpointing, MCP, and vision model switching.
npm install -g @blackbox_ai/blackbox-cli (binary: blackbox)blackbox configure and enter your API keypty=true in terminal calls — Blackbox CLI is an interactive terminal appterminal(command="blackbox --prompt 'Add JWT authentication with refresh tokens to the Express API'", workdir="/path/to/project", pty=true)For quick scratch work:
terminal(command="cd $(mktemp -d) && git init && blackbox --prompt 'Build a REST API for todos with SQLite'", pty=true)For tasks that take minutes, use background mode so you can monitor progress:
# Start in background with PTY
terminal(command="blackbox --prompt 'Refactor the auth module to use OAuth 2.0'", workdir="~/project", background=true, pty=true)
# Returns session_id
# Monitor progress
process(action="poll", session_id="<id>")
process(action="log", session_id="<id>")
# Send input if Blackbox asks a question
process(action="submit", session_id="<id>", data="yes")
# Kill if needed
process(action="kill", session_id="<id>")Blackbox CLI has built-in checkpoint support for pausing and resuming tasks:
# After a task completes, Blackbox shows a checkpoint tag
# Resume with a follow-up task:
terminal(command="blackbox --resume-checkpoint 'task-abc123-2026-03-06' --prompt 'Now add rate limiting to the endpoints'", workdir="~/project", pty=true)During an interactive session, use these commands:
| Command | Effect | |---------|--------| | /compress | Shrink conversation history to save tokens | | /clear | Wipe history and start fresh | | /stats | View current token usage | | Ctrl+C | Cancel current operation |
Clone to a temp directory to avoid modifying the working tree:
terminal(command="REVIEW=$(mktemp -d) && git clone https://github.com/user/repo.git $REVIEW && cd $REVIEW && gh pr checkout 42 && blackbox --prompt 'Review this PR against main. Check for bugs, security issues, and code quality.'", pty=true)Spawn multiple Blackbox instances for independent tasks:
terminal(command="blackbox --prompt 'Fix the login bug'", workdir="/tmp/issue-1", background=true, pty=true)
terminal(command="blackbox --prompt 'Add unit tests for auth'", workdir="/tmp/issue-2", background=true, pty=true)
# Monitor all
process(action="list")Blackbox's unique feature is running the same task through multiple models and judging the results. Configure which models to use via blackbox configure — select multiple providers to enable the Chairman/judge workflow where the CLI evaluates outputs from different models and picks the best one.
| Flag | Effect | |------|--------| | --prompt "task" (-p) | Non-interactive one-shot execution | | --resume-checkpoint "tag" | Resume from a saved checkpoint | | --yolo (-y) | Auto-approve all actions and model switches | | --vlm-switch-mode <mode> | Image-handling: once, session, or persist | | -c, --checkpointing | Enable checkpointing of file edits | | blackbox configure | Change settings, providers, models | | blackbox update | Update the CLI to the latest version | | blackbox mcp | Manage MCP servers | | blackbox extensions | Manage CLI extensions | | blackbox voice <action> / blackbox shortcut | Configure voice input / the b shortcut |
Blackbox automatically detects images in input and can switch to multimodal analysis. VLM modes:
"once" — Switch model for current query only"session" — Switch for entire session"persist" — Stay on current model (no switch)Control token usage via .blackboxcli/settings.json:
json{ "sessionTokenLimit": 32000 }
pty=true — Blackbox CLI is an interactive terminal app and will hang without a PTYworkdir — keep the agent focused on the right directorybackground=true and monitor with process toolpoll/log, don't kill sessions because they're slowblackbox CLI is installed before attempting delegationOther measured skills in the registry, with their headline benchmark lift.