Delegate coding tasks to the Blackbox AI multi-model CLI. An agent skill from Luciole-Studio/Misaka-Agent.

MITAuto-check passedAI & LLM Engineering

Install Blackbox

skills CLI
$ npx skills add Luciole-Studio/Misaka-Agent --skill blackbox -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install Luciole-Studio/Misaka-Agent blackbox --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .claude/skills && cp -r skills-src/misaka/core/skills/assets/optional/autonomous-ai-agents/blackbox .claude/skills/blackbox && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
blackbox
GitHub stars
139
Used in
1 other repo
Token cost
~1.4k tokens
SKILL.md length
449 words
Files
1
Skills in repo
76
Repo updated
First seen
Licence
MIT

At a glance

Delegate coding tasks to the Blackbox AI multi-model CLI. An agent skill from Luciole-Studio/Misaka-Agent.

  • Works in 7 steps: Always use pty=true — Blackbox CLI is an… → Use workdir — keep the agent focused on… → Background for long tasks — use… → …
  • AI & LLM Engineering work in your project
  • SKILL.md covers Prerequisites, One-Shot Tasks, Background Mode (Long Tasks) and Checkpoints & Resume, plus 8 more sections
  • Calls git, gh and npm; reaches github.com

What it does

Blackbox is an agent skill from Luciole-Studio/Misaka-Agent. Delegate coding tasks to the Blackbox AI multi-model CLI.

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in AI & LLM Engineering. The repository describes itself as: A multi-agent research system for the humanities and social sciences. The licence is MIT.

When your agent uses it

  • AI & LLM Engineering work in your project

Example prompts

  • “/blackbox”

Requirements

  • Node.js

Workflow steps

7 steps, taken from the first numbered list in SKILL.md.

  1. Always use pty=true — Blackbox CLI is an interactive terminal app and will hang without a PTY
  2. Use workdir — keep the agent focused on the right directory
  3. Background for long tasks — use background=true and monitor with process tool
  4. Don't interfere — monitor with poll/log, don't kill sessions because they're slow
  5. Report results — after completion, check what changed and summarize for the user
  6. Credits cost money — Blackbox uses a credit-based system; multi-model mode consumes credits faster
  7. Check prerequisites — verify blackbox CLI is installed before attempting delegation

What it can do on your machine

Read from SKILL.md and the folder at commit b94464a. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • git
    • gh
    • npm

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • github.com

    Also links to:

    • blackbox.ai

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Blackbox loads about 1.4k tokens when it runs. Until then it costs about 17 tokens; SKILL.md has 449 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~17
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from Luciole-Studio/Misaka-Agent at commit b94464a, republished under its MIT licence (© Luciole-Studio). 449 words, ~1,366 tokens.

Download SKILL.mdSave it as .claude/skills/blackbox/SKILL.md (or your agent's skills folder).
name
blackbox
description
Delegate coding tasks to the Blackbox AI multi-model CLI.
version
1.0.1
author
Hermes Agent (Nous Research)
license
MIT
platforms
linux, macos, windows

Blackbox CLI

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.

Prerequisites

  • Node.js 20+ installed
  • Blackbox CLI installed: npm install -g @blackbox_ai/blackbox-cli (binary: blackbox)
  • API key from app.blackbox.ai/dashboard
  • Configured: run blackbox configure and enter your API key
  • Use pty=true in terminal calls — Blackbox CLI is an interactive terminal app

One-Shot Tasks

terminal(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)

Background Mode (Long Tasks)

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>")

Checkpoints & Resume

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)

Session Commands

During an interactive session, use these commands:

CommandEffect
/compressShrink conversation history to save tokens
/clearWipe history and start fresh
/statsView current token usage
Ctrl+CCancel current operation

PR Reviews

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)

Parallel Work

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")

Multi-Model Mode

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.

Show full SKILL.md (208 more words)Show less

Key Flags

FlagEffect
--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, --checkpointingEnable checkpointing of file edits
blackbox configureChange settings, providers, models
blackbox updateUpdate the CLI to the latest version
blackbox mcpManage MCP servers
blackbox extensionsManage CLI extensions
blackbox voice <action> / blackbox shortcutConfigure voice input / the b shortcut

Vision Support

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)

Token Limits

Control token usage via .blackboxcli/settings.json:

json
{
  "sessionTokenLimit": 32000
}

Rules

  1. Always use pty=true — Blackbox CLI is an interactive terminal app and will hang without a PTY
  2. Use workdir — keep the agent focused on the right directory
  3. Background for long tasks — use background=true and monitor with process tool
  4. Don't interfere — monitor with poll/log, don't kill sessions because they're slow
  5. Report results — after completion, check what changed and summarize for the user
  6. Credits cost money — Blackbox uses a credit-based system; multi-model mode consumes credits faster
  7. Check prerequisites — verify blackbox CLI is installed before attempting delegation

© Luciole-Studio, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in misaka/core/skills/assets/optional/autonomous-ai-agents/blackbox of Luciole-Studio/Misaka-Agent.

Open the folder on GitHubat commit b94464a

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in Luciole-Studio/Misaka-Agent, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Blackbox next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Blackbox compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Blackbox this skillLuciole-Studio/Misaka-Agent1391 repos~1.4kAutomated safety check: PassMIT
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Add Uint Supportpytorch/pytorch104k2 repos~2.3kAutomated safety check: PassCustom licence
Peft Fine TuningOrchestra-Research/AI-Research-SKILLs13k9 repos~3.1kAutomated safety check: PassMIT
Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs13k9 repos~3.3kAutomated safety check: PassMIT
1passwordtrpc-group/trpc-agent-go1.8k15 repos~656Automated safety check: PassApache-2.0

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Questions about Blackbox

What does Blackbox do?

Delegate coding tasks to the Blackbox AI multi-model CLI. An agent skill from Luciole-Studio/Misaka-Agent. Blackbox is an agent skill from Luciole-Studio/Misaka-Agent. Delegate coding tasks to the Blackbox AI multi-model CLI.

When should I use Blackbox?

Blackbox fits situations like: AI & LLM Engineering work in your project.

How do I install Blackbox in Claude Code?

Run `npx skills add Luciole-Studio/Misaka-Agent --skill blackbox -a claude-code`. Or copy the skill folder (misaka/core/skills/assets/optional/autonomous-ai-agents/blackbox in Luciole-Studio/Misaka-Agent) into .claude/skills/blackbox in your project. Claude Code loads it when a task matches its description.

How do I install Blackbox in Codex?

Run `npx skills add Luciole-Studio/Misaka-Agent --skill blackbox -a codex`. Or copy the skill folder (misaka/core/skills/assets/optional/autonomous-ai-agents/blackbox in Luciole-Studio/Misaka-Agent) into .agents/skills/blackbox in your project. Codex loads it when a task matches its description.

Can I use Blackbox in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Luciole-Studio/Misaka-Agent --skill blackbox -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/blackbox, .gemini/skills/blackbox, .github/skills/blackbox and .opencode/skills/blackbox in your project.

What does Blackbox need to run?

Going by SKILL.md and its folder, Blackbox needs the command-line tools its instructions call (git, gh and npm). Our summary lists: Node.js.

Does Blackbox access the network?

SKILL.md names 2 domains. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. As links in the text: blackbox.ai. This is read from the text; nothing was executed.

Is Blackbox safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Blackbox use?

Blackbox is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Blackbox use?

About 1.4k tokens (SKILL.md is roughly 5.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Blackbox?

Skills that share tags, products or a category with Blackbox: Agent Builder (shareAI-lab/learn-claude-code, 78k stars), Add Uint Support (pytorch/pytorch, 104k stars), Peft Fine Tuning (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Blackbox?

Luciole-Studio (a GitHub organization) maintains it in Luciole-Studio/Misaka-Agent, which has 139 GitHub stars. The repository holds 76 skills in this directory. The repository was last updated on October 8, 2026.

Source: Luciole-Studio/Misaka-Agent on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.