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FAQ

Frequently asked questions about CCCC.

Positioning

How does CCCC compare to native agent teams and other tools?

vs. native agent teams (Claude Code subagents/agent teams and similar single-vendor features). Native teams give you the smoothest experience inside one vendor and one session — if you only run Claude Code and your work fits in a session, they are a great default. CCCC adds what a single vendor structurally cannot:

  • Cross-vendor groups — Claude Code, Codex CLI, Grok Build, Kimi CLI, ChatGPT Web, and more in one group, so you can route work to whichever model or subscription fits each role.
  • Durable state — groups, messages, read/ack receipts, and tasks live in an append-only ledger owned by a daemon. Restarting a terminal (or your machine) does not dissolve the team.
  • Remote operations — check, pause, resume, and redirect a running group from Telegram, Slack, Discord, Feishu, DingTalk, WeCom, or Weixin.
  • An audit trail — every message and its delivery state is replayable for review and debugging.

vs. parallel task runners (worktree/task-board tools). These tools excel at fanning out isolated tasks in parallel. CCCC's focus is the coordination layer they intentionally skip: agents that talk to each other, hand off work, acknowledge attention messages, and get nudged when they stall — plus daemon-owned lifecycle and IM-side operations. The two approaches compose well: keep a task runner for fan-out and use CCCC as the durable coordination plane.

vs. IM assistant gateways (personal-assistant products that live in your chat app). Those products put a general assistant in your messenger. CCCC is built for delivery-grade collaboration on real work: tracked tasks with owners and outcomes, read/ack semantics, multi-agent groups bound to a repository scope, and a tiered token and capability-allowlist security model.

In short: CCCC does not replace your agents — it is the coordination layer that turns them into a durable, observable team. See also Positioning for what CCCC deliberately is and is not.

Installation & Setup

How do I install CCCC?

bash
# From PyPI
pip install -U cccc-pair

# From TestPyPI (explicit RC testing)
pip install -U --pre \
  --index-url https://test.pypi.org/simple \
  --extra-index-url https://pypi.org/simple \
  cccc-pair

# From source
git clone https://github.com/ChesterRa/cccc
cd cccc
pip install -e .

How do I upgrade from an older version (0.3.x)?

You must uninstall the old version first:

bash
# For pipx users
pipx uninstall cccc-pair

# For pip users
pip uninstall cccc-pair

# Remove any leftover binaries
rm -f ~/.local/bin/cccc ~/.local/bin/ccccd

Then install the new version. Note that 0.4.x has a completely different command structure from 0.3.x.

What are the system requirements?

  • Python 3.9+
  • macOS, Linux, or Windows
  • At least one supported agent runtime CLI

How do I check if CCCC is working?

bash
cccc doctor

This checks Python version, available runtimes, and daemon status.

Agents

Which AI agents are supported?

  • Claude Code (claude)
  • Codex CLI (codex)
  • GitHub Copilot CLI (copilot)
  • Cursor CLI (cursor-agent)
  • Devin CLI (devin)
  • Kiro CLI (kiro-cli)
  • Kilo Code CLI (kilo)
  • Antigravity CLI (agy)
  • Droid (droid)
  • Grok Build (grok)
  • Hermes Agent (hermes)
  • Kimi CLI (kimi)
  • OpenCode (opencode)
  • Amp (amp)
  • Auggie (auggie)
  • Custom (manual fallback; provide your own command and MCP wiring)

What's the difference between Foreman and Peer?

  • Foreman: The first enabled actor. Coordinates work, receives system notifications, can manage other actors.
  • Peer: Independent expert. Has their own judgment, can only manage themselves.

How do I add a custom agent?

bash
cccc actor add my-agent --runtime custom --command "my-custom-cli"

Agent won't start?

  1. Check the terminal tab for error messages
  2. Verify MCP is configured: cccc setup --runtime <name>
  3. Ensure the CLI is installed and in PATH
  4. Try: cccc actor restart <actor_id>

Messaging

How do I send a message to a specific agent?

bash
cccc send "Please do X" --to agent-name

Or in the Web UI, type @agent-name in your message.

Agent isn't responding to my messages?

  1. Check if the agent is running (green indicator in Web UI)
  2. Check the inbox: cccc inbox --actor-id <agent-id>
  3. Look at the terminal tab for errors
  4. Try restarting the agent

How do read receipts work?

Agents call cccc_inbox_mark_read to mark messages as read. This is cumulative - marking message X means all messages up to X are read.

Remote Access

How do I access CCCC from my phone?

Option 1: Cloudflare Tunnel

bash
cloudflared tunnel --url http://127.0.0.1:8848

Option 2: IM Bridge

bash
cccc im set telegram --token-env TELEGRAM_BOT_TOKEN
cccc im start

Option 3: Tailscale

bash
CCCC_WEB_HOST=$(tailscale ip -4) cccc

Is it safe to expose the Web UI?

Before exposing the Web UI, create an Admin Access Token in Settings > Web Access and then sign in with that token.

Use Cloudflare Access or Tailscale for additional security.

Performance

How much resources does CCCC use?

  • Daemon: Minimal (Python async)
  • Web UI: Standard React app
  • Agents: Depends on the runtime

The ledger file is getting large

CCCC supports snapshot/compaction. Large blobs are stored separately in the blobs/ directory.

How do I reduce message latency?

  1. Ensure agents are already running
  2. Use specific @mentions instead of broadcasts
  3. Keep the daemon running (don't restart frequently)

Troubleshooting

Daemon won't start

bash
cccc daemon status  # Check if already running
cccc daemon stop    # Stop existing instance
cccc daemon start   # Start fresh

Port 8848 is unavailable

bash
CCCC_WEB_PORT=9000 cccc

On Windows, Hyper-V / WSL / WinNAT / HNS can reserve a TCP port even when no process is listening on it. If 8848 still fails to start and you do not see an owning PID, check the excluded port ranges:

powershell
netsh interface ipv4 show excludedportrange protocol=tcp

If 8848 falls inside one of those ranges, start CCCC on a different port:

powershell
cccc web --port 9000

MCP not working

bash
cccc setup --runtime <name>  # Re-run setup
cccc doctor                  # Check configuration

Web UI not loading

  1. Check daemon is running: cccc daemon status
  2. Check the port: http://127.0.0.1:8848/
  3. Check browser console for errors
  4. Try a different browser

Concepts

What is a Working Group?

A working group is like an IM group chat with execution capabilities. It includes:

  • An append-only ledger (message history)
  • One or more actors (agents)
  • Optional scopes (project directories)

What is the Ledger?

The ledger is an append-only event stream that stores all messages, state changes, and decisions. It's the single source of truth for a working group.

What is MCP?

MCP (Model Context Protocol) is how agents interact with CCCC. It exposes a rich tool surface for messaging, context management, automation, and system control.

What is a Scope?

A scope is a project directory attached to a working group. Agents work within scopes, and events are attributed to scopes.

Released under the Apache-2.0 License.