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多模型协作工作流引擎 — /ccg:go 一个命令,AI 自动分析意图、选择策略、编排 Codex + Gemini + Claude 协作执行

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多模型协作工作流引擎 — /ccg:go 一个命令,AI 自动分析意图、选择策略、编排 Codex + Gemini + Claude 协作执行

CCG - Claude + Codex + Gemini Multi-Model Collaboration

♥️ Sponsor

Thanks to PackyCode for sponsoring this project! PackyCode is a stable, high-throughput API gateway for leading models — one domain, one key, automatic failover, 97% availability. Dedicated high-speed routes for Codex and Claude Code. Pay in RMB 1:1 with no FX markup or top-up fees; new users get a first-charge discount plus $1 in free credits, and eligible groups start from 20% of list price. Sign up here to get started.

PackyCode also exposes an Anthropic-compatible endpoint, so it can serve as your API provider for Claude Code itself — run npx ccg-workflow, pick PackyCode at Step 1, and paste your key.


Thanks to APIMart for sponsoring this project! APIMart is a low-cost API platform for AI image & video generation — GPT-Image-2 from $0.006/image, 160+ images per dollar. One async API covers both image and video: submit a task, get an ID, fetch results via polling or callback. Batch tens of thousands of images without timeouts, switch models without changing code. Pay-as-you-go with no monthly fee — sign up here to get started.

APIMart also exposes an Anthropic-compatible endpoint, so it can serve as your API provider for Claude Code itself — run npx ccg-workflow, pick APIMart at Step 1, and paste your key.


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CCG on DeepSeek Harness — dsh-ccg

The same role matrix, running natively inside DeepSeek Harness. It ships inside this package — no second install, no second version to track.

npx ccg-workflow dsh install    # every profile found; --profile <name> for one
npx ccg-workflow dsh list       # which profiles have it

Or pick D. DeepSeek Harness from npx ccg-workflow.

Seven role-pinned delegation tools, each on its own model with its own expert persona — and two things the Claude Code side cannot do as cleanly:

  • Model panels. Give one role several models and they all answer the same brief independently, rendered side by side in the conversation. Nothing votes, nothing is averaged — disagreement is the finding.
  • Live teammates. ccg_team hires a role as a colleague that stays alive across turns, owns its own files (a colliding hire is refused, not warned about), and reports back on its own. Every hire asks you to approve it first.

No external CLI, no binary bridge, no cold-start tax — every hop is a provider API request. Source lives in dsh-ccg/; full README →

Also by the author

DSH Marketplace — a directory of DeepSeek Harness plugins. 2,500+ indexed across 14 categories, bilingual EN / 中文.

Not a sponsor — same author as CCG, built out of a plain annoyance: DSH plugins are multiplying fast, but figuring out what one does, whether it still installs, and what the command actually is meant opening one GitHub README after another. So the install commands here are put through a throwaway container first. A plugin only gets a check mark if it really installs — and if it can't, the listing says why (buried in a monorepo subdirectory, never published to npm, and so on). A verified index, not another awesome list.

dsh plugin --profile web add dshmarketplace-plugin   # browse the store from inside DSH
npx dshmarketplace-cli add owner/repo                # install any plugin from your shell

There is also a Python SDK and a public API. Early days — bug reports and plugin submissions are very welcome on GitHub.


What is CCG?

CCG is a workflow engine for Claude Code. It turns Claude into a multi-model orchestrator — Claude stays in control while dispatching specialized work to Codex (OpenAI), Grok (xAI), Kimi Code (Moonshot), and Antigravity through a Go binary bridge.

One command. Describe what you want. The engine handles the rest.

npx ccg-workflow    # Install in 60 seconds

Architecture

Claude Code is the lead orchestrator. It analyzes your intent, selects a strategy, and manages the entire workflow. The Hook Engine injects state every turn so Claude never loses context — even after compaction. The codeagent-wrapper (a compiled Go binary) bridges Claude to external models for parallel analysis and review.

How It Works

…

10 Built-in Strategies

The engine auto-selects the right strategy based on task type and complexity:

Strategy When External Models Agent Teams direct-fix Simple bug, single file — — quick-implement Small feature, clear scope — — guided-develop Medium feature, needs planning Single — full-collaborate Complex feature, multi-module Dual parallel ✓ debug-investigate Complex bug, unknown cause Dual diagnosis — refactor-safely Code restructuring Dual review — deep-research Technical research Dual exploration — optimize-measure Performance optimization Optional — review-audit Code review Dual cross-review — git-action commit, rollback, branches — —

Simple tasks run fast with zero overhead. Complex tasks get the full engine.

Core Features

Hook Engine — Never Lose Context

4 JavaScript hooks inject state into every Claude Code session:

Hook Event What it does workflow-state.js Every turn Injects current task state as breadcrumb session-start.js Session start/compact Re-injects full project context subagent-context.js Agent/Bash spawn Injects spec directly into subagent prompts skill-router.js Every turn Auto-injects domain knowledge by keyword

Context survives compaction. Sub-agents born with spec in their prompt. Zero state loss.

Task System — Persistent Lifecycle

Medium+ complexity tasks get a persistent directory:

.ccg/tasks/add-jwt-auth/
├── task.json         # Status, strategy, phase, gate
├── requirements.md   # Enhanced requirements
├── plan.md           # Approved implementation plan
├── context.jsonl     # Spec files for sub-agent injection
├── review.md         # Review results
└── research/         # Persisted research findings

Quality Gates — Built-in Security & Quality

Gate Trigger /ccg:verify-security New modules, security changes /ccg:verify-quality Changes > 30 lines /ccg:verify-change Doc sync check /ccg:verify-module Module structure check /ccg:gen-docs Auto-generate README + DESIGN

100+ Domain Knowledge Files

When your message mentions security, caching, RAG, Kubernetes, etc., the relevant knowledge file is auto-injected. 10 domains, 61 files:

Security · Architecture · DevOps · AI/MLOps · Development · Frontend Design · Infrastructure · Mobile · Data Engineering · Orchestration

Standalone Skills — battle-tested website workflows (v3.5.1)

Self-contained skills, each usable on its own or auto-triggered by intent. Drawn from real site-building work and shipped with their scripts:

Skill What it does /ccg:bt-panel Drive a BaoTa / aaPanel server over its HTTP API — deploy a build, update a live site, read/write files, run shell, run MySQL. No SSH or rsync; just a panel URL + API key. Ships bt_client.py + one-shot bt_deploy.py. /ccg:seo-page-builder Build, audit, or optimize SEO tool pages (AI generator / remover / enhancer / converter / editor). SERP-intent driven, with a runnable onpage-audit.py keyword-density meter. /ccg:adsense-site-auditor Audit a site for Google AdSense readiness against the full official checklist — eligibility, ownership, content quality, ads.txt, privacy, Publisher Policies — before you apply or after a rejection.

bt-panel reads credentials only from env vars / a git-ignored sites.json; nothing is hardcoded. seo-page-builder is adapted from yuzeiki's skill of the same name (see its SKILL.md).

Commands

Core (v3.0 default: 13 commands)

Command Description /ccg:go Smart entry — describe what you want, engine handles the rest /ccg:commit Smart conventional commit /ccg:rollback Interactive rollback /ccg:clean-branches Clean merged branches /ccg:worktree Worktree management /ccg:init Initialize project CLAUDE.md /ccg:context Project context management

OpenSpec Integration

Command Description /ccg:spec-init Initialize OPSX environment /ccg:spec-research Requirements → constraints /ccg:spec-plan Constraints → zero-decision plan /ccg:spec-impl Execute plan + archive /ccg:spec-review Dual-model cross-review

Legacy Mode (18 additional commands)

Includes /ccg:workflow, /ccg:plan, /ccg:execute, /ccg:frontend, /ccg:backend, /ccg:analyze, /ccg:debug, /ccg:optimize, /ccg:test, /ccg:review, /ccg:team, and more.

Quick Start

Option A — full install (multi-model orchestration + commands + hooks + binary, recommended)

# Install (interactive 4-step wizard)
npx ccg-workflow

# Or non-interactive with defaults
npx ccg-workflow init --skip-prompt

Requires Node.js 20+ and Claude Code CLI. Codex CLI, Grok CLI, Kimi Code CLI, and Antigravity are optional (enable multi-model features).

Option B — native plugin (skills only, zero dependencies, v3.5.1+)

Want just the skills (web-ops toolkit, quality gates, frontend-design, domain knowledge) without the multi-model orchestration?

claude plugin marketplace add fengshao1227/ccg-workflow
claude plugin install ccg@ccg

Skills are invoked as /ccg:<skill>. No npx, no binary. The multi-model commands ship only through Option A (their templates carry install-time placeholders that a native plugin can't resolve).

CLI Commands

…

Configuration

~/.claude/
├── commands/ccg/          # Slash commands
├── hooks/ccg/             # Hook scripts (5 files)
├── skills/ccg/            # Quality gates + 100+ domain knowledge
├── rules/                 # Auto-trigger rules
├── .ccg/
│   ├── config.toml        # Model routing, MCP, performance
│   ├── engine/            # 10 strategy files + model router
│   └── prompts/           # Expert prompts (codex/gemini/claude)
└── bin/codeagent-wrapper  # Multi-model bridge (Go binary)

Environment Variables

Set in ~/.claude/settings.json under "env":

Variable Default Description CODEX_TIMEOUT 7200 Wrapper timeout (seconds) CODEAGENT_POST_MESSAGE_DELAY 5 Post-completion delay CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS unset Set 1 for parallel Agent Teams

Update / Uninstall

npx ccg-workflow@latest     # Update to latest
npx ccg-workflow doctor     # Check health after update
npx ccg-workflow uninstall  # Clean uninstall

Credits

  • cexll/myclaude — codeagent-wrapper inspiration
  • UfoMiao/zcf — Git tools reference
  • mindfold-ai/Trellis — Hook-based workflow state patterns
  • ace-tool — MCP code retrieval

Contributors

GitHub Issues· 0 open

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No open issues yet, or sync has not completed.

Highlights

  • •cexll/myclaude — codeagent-wrapper inspiration
  • •UfoMiao/zcf — Git tools reference
  • •mindfold-ai/Trellis — Hook-based workflow state patterns
  • •ace-tool — MCP code retrieval

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> Details

PublishedAug 1, 2026
UpdatedSep 17, 2026
CategoryAI 编程
PricingOpen source

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