专项更强Offers industry-leading reasoning and artifact generation, but lacks direct terminal-first integration and local preference memory.
Command Code 记录了 2,358,177 月访问量,月度环比增长为 -12.1%,定价为免费增值,定价请咨询。Pieces 记录了 103,015 月访问量,增长率为 -19.4%,定价为免费增值。
| 维度 / 指标 | ![]() | ![]() |
|---|---|---|
| 官方域名 | commandcode.ai | pieces.app |
| 定价模式 | 免费增值,定价请咨询 | 免费增值 |
| 月访问量 | 235.82万 (2,358,177) | 10.3万 (103,015) |
| 月度环比流量变化 | -32.57万 (-12.1%) | -2.48万 (-19.4%) |
| 主要市场与份额 | 🇨🇳 中国 (47%) | 🇮🇱 以色列 (10.7%) |
| 直接访问 / 月 | 174.96万 | 3.41万 |
| 用户评分 | 4.3 | 4.4 |
| 支持的平台 | 网站 | 网站 |

会学习你编码品味的 AI 编程智能体
持续强化学习层把每一次采纳、拒绝和手动编辑变成信号,再把反复出现的模式转化为可复用的项目级技能。
自动修复格式错误的工具调用,让较弱的开放权重模型也能可靠完成智能体循环,接近前沿模型的水平。
交互式 CLI 用于结对,无头标志用于脚本化,后台沙箱智能体则用于更长时间的自主任务。
自定义 /agents 与持久化 /memory 跨会话携带项目上下文,让你不必反复解释代码库与规范。

替你记住工作内容的 AI 记忆层
调研、聊天、邮件、笔记和会议按时间顺序被记录,方便随时搜索、筛选和回溯任意时刻。
按时间、来源、主题或人物限定提问范围,找回当初的决策,精准定位所需上下文。
基于真实上下文即时生成站会更新、晨间简报、会议准备和当日回顾,无需手动拼凑。
以单一方案把完整历史带入 Claude、Cursor、Codex、Antigravity 等任何支持 MCP 的助手。
专项更强Offers industry-leading reasoning and artifact generation, but lacks direct terminal-first integration and local preference memory.
免费 / 开源Orchestrates multiple CLI coding agents in parallel git worktrees, but is less focused on single-user preference learning.

免费 / 开源Vellum is a personal AI assistant that you own and customize. It runs locally on your machine or in Vellum Cloud, remembers your context over time, connects to your tools and takes real actions like email, calendar, research and file work, with model choice across OpenAI, Anthropic, Gemini or local open weights via Ollama.
免费 / 开源Vellum is a personal AI assistant that you own and customize. It runs locally on your machine or in Vellum Cloud, remembers your context over time, connects to your tools and takes real actions like email, calendar, research and file work, with model choice across OpenAI, Anthropic, Gemini or local open weights via Ollama.