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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Build AI agents that run for hours, not seconds. Async-first Python harness: auto context-compaction, cost budgets & death-spiral guards, persistent cross-session memory, self-evolving SKILL.md, /goal long-task loop, 40+ tools, 20+ models, MCP/ACP. Ships a CLI + Web Gateway out of the box.
| Date | Stars |
|---|---|
| 2026-07-25 | 338 |
| 2026-07-28 | 338 |
| 2026-07-30 | 338 |
| 2026-08-06 | 338 |
Today
— stars today
This week
— stars this week
This month
— stars this month
Momentum
35.0
growth rate 0.00%/day
[**🇨🇳中文**](https://github.com/shibing624/agentica/blob/main/README.md) | [**🌐English**](https://github.com/shibing624/agentica/blob/main/README_EN.md) | [**🇯🇵日本語**](https://github.com/shibing624/agentica/blob/main/README_JP.md)
<div align="center">
<a href="https://github.com/shibing624/agentica">
<img src="https://raw.githubusercontent.com/shibing624/agentica/main/docs/assets/logo.png" height="150" alt="Logo">
</a>
</div>
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# Agentica
**让 Agent 真正跑起来——跑得久、不跑飞、能干活、会进化。**
Async-first Python agent harness · 40+ 工具 · 20+ 模型 · MCP · CLI + Web Gateway
[](https://badge.fury.io/py/agentica)
[](https://pepy.tech/project/agentica)
[](https://github.com/shibing624/agentica)
[](LICENSE)
[](requirements.txt)
[](https://github.com/shibing624/agentica/commits/main)
[](https://github.com/shibing624/agentica/issues)
[](#社区与支持)
**Agentica** 不是套一层 LLM API 的聊天壳，而是一个 Async-First 的 agent harness——让 Agent 真正跑起来：调工具、跑长任务、多智能体协作、跨会话记忆，并持续自我进化。
| | |
|------|------|
| **跑得久，不跑飞** | 专门 Agentic loop 驱动的 LLM ↔ Tool 长循环，内置上下文压缩、成本预算、死循环防护，长任务不断链 |
| **能干活，不只聊天** | 文件、执行、搜索、浏览器、MCP、多智能体、Workflow——真实动手，不绑定单一 IDE |
| **记得住，会遗忘** | 记忆按条目存储、相关性召回、drift 防御，确认过的偏好同步到全局 `~/.agentica/AGENTS.md` |
| **越用越强** | 工具失败 / 用户纠正 / 成功序列沉淀为经验卡片，自动编译成可复用的 `SKILL.md`，跨会话生效 |
| **全可换，不锁死** | 模型、工具、记忆、Skill、Guardrails、MCP 都是可替换部件，而非封闭 SaaS 黑盒 |
### 和其它框架对比
| | Agentica | LangChain | AutoGen / CrewAI | Pydantic AI |
|---|---|---|---|---|
| Async-first agentic loop | ✅ 内置压缩/预算/防死循环 | 片段拼装 | ✅ | ✅ |
| 自进化 Skill | ✅ 自动编译 `SKILL.md` | ❌ | ❌ | ❌ |
| `/goal` 长任务循环 | ✅ | ❌ | ❌ | ❌ |
| 持久跨会话记忆 | ✅ 开箱即用 | 需自行拼装 | 部分 | 需自行拼装 |
| 开箱 CLI + Web Gateway | ✅ | ❌ | ❌ | ❌ |
## 🔥 News
- [2026/07/24] **v1.4.10**：支持视觉模型原生图片输入与模型能力 catalog 路由；新增 `/rename` 和按名称 `/resume`。详见 [Release-v1.4.10](https://github.com/shibing624/agentica/releases/tag/v1.4.10)
- [2026/07/21] **v1.4.9**：内置 subagent 全部改为只读；`edit_file` 改为 tip 提示而非硬拒；修复 `ask_user_question` CLI 卡死。详见 [Release-v1.4.9](https://github.com/shibing624/agentica/releases/tag/v1.4.9)
- [2026/07/05] **v1.4.7**：CLI 新增 cron 运行时（`/cron` 命令 + daemon）、自管理（`/upgrade`、`/config set|env`）；统一配置到 `~/.agentica/config.yaml`。详见 [Release-v1.4.7](https://github.com/shibing624/agentica/releases/tag/v1.4.7)
- [2026/06/03] **v1.4.6**：支持fallback模型可配置，支持多个fallback模型；支持 LSP， CLI 开启 LSP 开关（`--enable-diagnostics`/`--diagnostics-server`）；支持 `agentica doctor`；支持 `/goal` 长程任务。详见 [Release-v1.4.6](https://github.com/shibing624/agentica/releases/tag/v1.4.6)
- [2026/05/11] **v1.4.4**：MemoryExtractHooks 优化，新增 `auto_extract_memory_background` 后台抽取（不再阻塞 `on_agent_end`），memory 抽取优先走更快更便宜的 `auxiliary_model`。详见 [Release-v1.4.4](https://github.com/shibing624/agentica/releases/tag/v1.4.4)
- [2026/05/10] **v1.4.3**：Skill 生命周期重构 + VaG 解耦，新增 `SkillLifecycleHooks` 统一扩展点。详见 [Release-v1.4.3](https://github.com/shibing624/agentica/releases/tag/v1.4.3)
## 架构
Agentica 提供了从底层模型路由到顶层多智能体协作的完整抽象：
<div align="center">
<img src="https://raw.githubusercontent.com/shibing624/agentica/main/docs/assets/architecturev2.jpg" width="800" alt="Agentica Architecture" />
</div>
### 核心执行引擎 (Agentic Loop)
Agentica 的单体 Agent 运行在一个纯粹的基于控制流的 `while(true)` 引擎中，严格依据工具调用来驱动，并内置了防死循环、成本追踪、上下文微压缩（Compaction）和四层安全护栏：
<div align="center">
<img src="https://raw.githubusercontent.com/shibing624/agentica/main/docs/assets/agent_loop.png" width="800" alt="Agentica Loop Architecture" />
</div>
## 安装
```bash
pip install -Excerpt of 8,649 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:b898bba2d29a65c7, topic:ai-agent, topic:agents, topic:agent-framework