Metadata-Version: 2.4
Name: agentica
Version: 1.3.6rc1
Summary: Agentica: A lightweight Python SDK for building AI agents with persistent memory and self-evolution
Author-email: XuMing <xuming624@qq.com>
License:                                  Apache License
                                   Version 2.0, January 2004
                                http://www.apache.org/licenses/
        
           TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
        
           1. Definitions.
        
              "License" shall mean the terms and conditions for use, reproduction,
              and distribution as defined by Sections 1 through 9 of this document.
        
              "Licensor" shall mean the copyright owner or entity authorized by
              the copyright owner that is granting the License.
        
              "Legal Entity" shall mean the union of the acting entity and all
              other entities that control, are controlled by, or are under common
              control with that entity. For the purposes of this definition,
              "control" means (i) the power, direct or indirect, to cause the
              direction or management of such entity, whether by contract or
              otherwise, or (ii) ownership of fifty percent (50%) or more of the
              outstanding shares, or (iii) beneficial ownership of such entity.
        
              "You" (or "Your") shall mean an individual or Legal Entity
              exercising permissions granted by this License.
        
              "Source" form shall mean the preferred form for making modifications,
              including but not limited to software source code, documentation
              source, and configuration files.
        
              "Object" form shall mean any form resulting from mechanical
              transformation or translation of a Source form, including but
              not limited to compiled object code, generated documentation,
              and conversions to other media types.
        
              "Work" shall mean the work of authorship, whether in Source or
              Object form, made available under the License, as indicated by a
              copyright notice that is included in or attached to the work
              (an example is provided in the Appendix below).
        
              "Derivative Works" shall mean any work, whether in Source or Object
              form, that is based on (or derived from) the Work and for which the
              editorial revisions, annotations, elaborations, or other modifications
              represent, as a whole, an original work of authorship. For the purposes
              of this License, Derivative Works shall not include works that remain
              separable from, or merely link (or bind by name) to the interfaces of,
              the Work and Derivative Works thereof.
        
              "Contribution" shall mean any work of authorship, including
              the original version of the Work and any modifications or additions
              to that Work or Derivative Works thereof, that is intentionally
              submitted to Licensor for inclusion in the Work by the copyright owner
              or by an individual or Legal Entity authorized to submit on behalf of
              the copyright owner. For the purposes of this definition, "submitted"
              means any form of electronic, verbal, or written communication sent
              to the Licensor or its representatives, including but not limited to
              communication on electronic mailing lists, source code control systems,
              and issue tracking systems that are managed by, or on behalf of, the
              Licensor for the purpose of discussing and improving the Work, but
              excluding communication that is conspicuously marked or otherwise
              designated in writing by the copyright owner as "Not a Contribution."
        
              "Contributor" shall mean Licensor and any individual or Legal Entity
              on behalf of whom a Contribution has been received by Licensor and
              subsequently incorporated within the Work.
        
           2. Grant of Copyright License. Subject to the terms and conditions of
              this License, each Contributor hereby grants to You a perpetual,
              worldwide, non-exclusive, no-charge, royalty-free, irrevocable
              copyright license to reproduce, prepare Derivative Works of,
              publicly display, publicly perform, sublicense, and distribute the
              Work and such Derivative Works in Source or Object form.
        
           3. Grant of Patent License. Subject to the terms and conditions of
              this License, each Contributor hereby grants to You a perpetual,
              worldwide, non-exclusive, no-charge, royalty-free, irrevocable
              (except as stated in this section) patent license to make, have made,
              use, offer to sell, sell, import, and otherwise transfer the Work,
              where such license applies only to those patent claims licensable
              by such Contributor that are necessarily infringed by their
              Contribution(s) alone or by combination of their Contribution(s)
              with the Work to which such Contribution(s) was submitted. If You
              institute patent litigation against any entity (including a
              cross-claim or counterclaim in a lawsuit) alleging that the Work
              or a Contribution incorporated within the Work constitutes direct
              or contributory patent infringement, then any patent licenses
              granted to You under this License for that Work shall terminate
              as of the date such litigation is filed.
        
           4. Redistribution. You may reproduce and distribute copies of the
              Work or Derivative Works thereof in any medium, with or without
              modifications, and in Source or Object form, provided that You
              meet the following conditions:
        
              (a) You must give any other recipients of the Work or
                  Derivative Works a copy of this License; and
        
              (b) You must cause any modified files to carry prominent notices
                  stating that You changed the files; and
        
              (c) You must retain, in the Source form of any Derivative Works
                  that You distribute, all copyright, patent, trademark, and
                  attribution notices from the Source form of the Work,
                  excluding those notices that do not pertain to any part of
                  the Derivative Works; and
        
              (d) If the Work includes a "NOTICE" text file as part of its
                  distribution, then any Derivative Works that You distribute must
                  include a readable copy of the attribution notices contained
                  within such NOTICE file, excluding those notices that do not
                  pertain to any part of the Derivative Works, in at least one
                  of the following places: within a NOTICE text file distributed
                  as part of the Derivative Works; within the Source form or
                  documentation, if provided along with the Derivative Works; or,
                  within a display generated by the Derivative Works, if and
                  wherever such third-party notices normally appear. The contents
                  of the NOTICE file are for informational purposes only and
                  do not modify the License. You may add Your own attribution
                  notices within Derivative Works that You distribute, alongside
                  or as an addendum to the NOTICE text from the Work, provided
                  that such additional attribution notices cannot be construed
                  as modifying the License.
        
              You may add Your own copyright statement to Your modifications and
              may provide additional or different license terms and conditions
              for use, reproduction, or distribution of Your modifications, or
              for any such Derivative Works as a whole, provided Your use,
              reproduction, and distribution of the Work otherwise complies with
              the conditions stated in this License.
        
           5. Submission of Contributions. Unless You explicitly state otherwise,
              any Contribution intentionally submitted for inclusion in the Work
              by You to the Licensor shall be under the terms and conditions of
              this License, without any additional terms or conditions.
              Notwithstanding the above, nothing herein shall supersede or modify
              the terms of any separate license agreement you may have executed
              with Licensor regarding such Contributions.
        
           6. Trademarks. This License does not grant permission to use the trade
              names, trademarks, service marks, or product names of the Licensor,
              except as required for reasonable and customary use in describing the
              origin of the Work and reproducing the content of the NOTICE file.
        
           7. Disclaimer of Warranty. Unless required by applicable law or
              agreed to in writing, Licensor provides the Work (and each
              Contributor provides its Contributions) on an "AS IS" BASIS,
              WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
              implied, including, without limitation, any warranties or conditions
              of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
              PARTICULAR PURPOSE. You are solely responsible for determining the
              appropriateness of using or redistributing the Work and assume any
              risks associated with Your exercise of permissions under this License.
        
           8. Limitation of Liability. In no event and under no legal theory,
              whether in tort (including negligence), contract, or otherwise,
              unless required by applicable law (such as deliberate and grossly
              negligent acts) or agreed to in writing, shall any Contributor be
              liable to You for damages, including any direct, indirect, special,
              incidental, or consequential damages of any character arising as a
              result of this License or out of the use or inability to use the
              Work (including but not limited to damages for loss of goodwill,
              work stoppage, computer failure or malfunction, or any and all
              other commercial damages or losses), even if such Contributor
              has been advised of the possibility of such damages.
        
           9. Accepting Warranty or Additional Liability. While redistributing
              the Work or Derivative Works thereof, You may choose to offer,
              and charge a fee for, acceptance of support, warranty, indemnity,
              or other liability obligations and/or rights consistent with this
              License. However, in accepting such obligations, You may act only
              on Your own behalf and on Your sole responsibility, not on behalf
              of any other Contributor, and only if You agree to indemnify,
              defend, and hold each Contributor harmless for any liability
              incurred by, or claims asserted against, such Contributor by reason
              of your accepting any such warranty or additional liability.
        
           END OF TERMS AND CONDITIONS
        
           APPENDIX: How to apply the Apache License to your work.
        
              To apply the Apache License to your work, attach the following
              boilerplate notice, with the fields enclosed by brackets "[]"
              replaced with your own identifying information. (Don't include
              the brackets!)  The text should be enclosed in the appropriate
              comment syntax for the file format. We also recommend that a
              file or class name and description of purpose be included on the
              same "printed page" as the copyright notice for easier
              identification within third-party archives.
        
           Copyright [yyyy] [name of copyright owner]
        
           Licensed under the Apache License, Version 2.0 (the "License");
           you may not use this file except in compliance with the License.
           You may obtain a copy of the License at
        
               http://www.apache.org/licenses/LICENSE-2.0
        
           Unless required by applicable law or agreed to in writing, software
           distributed under the License is distributed on an "AS IS" BASIS,
           WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
           See the License for the specific language governing permissions and
           limitations under the License.
        
Project-URL: Homepage, https://github.com/shibing624/agentica
Project-URL: Documentation, https://shibing624.github.io/agentica
Project-URL: Repository, https://github.com/shibing624/agentica
Project-URL: Issues, https://github.com/shibing624/agentica/issues
Project-URL: Changelog, https://github.com/shibing624/agentica/blob/main/CHANGELOG.md
Keywords: ai,agent,llm,sdk,agentic
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: Education
Classifier: Intended Audience :: Science/Research
Classifier: Development Status :: 5 - Production/Stable
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Programming Language :: Python :: 3.13
Classifier: Programming Language :: Python :: 3.14
Classifier: Operating System :: OS Independent
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Requires-Python: >=3.10
Description-Content-Type: text/markdown
License-File: LICENSE
Requires-Dist: openai>=1.0
Requires-Dist: anthropic>=0.40
Requires-Dist: pydantic>=2.0
Requires-Dist: httpx>=0.24
Requires-Dist: loguru>=0.7
Requires-Dist: aiofiles>=23.0
Requires-Dist: tiktoken>=0.5
Requires-Dist: pyyaml>=6.0
Requires-Dist: python-dotenv>=1.0
Requires-Dist: typing_extensions>=4.0
Requires-Dist: python-frontmatter>=1.0
Requires-Dist: prompt-toolkit>=3.0
Requires-Dist: rich>=13.0
Requires-Dist: beautifulsoup4>=4.12
Requires-Dist: lxml>=4.9
Requires-Dist: markdownify>=0.11
Requires-Dist: requests>=2.31
Requires-Dist: puremagic>=1.15
Requires-Dist: tqdm>=4.65
Provides-Extra: ollama
Requires-Dist: ollama>=0.1; extra == "ollama"
Provides-Extra: azure
Requires-Dist: azure-ai-inference>=1.0; extra == "azure"
Requires-Dist: aiohttp; extra == "azure"
Provides-Extra: litellm
Requires-Dist: litellm<=1.82.6; extra == "litellm"
Provides-Extra: google
Requires-Dist: google-genai>=1.0; extra == "google"
Provides-Extra: groq
Requires-Dist: groq>=0.4; extra == "groq"
Provides-Extra: mistral
Requires-Dist: mistralai>=1.0; extra == "mistral"
Provides-Extra: cohere
Requires-Dist: cohere>=5.0; extra == "cohere"
Provides-Extra: bedrock
Requires-Dist: boto3; extra == "bedrock"
Requires-Dist: aioboto3; extra == "bedrock"
Provides-Extra: mcp
Requires-Dist: mcp>=1.9; extra == "mcp"
Provides-Extra: acp
Requires-Dist: websockets>=12.0; extra == "acp"
Provides-Extra: rag
Requires-Dist: scikit-learn>=1.3; extra == "rag"
Requires-Dist: numpy>=1.24; extra == "rag"
Provides-Extra: chroma
Requires-Dist: chromadb>=0.4; extra == "chroma"
Provides-Extra: lancedb
Requires-Dist: lancedb>=0.26.0; extra == "lancedb"
Requires-Dist: tantivy; extra == "lancedb"
Provides-Extra: qdrant
Requires-Dist: qdrant-client>=1.7; extra == "qdrant"
Provides-Extra: pgvector
Requires-Dist: pgvector>=0.2; extra == "pgvector"
Requires-Dist: psycopg[binary]>=3.1; extra == "pgvector"
Provides-Extra: pinecone
Requires-Dist: pinecone>=5.0; extra == "pinecone"
Provides-Extra: milvus
Requires-Dist: pymilvus>=2.5; extra == "milvus"
Provides-Extra: weaviate
Requires-Dist: weaviate-client>=4.0; extra == "weaviate"
Provides-Extra: huggingface
Requires-Dist: huggingface-hub>=0.20; extra == "huggingface"
Requires-Dist: sentence-transformers>=2.0; extra == "huggingface"
Provides-Extra: ddg
Requires-Dist: ddgs>=4.0; extra == "ddg"
Provides-Extra: wikipedia
Requires-Dist: wikipedia>=1.4; extra == "wikipedia"
Provides-Extra: serper
Provides-Extra: exa
Requires-Dist: exa-py>=1.0; extra == "exa"
Provides-Extra: bocha
Provides-Extra: tavily
Requires-Dist: tavily-python>=0.3; extra == "tavily"
Provides-Extra: yfinance
Requires-Dist: yfinance>=0.2; extra == "yfinance"
Provides-Extra: arxiv
Requires-Dist: arxiv>=2.0; extra == "arxiv"
Provides-Extra: newspaper
Requires-Dist: newspaper4k; extra == "newspaper"
Requires-Dist: lxml_html_clean; extra == "newspaper"
Provides-Extra: dblp
Provides-Extra: dalle
Provides-Extra: cogview
Provides-Extra: cogvideo
Provides-Extra: ocr
Requires-Dist: pytesseract>=0.3; extra == "ocr"
Provides-Extra: image-analysis
Provides-Extra: video-analysis
Provides-Extra: browser
Requires-Dist: playwright>=1.40; extra == "browser"
Provides-Extra: crawl
Provides-Extra: jupyter
Requires-Dist: jupyter>=1.0; extra == "jupyter"
Requires-Dist: ipykernel>=6.0; extra == "jupyter"
Provides-Extra: sql
Requires-Dist: sqlalchemy>=2.0; extra == "sql"
Provides-Extra: resend
Requires-Dist: resend>=0.7; extra == "resend"
Provides-Extra: volc-tts
Provides-Extra: weather
Requires-Dist: requests>=2.31; extra == "weather"
Provides-Extra: tools-search
Requires-Dist: agentica[ddg]; extra == "tools-search"
Requires-Dist: agentica[wikipedia]; extra == "tools-search"
Requires-Dist: agentica[serper]; extra == "tools-search"
Requires-Dist: agentica[exa]; extra == "tools-search"
Requires-Dist: agentica[bocha]; extra == "tools-search"
Provides-Extra: tools-research
Requires-Dist: agentica[arxiv]; extra == "tools-research"
Requires-Dist: agentica[wikipedia]; extra == "tools-research"
Requires-Dist: agentica[newspaper]; extra == "tools-research"
Requires-Dist: agentica[dblp]; extra == "tools-research"
Provides-Extra: tools-finance
Requires-Dist: agentica[yfinance]; extra == "tools-finance"
Provides-Extra: tools-media
Requires-Dist: agentica[dalle]; extra == "tools-media"
Requires-Dist: agentica[cogview]; extra == "tools-media"
Requires-Dist: agentica[cogvideo]; extra == "tools-media"
Requires-Dist: agentica[ocr]; extra == "tools-media"
Requires-Dist: agentica[image-analysis]; extra == "tools-media"
Requires-Dist: agentica[video-analysis]; extra == "tools-media"
Provides-Extra: tools-browser
Requires-Dist: agentica[browser]; extra == "tools-browser"
Requires-Dist: agentica[crawl]; extra == "tools-browser"
Provides-Extra: tools-extra
Requires-Dist: agentica[tools-search]; extra == "tools-extra"
Requires-Dist: agentica[tools-research]; extra == "tools-extra"
Requires-Dist: agentica[tools-finance]; extra == "tools-extra"
Requires-Dist: agentica[crawl]; extra == "tools-extra"
Provides-Extra: vectordbs
Requires-Dist: agentica[chroma]; extra == "vectordbs"
Requires-Dist: agentica[lancedb]; extra == "vectordbs"
Requires-Dist: agentica[qdrant]; extra == "vectordbs"
Requires-Dist: agentica[pgvector]; extra == "vectordbs"
Provides-Extra: postgres
Requires-Dist: psycopg[binary]>=3.1; extra == "postgres"
Requires-Dist: sqlalchemy>=2.0; extra == "postgres"
Provides-Extra: mysql
Requires-Dist: pymysql>=1.1; extra == "mysql"
Requires-Dist: sqlalchemy>=2.0; extra == "mysql"
Provides-Extra: redis
Requires-Dist: redis>=5.0; extra == "redis"
Provides-Extra: mongo
Requires-Dist: pymongo>=4.6; extra == "mongo"
Provides-Extra: storage
Requires-Dist: agentica[sql]; extra == "storage"
Requires-Dist: agentica[postgres]; extra == "storage"
Requires-Dist: agentica[mysql]; extra == "storage"
Requires-Dist: agentica[redis]; extra == "storage"
Provides-Extra: gateway
Requires-Dist: fastapi[standard]>=0.109; extra == "gateway"
Requires-Dist: uvicorn[standard]>=0.27; extra == "gateway"
Requires-Dist: websockets>=12.0; extra == "gateway"
Requires-Dist: lark-oapi>=1.0; extra == "gateway"
Requires-Dist: apscheduler>=3.10; extra == "gateway"
Requires-Dist: croniter>=1.3; extra == "gateway"
Provides-Extra: telegram
Requires-Dist: agentica[gateway]; extra == "telegram"
Requires-Dist: python-telegram-bot>=20.0; extra == "telegram"
Provides-Extra: discord
Requires-Dist: agentica[gateway]; extra == "discord"
Requires-Dist: discord.py>=2.0; extra == "discord"
Provides-Extra: slack
Requires-Dist: agentica[gateway]; extra == "slack"
Requires-Dist: slack_sdk>=3.40; extra == "slack"
Provides-Extra: langfuse
Requires-Dist: langfuse>=2.0; extra == "langfuse"
Provides-Extra: opentelemetry
Requires-Dist: opentelemetry-sdk; extra == "opentelemetry"
Requires-Dist: opentelemetry-exporter-otlp; extra == "opentelemetry"
Provides-Extra: tracing
Requires-Dist: agentica[langfuse]; extra == "tracing"
Requires-Dist: agentica[opentelemetry]; extra == "tracing"
Provides-Extra: models
Requires-Dist: agentica[ollama]; extra == "models"
Requires-Dist: agentica[azure]; extra == "models"
Requires-Dist: agentica[litellm]; extra == "models"
Requires-Dist: agentica[google]; extra == "models"
Requires-Dist: agentica[groq]; extra == "models"
Requires-Dist: agentica[mistral]; extra == "models"
Requires-Dist: agentica[cohere]; extra == "models"
Provides-Extra: full
Requires-Dist: agentica[models]; extra == "full"
Requires-Dist: agentica[mcp]; extra == "full"
Requires-Dist: agentica[acp]; extra == "full"
Requires-Dist: agentica[rag]; extra == "full"
Requires-Dist: agentica[vectordbs]; extra == "full"
Requires-Dist: agentica[storage]; extra == "full"
Requires-Dist: agentica[tools-extra]; extra == "full"
Requires-Dist: agentica[tools-browser]; extra == "full"
Requires-Dist: agentica[tools-media]; extra == "full"
Requires-Dist: agentica[gateway]; extra == "full"
Requires-Dist: agentica[tracing]; extra == "full"
Requires-Dist: agentica[huggingface]; extra == "full"
Provides-Extra: dev
Requires-Dist: pytest>=7.0; extra == "dev"
Requires-Dist: pytest-asyncio>=0.21; extra == "dev"
Requires-Dist: pytest-cov>=4.0; extra == "dev"
Requires-Dist: pytest-mock>=3.10; extra == "dev"
Requires-Dist: ruff>=0.1; extra == "dev"
Requires-Dist: mypy>=1.7; extra == "dev"
Requires-Dist: twine>=4.0; extra == "dev"
Requires-Dist: build>=1.0; extra == "dev"
Dynamic: license-file

[**🇨🇳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>

-----------------

# Agentica: Build AI Agents
[![PyPI version](https://badge.fury.io/py/agentica.svg)](https://badge.fury.io/py/agentica)
[![Downloads](https://static.pepy.tech/badge/agentica)](https://pepy.tech/project/agentica)
[![License Apache 2.0](https://img.shields.io/badge/license-Apache%202.0-blue.svg)](LICENSE)
[![python_version](https://img.shields.io/badge/Python-3.12%2B-green.svg)](requirements.txt)
[![GitHub issues](https://img.shields.io/github/issues/shibing624/agentica.svg)](https://github.com/shibing624/agentica/issues)
[![Wechat Group](https://img.shields.io/badge/wechat-group-green.svg?logo=wechat)](#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。
它让 Agent 能真正跑起来: 调工具、跑长任务、做多智能体协作、跨会话保留记忆，并通过 Skill system 接入可演进的 self-learn 工作流。

| 能力 | 说明 |
|------|------|
| **Long-running Agent Loop** | `Runner` 驱动的 LLM ↔ Tool 循环，内置压缩、重试、成本预算、死循环防护 |
| **Works Beyond Chat** | 文件、执行、搜索、浏览器、MCP、多智能体、Workflow，不依附单一 IDE 场景 |
| **Memory That Survives Sessions** | Workspace 记忆按条目存储、相关性召回，并可把确认过的偏好同步到 `~/.agentica/AGENTS.md` |
| **Skill-Based Self-Learn** | SkillTool 可加载外部技能；内置 Agent 持续学习策略 |
| **Open, Composable Harness** | 模型、工具、记忆、Skill、Guardrails、MCP 都是可替换部件，而不是封闭 SaaS 黑盒 |

## 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 -U agentica
```

## 快速开始

```python
import asyncio
from agentica import Agent, ZhipuAI

async def main():
    agent = Agent(model=ZhipuAI())
    result = await agent.run("一句话介绍北京")
    print(result.content)

asyncio.run(main())
```

```
北京是中国的首都，是一座拥有三千多年历史的文化名城，也是全国的政治、文化和国际交流中心。
```

需要先设置 API Key：

```bash
export ZHIPUAI_API_KEY="your-api-key"      # 智谱AI（glm-4.7-flash 免费）
export OPENAI_API_KEY="sk-xxx"              # OpenAI
export DEEPSEEK_API_KEY="your-api-key"      # DeepSeek
```

## 功能特性

- **Async-First** — 原生 async API，`asyncio.gather()` 并行工具执行，同步适配器兼容
- **Runner Agentic Loop** — LLM ↔ 工具调用自动循环，多轮链式推理、死循环检测、成本预算、压缩 pipeline、API 重试
- **20+ 模型** — OpenAI / DeepSeek / Claude / 智谱 / Qwen / Moonshot / Ollama / LiteLLM 等
- **40+ 内置工具** — 搜索、代码执行、文件操作、浏览器、OCR、图像生成
- **RAG** — 知识库管理、混合检索、Rerank，集成 LangChain / LlamaIndex
- **多智能体** — Team（动态委派）、Swarm（并行/自治）和 Workflow（确定性编排）
- **安全守卫** — 输入/输出/工具级 Guardrails，流式实时检测
- **MCP / ACP** — Model Context Protocol 和 Agent Communication Protocol 支持
- **Skill 系统** — 基于 Markdown 的技能注入，支持项目级、用户级和外部托管 skill 目录
- **多模态** — 文本、图像、音频、视频理解
- **持久化记忆** — 索引/内容分离、相关性召回、四类型分类、drift 防御，并可同步长期偏好到全局 `AGENTS.md`

## Workspace 记忆

Workspace 提供跨会话的持久化记忆，采用索引/召回设计；需要时还可以把确认过的用户/反馈记忆编译进全局 `~/.agentica/AGENTS.md`，让新 session 自动继承：

```python
from agentica import Workspace

workspace = Workspace("./workspace")
workspace.initialize()

# 写入带类型的记忆条目（每条独立文件，自动更新索引）
await workspace.write_memory_entry(
    title="Python Style",
    content="User prefers concise, typed Python.",
    memory_type="feedback",              # user|feedback|project|reference
    description="python coding style",   # 相关性匹配关键词
    sync_to_global_agent_md=True,        # 同步到 ~/.agentica/AGENTS.md 的 Learned Preferences 区块
)

# 相关性召回（根据当前 query 返回最相关的 ≤5 条）
memory = await workspace.get_relevant_memories(query="how to write python")
```

Agent 自动根据当前 query 召回最相关记忆，而非全量注入：

```python
from agentica import DeepAgent, Workspace
from agentica.agent.config import WorkspaceMemoryConfig

agent = DeepAgent(
    workspace=Workspace("./workspace"),
    long_term_memory_config=WorkspaceMemoryConfig(
        max_memory_entries=5,  # 最多注入 5 条相关记忆
        sync_memories_to_global_agent_md=True,
    ),
)
```

`DeepAgent` 默认启用 `SkillTool(auto_load=True)`，会自动发现 `~/.agentica/skills/` 和 `.agentica/skills/` 目录下的 skill；同时默认开启 `tool_config.auto_load_mcp=True`，启动时会自动读取工作目录里的 `mcp_config.json/yaml/yml`。这样 DeepAgent 开箱就是带 skills + MCP + memory 的一键完全体。

## CLI

```bash
agentica --model_provider zhipuai --model_name glm-4.7-flash
```

安装外部 skill 集合：

```bash
agentica extensions install https://github.com/obra/superpowers
```

如果你已经进入交互式 CLI，也可以直接在会话里安装并立刻刷新当前 skills：

```text
> /extensions install https://github.com/obra/superpowers
> /extensions list
> /extensions remove learn-from-experience
> /extensions reload
```

也支持安装本地目录或指定目标目录：

```bash
agentica extensions install /path/to/skill-repo --target-dir ~/.agentica/skills
```

如果你安装到自定义目录而不是标准搜索路径，记得把这个目录加入 `AGENTICA_EXTRA_SKILL_PATH`，这样 `DeepAgent` 和 CLI 才会自动发现它。

<img src="https://github.com/shibing624/agentica/blob/main/docs/assets/cli_snap.png" width="800" />

## Web UI

通过 [agentica-gateway](https://github.com/shibing624/agentica-gateway) 提供 Web 页面，同时支持飞书 App、企业微信直连调用 Agentica。

## 示例

查看 [examples/](https://github.com/shibing624/agentica/tree/main/examples) 获取完整示例，涵盖：

| 类别 | 内容 |
|------|------|
| **基础用法** | Hello World、流式输出、结构化输出、多轮对话、多模态、**Agentic Loop 对比** |
| **工具** | 自定义工具、Async 工具、搜索、代码执行、并行工具、并发安全、成本追踪、沙箱隔离、压缩 |
| **Agent 模式** | Agent 作为工具、并行执行、团队协作、辩论、路由分发、Swarm、子 Agent、模型层钩子、会话恢复 |
| **安全护栏** | 输入/输出/工具级 Guardrails、流式护栏 |
| **记忆** | 会话历史、WorkingMemory、上下文压缩、Workspace 记忆、LLM 自动记忆 |
| **RAG** | PDF 问答、高级 RAG、LangChain / LlamaIndex 集成 |
| **工作流** | 数据管道、投资研究、新闻报道、代码审查 |
| **MCP** | Stdio / SSE / HTTP 传输、JSON 配置 |
| **可观测性** | Langfuse、Token 追踪、Usage 聚合 |
| **应用** | LLM OS、深度研究、客服系统、**金融研究（6-Agent 流水线）** |

[→ 查看完整示例目录](https://github.com/shibing624/agentica/blob/main/examples/README.md)

## 文档

完整使用文档：**https://shibing624.github.io/agentica**

## 社区与支持

- **GitHub Issues** — [提交 issue](https://github.com/shibing624/agentica/issues)
- **微信群** — 添加微信号 `xuming624`，备注 "llm"，加入技术交流群

<img src="https://github.com/shibing624/agentica/blob/main/docs/assets/wechat.jpeg" width="200" />

## 引用

如果您在研究中使用了 Agentica，请引用：

> Xu, M. (2026). Agentica: A Human-Centric Framework for Large Language Model Agent Workflows. GitHub. https://github.com/shibing624/agentica

## 许可证

[Apache License 2.0](LICENSE)

## 贡献

欢迎贡献！请查看 [CONTRIBUTING.md](CONTRIBUTING.md)。

## 致谢

- [phidatahq/phidata](https://github.com/phidatahq/phidata)
- [openai/openai-agents-python](https://github.com/openai/openai-agents-python)
