README.cn.md
Rama main · réplica de lectura del repositorio original.
<img width="2400" height="600" alt="Langfuse by ClickHouse" src=".github/readme-banner.png" />
<div align="center">
<div>
<h3>
<a href="https://langfuse.com/cn">
<strong>🇨🇳 🤝 🪢</strong>
</a> ·
<a href="https://cloud.langfuse.com">
<strong>Langfuse Cloud</strong>
</a> ·
<a href="https://langfuse.com/self-hosting">
<strong>自托管</strong>
</a> ·
<a href="https://langfuse.com/docs/demo">
<strong>演示</strong>
</a>
</h3>
</div>
<div>
<a href="https://langfuse.com/docs"><strong>文档</strong></a> ·
<a href="https://github.com/langfuse/langfuse/issues"><strong>报告问题</strong></a> ·
<a href="https://github.com/orgs/langfuse/discussions/categories/ideas"><strong>功能请求</strong></a> ·
<a href="https://langfuse.com/changelog"><strong>更新日志</strong></a> ·
<a href="https://langfuse.com/docs/roadmap"><strong>路线图</strong></a>
</div>
<br/>
</div>
<p align="center">
<a href="https://github.com/langfuse/langfuse/blob/main/LICENSE">
<img src="https://img.shields.io/badge/License-MIT-E11311.svg" alt="MIT License">
</a>
<a href="https://www.ycombinator.com/companies/langfuse"><img src="https://img.shields.io/badge/Y%20Combinator-W23-orange" alt="Y Combinator W23"></a>
<a href="https://hub.docker.com/u/langfuse" target="_blank">
<img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/langfuse/langfuse?labelColor=%20%23FDB062&logo=Docker&labelColor=%20%23528bff"></a>
<a href="https://pypi.python.org/pypi/langfuse"><img src="https://img.shields.io/pypi/dm/langfuse?logo=python&logoColor=white&label=pypi%20langfuse&color=blue" alt="langfuse Python package on PyPi"></a>
<a href="https://www.npmjs.com/package/@langfuse/core"><img src="https://img.shields.io/npm/dm/@langfuse/core?logo=npm&logoColor=white&label=npm%20%40langfuse%2Fcore&color=blue" alt="@langfuse/core npm package"></a>
<br/>
<a href="https://discord.com/invite/7NXusRtqYU" target="_blank">
<img src="https://img.shields.io/discord/1111061815649124414?logo=discord&labelColor=%20%235462eb&logoColor=%20%23f5f5f5&color=%20%235462eb"
alt="chat on Discord"></a>
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<img src="https://img.shields.io/twitter/follow/langfuse?logo=X&color=%20%23f5f5f5"
alt="follow on X(Twitter)"></a>
<a href="https://www.linkedin.com/company/langfuse/" target="_blank">
<img src="https://custom-icon-badges.demolab.com/badge/LinkedIn-0A66C2?logo=linkedin-white&logoColor=fff"
alt="follow on LinkedIn"></a>
<a href="https://github.com/langfuse/langfuse/graphs/commit-activity" target="_blank">
<img alt="Commits last month" src="https://img.shields.io/github/commit-activity/m/langfuse/langfuse?labelColor=%20%2332b583&color=%20%2312b76a"></a>
<a href="https://github.com/langfuse/langfuse/" target="_blank">
<img alt="Issues closed" src="https://img.shields.io/github/issues-search?query=repo%3Alangfuse%2Flangfuse%20is%3Aclosed&label=issues%20closed&labelColor=%20%237d89b0&color=%20%235d6b98"></a>
<a href="https://github.com/langfuse/langfuse/discussions/" target="_blank">
<img alt="Discussion posts" src="https://img.shields.io/github/discussions/langfuse/langfuse?labelColor=%20%239b8afb&color=%20%237a5af8"></a>
</p>
<p align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README.cn.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README.ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README.kr.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
</p>
Langfuse 是一个 **开源 AI 工程平台**，专注于 **AI 代理评估与可观测性**。它是一个开放平台，覆盖你公司发起的每一次 AI 调用和团队构建的每一个代理：跟踪用量和成本，**追踪并评估** 代理，并利用生产数据打造更好的 AI。你可以使用 Langfuse Cloud，也可以在几分钟内 **自托管**；Langfuse 已在大规模场景中经过 **实战考验**。
观看项目的快速演示：
<a href="https://langfuse.com/watch-demo"><img width="37.5%" alt="Langfuse 概览视频" src=".github/watch-demo.png"></a>
## ✨ 核心特性
<img width="2400" alt="features" src="https://github.com/user-attachments/assets/0fad3dee-f3ad-423c-9f0d-7ccd0f26cc2d" />
- [AI 可观测性](https://langfuse.com/docs/observability/overview)：为你的应用添加埋点，并开始将追踪数据发送到 Langfuse，从而追踪 LLM 调用及应用中的其他相关逻辑（如检索、嵌入或代理操作）。检查并调试复杂日志及用户会话。基于 OpenTelemetry 构建。试试互动 [演示](https://langfuse.com/docs/demo) 看看效果。
- [提示管理](https://langfuse.com/docs/prompt-management/overview) 帮助你集中管理、版本控制并协作迭代提示。得益于服务器和客户端的高效缓存，你可以在不增加应用延迟的情况下迭代提示。[LLM 试玩平台](https://langfuse.com/docs/prompt-management/features/playground) 可用于测试提示和模型配置；当你在追踪中发现不理想的结果时，可以直接跳转到试玩平台进行迭代。
- [技能管理](https://langfuse.com/docs/skill-management/overview)（beta）为代理技能提供版本控制和标签：每个技能包含一个带有任务指令的 `SKILL.md` 以及可选的辅助文件。无需修改应用代码即可推广或回滚版本，并将技能版本与其产生的追踪关联起来。
- [评估](https://langfuse.com/docs/evaluation/overview) 是 AI 代理开发流程的关键环节，Langfuse 能够满足你的多样需求。它支持 LLM-as-a-judge、代码评估器、用户反馈收集、手动标注，以及通过 API/SDK 实现的自定义评估流程。使用 [数据集与实验](https://langfuse.com/docs/evaluation/experiments/datasets) 构建测试集和基准，用于部署前测试和持续改进。
- [AI 网关](https://langfuse.com/docs/gateway/overview)（beta）为你的组织提供一个统一的端点来调用各模型提供商。集中保管提供商凭证，为每个用户或服务账号发放网关密钥，集中审批模型，按用户、密钥和模型追踪 AI 支出，并将每次调用记录为 Langfuse 追踪。
- [指标与仪表板](https://langfuse.com/docs/metrics/overview)：通过 [自定义仪表板](https://langfuse.com/docs/metrics/features/custom-dashboards)、指标 API 和告警，从任意维度追踪延迟、成本和质量。
- [综合 API](https://langfuse.com/docs/api-and-data-platform/overview)：Langfuse 常被用来驱动定制化的 AI 工程工作流，并通过 API 使用 Langfuse 提供的构建模块。我们提供 OpenAPI 规范、Python 和 JS/TS 的类型化 SDK、[Langfuse CLI](https://langfuse.com/docs/api-and-data-platform/features/cli)，以及面向编码代理的 [Langfuse Agent Skill](https://langfuse.com/docs/api-and-data-platform/features/agent-skill)。
## 📦 部署 Langfuse
<img width="2400" alt="deploy" src="https://github.com/user-attachments/assets/cf72e7f8-db7f-4e11-a2a1-ecfbe46f262c" />
### Langfuse Cloud
由 Langfuse 团队管理的部署，提供慷慨的免费额度，无需信用卡。
**[注册 Langfuse Cloud →](https://langfuse.com/cloud)**
### 自托管 Langfuse
在你自己的基础设施上运行 Langfuse：
- [Docker Compose](https://langfuse.com/self-hosting/deployment/docker-compose)：在 5 分钟内于你自己的机器或单台虚拟机上运行 Langfuse。该指南还介绍了如何配置 Docker 日志轮转，避免容器日志占满磁盘。
```bash
# 获取最新的 Langfuse 仓库副本
git clone --depth=1 https://github.com/langfuse/langfuse.git
cd langfuse
# 运行 Langfuse 的 docker compose
docker compose up
```
- [Kubernetes（Helm）](https://langfuse.com/self-hosting/deployment/kubernetes-helm)：使用 Helm 在 Kubernetes 集群上运行 Langfuse。这是推荐的生产环境部署方式。
- Terraform 模板：[AWS](https://langfuse.com/self-hosting/deployment/aws)、[Azure](https://langfuse.com/self-hosting/deployment/azure)、[GCP](https://langfuse.com/self-hosting/deployment/gcp)
- 社区维护：[Render](https://langfuse.com/self-hosting/deployment/render)、[Railway](https://langfuse.com/self-hosting/deployment/railway)
请参阅 [自托管文档](https://langfuse.com/self-hosting) 了解更多关于架构和配置选项的信息。
> [!TIP]
> **正在自托管 Langfuse？** 订阅 [自托管更新列表](https://langfuse.com/self-hosting#subscribe)，通过邮件获取开源 Langfuse 的重要功能和新版本发布信息——仅限自托管更新，没有营销内容。
## 🔌 集成
<img width="2400" alt="integrations" src="https://github.com/user-attachments/assets/b85c9a45-68f0-4f76-b545-0e8632abef9f" />
Langfuse 基于 [OpenTelemetry](https://langfuse.com/integrations/native/opentelemetry) 构建，因此任何使用 OpenTelemetry 埋点的应用、框架或 Collector 都可以将追踪数据发送到 Langfuse。
### 主要集成
| 集成 | 支持语言/平台 | 描述 |
| ------------------------------------------------------------------------------- | ------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------ |
| [OpenTelemetry](https://langfuse.com/integrations/native/opentelemetry) | 任意语言 | 从你的应用或 OpenTelemetry Collector 将 OTLP 追踪发送到 Langfuse 的 OpenTelemetry 端点。 |
| [Langfuse AI 网关](https://langfuse.com/docs/gateway/overview)（beta） | 任意 OpenAI 或 Anthropic 客户端 | 通过一个端点路由模型调用，无需修改 SDK 或代码即可追踪每次调用、集中保管提供商密钥并追踪成本。 |
| [SDK](https://langfuse.com/docs/observability/sdk/overview) | Python, JS/TS | 使用 SDK 进行手动埋点，实现完全的灵活性。 |
| [OpenAI](https://langfuse.com/integrations/model-providers/openai-py) | Python, JS/TS | 通过直接替换 OpenAI SDK 实现自动埋点。 |
| [LangChain & LangGraph](https://langfuse.com/integrations/frameworks/langchain) | Python, JS/TS | 通过向 LangChain 或 LangGraph 应用传入回调处理器实现自动埋点。 |
| [LlamaIndex](https://langfuse.com/integrations/frameworks/llamaindex) | Python | 通过 LlamaIndex 回调系统实现自动埋点。 |
| [Haystack](https://langfuse.com/integrations/frameworks/haystack) | Python | 通过 Haystack 内容追踪系统实现自动埋点。 |
| [LiteLLM](https://langfuse.com/integrations/gateways/litellm) | Python, JS/TS（仅代理） | 允许使用任何 LLM 直接替代 GPT。支持 Azure、OpenAI、Cohere、Anthropic、Ollama、VLLM、Sagemaker、HuggingFace、Replicate（100+ LLMs）。 |
| [Vercel AI SDK](https://langfuse.com/integrations/frameworks/vercel-ai-sdk) | JS/TS | 基于 TypeScript 的工具包，帮助开发者使用 React、Next.js、Vue、Svelte 和 Node.js 构建 AI 驱动的应用。 |
| [Mastra](https://langfuse.com/integrations/frameworks/mastra) | JS/TS | 用于构建 AI 代理和多代理系统的开源框架。 |
| [API](https://langfuse.com/docs/api-and-data-platform/features/public-api) | | 直接调用公共 API。提供 OpenAPI 规范。 |
### 与 Langfuse 集成的软件包
| 名称 | 类型 | 描述 |
| ---------------------------------------------------------------------------------- | ------------- | --------------------------------------------------------------------------------------- |
| [OpenAI Agents SDK](https://langfuse.com/integrations/frameworks/openai-agents) | 代理框架 | OpenAI 推出的轻量级框架，用于构建多代理工作流。 |
| [Claude Agent SDK](https://langfuse.com/integrations/frameworks/claude-agent-sdk) | 代理框架 | Anthropic 的开源框架，用于构建可调用工具的代理，原生支持 MCP。 |
| [Pydantic AI](https://langfuse.com/integrations/frameworks/pydantic-ai) | 代理框架 | 用于构建类型安全的生产级应用的 Python 代理框架。 |
| [Google ADK](https://langfuse.com/integrations/frameworks/google-adk) | 代理框架 | Google 的开源代理开发工具包（Agent Development Kit），用于构建代理。 |
| [Strands Agents](https://langfuse.com/integrations/frameworks/strands-agents) | 代理框架 | AWS 推出的开源 SDK，用于构建和运行 AI 代理。 |
| [Spring AI](https://langfuse.com/integrations/frameworks/spring-ai) | 代理框架 | 用于在 Spring 生态中构建 AI 应用的 Java 框架。 |
| [CrewAI](https://langfuse.com/integrations/frameworks/crewai) | 代理框架 | 多代理框架，用于实现代理之间的协作与工具调用。 |
| [AutoGen](https://langfuse.com/integrations/frameworks/autogen) | 代理框架 | 用于构建分布式代理的开源 LLM 平台。 |
| [smolagents](https://langfuse.com/integrations/frameworks/smolagents) | 代理框架 | 开源 AI 代理框架。 |
| [Instructor](https://langfuse.com/integrations/frameworks/instructor) | 库 | 用于获取结构化 LLM 输出（JSON、Pydantic）的库。 |
| [DSPy](https://langfuse.com/integrations/frameworks/dspy) | 库 | 系统性优化语言模型提示和权重的框架。 |
| [Mirascope](https://langfuse.com/integrations/frameworks/mirascope) | 库 | 构建 LLM 应用的 Python 工具包。 |
| [Ollama](https://langfuse.com/integrations/model-providers/ollama) | 模型（本地） | 在你的机器上轻松运行开源 LLM。 |
| [Amazon Bedrock](https://langfuse.com/integrations/model-providers/amazon-bedrock) | 模型 | 在 AWS 上运行基础模型和微调模型。 |
| [Flowise](https://langfuse.com/integrations/no-code/flowise) | 聊天/代理界面 | 基于 JS/TS 的无代码构建器，用于定制化 LLM 流程。 |
| [Langflow](https://langfuse.com/integrations/no-code/langflow) | 聊天/代理界面 | 基于 Python 的 LangChain 用户界面，采用 react-flow 设计，提供便捷的实验与原型构建体验。 |
| [Dify](https://langfuse.com/integrations/no-code/dify) | 聊天/代理界面 | 带有无代码构建器的开源 LLM 应用开发平台。 |
| [OpenWebUI](https://langfuse.com/integrations/no-code/openwebui) | 聊天/代理界面 | 自托管的 LLM 聊天网页界面，支持包括自托管和本地模型在内的多种 LLM 运行器。 |
| [LobeChat](https://langfuse.com/integrations/no-code/lobechat) | 聊天/代理界面 | 开源聊天机器人平台。 |
| [Gradio](https://langfuse.com/integrations/other/gradio) | 聊天/代理界面 | 开源 Python 库，可用于构建类似聊天 UI 的网页界面。 |
| [Promptfoo](https://langfuse.com/integrations/other/promptfoo) | 工具 | 开源 LLM 测试平台。 |
| [Vapi](https://langfuse.com/integrations/no-code/vapi) | 平台 | 开源语音 AI 平台。 |
| [Inferable](https://langfuse.com/integrations/frameworks/inferable) | 代理框架 | 构建分布式代理的开源 LLM 平台。 |
| [Goose](https://langfuse.com/integrations/no-code/goose) | 代理 | Block 推出的开源 AI 代理，用于自动化工程任务。 |
完整的 100+ 集成列表请参阅 [集成概览](https://langfuse.com/integrations)。
## 🚀 快速入门
为你的应用添加埋点，并开始将追踪数据发送到 Langfuse，从而记录 LLM 调用及应用中的其他相关逻辑（如检索、嵌入或代理操作）。检查并调试复杂日志及用户会话。
### 🤖 代理式安装（推荐）
安装 [Langfuse Agent Skill](https://github.com/langfuse/skills)，让你的编码代理可以使用 Langfuse 的全部功能，然后让它为你的应用添加追踪：
```txt
Install the Langfuse Agent Skill from github.com/langfuse/skills
and use it to add tracing to this application with Langfuse
following best practices.
```
你也可以通过 [skills CLI](https://www.npmjs.com/package/skills)（`npx skills add langfuse/skills --skill "langfuse"`）或 [Langfuse Cursor 插件](https://cursor.com/marketplace/langfuse) 安装该技能。如果你的代理支持 MCP，请添加 [Langfuse Docs MCP 服务器](https://langfuse.com/docs/docs-mcp)（`https://langfuse.com/api/mcp`，无需认证），以便它在工作时查阅最新文档。详情请参阅 [入门指南](https://langfuse.com/docs/observability/get-started)。
### 🛠️ 手动安装
#### 1️⃣ 创建新项目
1. [创建 Langfuse 账户](https://langfuse.com/cloud) 或 [自托管](https://langfuse.com/self-hosting)
2. 创建一个新项目
3. 在项目设置中创建新的 API 凭证
#### 2️⃣ 记录你的第一个 LLM 调用
使用 [`@observe()` 装饰器](https://langfuse.com/docs/observability/sdk/instrumentation#observe-wrapper) 可以轻松追踪任何 Python LLM 应用。在本快速入门中，我们还使用了 Langfuse 的 [OpenAI 集成](https://langfuse.com/integrations/model-providers/openai-py) 来自动捕获所有模型参数。
> [!TIP]
> 不使用 OpenAI？请访问 [我们的文档](https://langfuse.com/docs/observability/get-started) 了解如何记录其他模型和框架。
```bash
pip install langfuse openai
```
```bash filename=".env"
LANGFUSE_SECRET_KEY="sk-lf-..."
LANGFUSE_PUBLIC_KEY="pk-lf-..."
LANGFUSE_BASE_URL="https://cloud.langfuse.com" # 🇪🇺 欧盟区域
# LANGFUSE_BASE_URL="https://us.cloud.langfuse.com" # 🇺🇸 美国区域
# LANGFUSE_BASE_URL="https://jp.cloud.langfuse.com" # 🇯🇵 日本区域
# LANGFUSE_BASE_URL="https://hipaa.cloud.langfuse.com" # ⚕️ HIPAA 区域
```
```python /@observe()/ /from langfuse.openai import openai/ filename="main.py"
from langfuse import observe
from langfuse.openai import openai # OpenAI 集成
@observe()
def story():
return openai.chat.completions.create(
model="gpt-4o",
messages=[{"role": "user", "content": "What is Langfuse?"}],
).choices[0].message.content
@observe()
def main():
return story()
main()
```
#### 3️⃣ 在 Langfuse 中查看追踪
在 Langfuse 中查看你的语言模型调用及其他应用逻辑。
<img width="1600" alt="example-trace-for-github" src="https://github.com/user-attachments/assets/8f6995b7-285f-441a-b52f-1331d13ceb45" />
_[Langfuse 中的公开示例追踪](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/db22d0a442216b485abd83cc9df6d9ee)_
## 💭 支持
查找问题答案：
- 我们的 [文档](https://langfuse.com/docs) 是查找答案的最佳起点。内容全面，我们投入了大量时间进行维护。你也可以通过 GitHub 提出文档修改建议。
- [Langfuse 常见问题](https://langfuse.com/faq) 解答了最常见的问题。
- 使用 "[Ask AI](https://langfuse.com/docs/ask-ai)" 立即获取问题答案。
支持渠道：
- **在 GitHub Discussions 的 [公共问答](https://github.com/orgs/langfuse/discussions/categories/support) 中提出任何问题。** 请尽量提供详细信息（如代码片段、截图、背景信息）以帮助我们理解你的问题。
- 在 GitHub Discussions 中 [提出功能请求](https://github.com/orgs/langfuse/discussions/categories/ideas)。
- 在 GitHub Issues 中 [报告 Bug](https://github.com/langfuse/langfuse/issues)。
- 对于时效性较强的问题，请通过应用内聊天小部件联系我们。
## 🤝 贡献
欢迎你的贡献！
- 在 GitHub Discussions 中为 [想法](https://github.com/orgs/langfuse/discussions/categories/ideas) 投票。
- 提出并评论 [问题](https://github.com/langfuse/langfuse/issues)。
- 提交 PR —— 详情请参阅 [CONTRIBUTING.md](CONTRIBUTING.md)，了解如何搭建开发环境。
## 🥇 许可证
除 `ee` 文件夹外，本仓库采用 MIT 许可证。详情请参阅 [LICENSE](LICENSE) 以及 [文档](https://langfuse.com/handbook/chapters/open-source)。
## 依赖
我们使用 Docker 容器部署此代码库。镜像的构建方式（包括所用的基础镜像）请参阅 [web/Dockerfile](web/Dockerfile) 和 [worker/Dockerfile](worker/Dockerfile)。
## ⭐️ 星标历史
<a href="https://star-history.com/#langfuse/langfuse&Date">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date&theme=dark" />
<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" style="border-radius: 15px;" />
</picture>
</a>
## ❤️ 使用 Langfuse 的开源项目
以下是使用 Langfuse Python 或 JS/TS SDK 的顶级开源项目，按星标数排名（[来源](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents)）：
| 仓库 | 星数 |
| :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -----: |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130738209?s=40&v=4" width="20" height="20" alt=""> [Significant-Gravitas](https://github.com/Significant-Gravitas) / [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | 187903 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify) | 160407 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow) | 156333 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/4158466?s=40&v=4" width="20" height="20" alt=""> [bytedance](https://github.com/bytedance) / [deer-flow](https://github.com/bytedance/deer-flow) | 84985 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/320819803?s=40&v=4" width="20" height="20" alt=""> [cheaper-inference](https://github.com/cheaper-inference) / [OmniRoute](https://github.com/cheaper-inference/OmniRoute) | 84532 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> [lobehub](https://github.com/lobehub) / [lobehub](https://github.com/lobehub/lobehub) | 83873 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/23818?s=40&v=4" width="20" height="20" alt=""> [abi](https://github.com/abi) / [screenshot-to-code](https://github.com/abi/screenshot-to-code) | 81022 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/6154722?s=40&v=4" width="20" height="20" alt=""> [microsoft](https://github.com/microsoft) / [ai-agents-for-beginners](https://github.com/microsoft/ai-agents-for-beginners) | 78925 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/14957082?s=40&v=4" width="20" height="20" alt=""> [openai](https://github.com/openai) / [openai-cookbook](https://github.com/openai/openai-cookbook) | 76955 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/184127137?s=40&v=4" width="20" height="20" alt=""> [cline](https://github.com/cline) / [cline](https://github.com/cline/cline) | 71312 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm) | 62709 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index) | 52806 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> [LibreChat-AI](https://github.com/LibreChat-AI) / [LibreChat](https://github.com/LibreChat-AI/LibreChat) | 46745 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/67365215?s=40&v=4" width="20" height="20" alt=""> [volcengine](https://github.com/volcengine) / [OpenViking](https://github.com/volcengine/OpenViking) | 41535 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/118165258?s=40&v=4" width="20" height="20" alt=""> [HKUDS](https://github.com/HKUDS) / [LightRAG](https://github.com/HKUDS/LightRAG) | 40529 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15967950?s=40&v=4" width="20" height="20" alt=""> [directus](https://github.com/directus) / [directus](https://github.com/directus/directus) | 38820 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/34411969?s=40&v=4" width="20" height="20" alt=""> [DayuanJiang](https://github.com/DayuanJiang) / [next-ai-draw-io](https://github.com/DayuanJiang/next-ai-draw-io) | 36683 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131946000?s=40&v=4" width="20" height="20" alt=""> [onyx-dot-app](https://github.com/onyx-dot-app) / [onyx](https://github.com/onyx-dot-app/onyx) | 33212 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/102226726?s=40&v=4" width="20" height="20" alt=""> [labring](https://github.com/labring) / [FastGPT](https://github.com/labring/FastGPT) | 29994 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/149120496?s=40&v=4" width="20" height="20" alt=""> [mastra-ai](https://github.com/mastra-ai) / [mastra](https://github.com/mastra-ai/mastra) | 29335 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/14985020?s=40&v=4" width="20" height="20" alt=""> [vercel](https://github.com/vercel) / [ai](https://github.com/vercel/ai) | 27740 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook) | 27117 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo) | 26836 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/170767358?s=40&v=4" width="20" height="20" alt=""> [kortix-ai](https://github.com/kortix-ai) / [CompanyOS](https://github.com/kortix-ai/CompanyOS) | 20378 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/255961667?s=40&v=4" width="20" height="20" alt=""> [gastownhall](https://github.com/gastownhall) / [gastown](https://github.com/gastownhall/gastown) | 18691 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/134388954?s=40&v=4" width="20" height="20" alt=""> [camel-ai](https://github.com/camel-ai) / [camel](https://github.com/camel-ai/camel) | 18010 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185937207?s=40&v=4" width="20" height="20" alt=""> [suitenumerique](https://github.com/suitenumerique) / [docs](https://github.com/suitenumerique/docs) | 16967 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/109217591?s=40&v=4" width="20" height="20" alt=""> [Arindam200](https://github.com/Arindam200) / [awesome-ai-apps](https://github.com/Arindam200/awesome-ai-apps) | 16712 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/24586296?s=40&v=4" width="20" height="20" alt=""> [apify](https://github.com/apify) / [apify-mcp-server](https://github.com/apify/apify-mcp-server) | 14774 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/264152072?s=40&v=4" width="20" height="20" alt=""> [The-PR-Agent](https://github.com/The-PR-Agent) / [pr-agent](https://github.com/The-PR-Agent/pr-agent) | 14686 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/6154722?s=40&v=4" width="20" height="20" alt=""> [microsoft](https://github.com/microsoft) / [agent-framework](https://github.com/microsoft/agent-framework) | 14532 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/193350244?s=40&v=4" width="20" height="20" alt=""> [The-Pocket](https://github.com/The-Pocket) / [PocketFlow](https://github.com/The-Pocket/PocketFlow) | 11303 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/14957082?s=40&v=4" width="20" height="20" alt=""> [openai](https://github.com/openai) / [codex-security](https://github.com/openai/codex-security) | 11301 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/187570293?s=40&v=4" width="20" height="20" alt=""> [tambo-ai](https://github.com/tambo-ai) / [tambo](https://github.com/tambo-ai/tambo) | 11222 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/201282378?s=40&v=4" width="20" height="20" alt=""> [VoltAgent](https://github.com/VoltAgent) / [voltagent](https://github.com/VoltAgent/voltagent) | 10920 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/207005519?s=40&v=4" width="20" height="20" alt=""> [mcp-use](https://github.com/mcp-use) / [mcp-use](https://github.com/mcp-use/mcp-use) | 10846 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/17074854?s=40&v=4" width="20" height="20" alt=""> [yugabyte](https://github.com/yugabyte) / [yugabyte-db](https://github.com/yugabyte/yugabyte-db) | 10649 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/207381488?s=40&v=4" width="20" height="20" alt=""> [droidrun](https://github.com/droidrun) / [mobilerun](https://github.com/droidrun/mobilerun) | 9947 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/454862?s=40&v=4" width="20" height="20" alt=""> [MervinPraison](https://github.com/MervinPraison) / [PraisonAI](https://github.com/MervinPraison/PraisonAI) | 9321 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/3412179?s=40&v=4" width="20" height="20" alt=""> [miurla](https://github.com/miurla) / [morphic](https://github.com/miurla/morphic) | 9275 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/123981229?s=40&v=4" width="20" height="20" alt=""> [plastic-labs](https://github.com/plastic-labs) / [honcho](https://github.com/plastic-labs/honcho) | 7944 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/58117316?s=40&v=4" width="20" height="20" alt=""> [raycast](https://github.com/raycast) / [extensions](https://github.com/raycast/extensions) | 7832 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/215317808?s=40&v=4" width="20" height="20" alt=""> [2FastLabs](https://github.com/2FastLabs) / [agent-squad](https://github.com/2FastLabs/agent-squad) | 7799 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/35524243?s=40&v=4" width="20" height="20" alt=""> [xerrors](https://github.com/xerrors) / [Yuxi](https://github.com/xerrors/Yuxi) | 7601 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132635806?s=40&v=4" width="20" height="20" alt=""> [refly-ai](https://github.com/refly-ai) / [refly](https://github.com/refly-ai/refly) | 7547 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/156485526?s=40&v=4" width="20" height="20" alt=""> [crestalnetwork](https://github.com/crestalnetwork) / [intentkit](https://github.com/crestalnetwork/intentkit) | 6524 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/47287758?s=40&v=4" width="20" height="20" alt=""> [coleam00](https://github.com/coleam00) / [ottomator-agents](https://github.com/coleam00/ottomator-agents) | 5791 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/88676955?s=40&v=4" width="20" height="20" alt=""> [zenml-io](https://github.com/zenml-io) / [zenml](https://github.com/zenml-io/zenml) | 5635 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185852128?s=40&v=4" width="20" height="20" alt=""> [colanode](https://github.com/colanode) / [colanode](https://github.com/colanode/colanode) | 5186 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132832125?s=40&v=4" width="20" height="20" alt=""> [getzep](https://github.com/getzep) / [zep](https://github.com/getzep/zep) | 4989 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> [langflow-ai](https://github.com/langflow-ai) / [openrag](https://github.com/langflow-ai/openrag) | 4671 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/8251002?s=40&v=4" width="20" height="20" alt=""> [JoshuaC215](https://github.com/JoshuaC215) / [agent-service-toolkit](https://github.com/JoshuaC215/agent-service-toolkit) | 4564 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/308338691?s=40&v=4" width="20" height="20" alt=""> [FlowElement-xinliuyuansu](https://github.com/FlowElement-xinliuyuansu) / [m_flow](https://github.com/FlowElement-xinliuyuansu/m_flow) | 4509 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/98460328?s=40&v=4" width="20" height="20" alt=""> [panaversity](https://github.com/panaversity) / [learn-agentic-ai](https://github.com/panaversity/learn-agentic-ai) | 4395 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> [bragai](https://github.com/bragai) / [bRAG-langchain](https://github.com/bragai/bRAG-langchain) | 4196 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/248286111?s=40&v=4" width="20" height="20" alt=""> [strukto-ai](https://github.com/strukto-ai) / [mirage](https://github.com/strukto-ai/mirage) | 3763 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/3299148?s=40&v=4" width="20" height="20" alt=""> [awslabs](https://github.com/awslabs) / [agentcore-samples](https://github.com/awslabs/agentcore-samples) | 3512 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/44717411?s=40&v=4" width="20" height="20" alt=""> [ding113](https://github.com/ding113) / [claude-code-hub](https://github.com/ding113/claude-code-hub) | 3399 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/153429891?s=40&v=4" width="20" height="20" alt=""> [rpamis](https://github.com/rpamis) / [comet](https://github.com/rpamis/comet) | 3270 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/153761188?s=40&v=4" width="20" height="20" alt=""> [remix-project-org](https://github.com/remix-project-org) / [remix-project](https://github.com/remix-project-org/remix-project) | 3096 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/34125411?s=40&v=4" width="20" height="20" alt=""> [tsedio](https://github.com/tsedio) / [tsed](https://github.com/tsedio/tsed) | 3091 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11744586?s=40&v=4" width="20" height="20" alt=""> [MetaMask](https://github.com/MetaMask) / [metamask-mobile](https://github.com/MetaMask/metamask-mobile) | 3080 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow) | 2979 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/62564480?s=40&v=4" width="20" height="20" alt=""> [wassim249](https://github.com/wassim249) / [fastapi-langgraph-agent-production-ready-template](https://github.com/wassim249/fastapi-langgraph-agent-production-ready-template) | 2726 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/204899035?s=40&v=4" width="20" height="20" alt=""> [Agent-Field](https://github.com/Agent-Field) / [agentfield](https://github.com/Agent-Field/agentfield) | 2644 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185937207?s=40&v=4" width="20" height="20" alt=""> [suitenumerique](https://github.com/suitenumerique) / [meet](https://github.com/suitenumerique/meet) | 2468 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179994263?s=40&v=4" width="20" height="20" alt=""> [YFGaia](https://github.com/YFGaia) / [dify-plus](https://github.com/YFGaia/dify-plus) | 2263 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148051844?s=40&v=4" width="20" height="20" alt=""> [PrimeIntellect-ai](https://github.com/PrimeIntellect-ai) / [prime-rl](https://github.com/PrimeIntellect-ai/prime-rl) | 2215 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/46323662?s=40&v=4" width="20" height="20" alt=""> [TheSpaghettiDetective](https://github.com/TheSpaghettiDetective) / [obico-server](https://github.com/TheSpaghettiDetective/obico-server) | 1924 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/186889946?s=40&v=4" width="20" height="20" alt=""> [ai-hero-dev](https://github.com/ai-hero-dev) / [ai-hero](https://github.com/ai-hero-dev/ai-hero) | 1915 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/1548229?s=40&v=4" width="20" height="20" alt=""> [arabold](https://github.com/arabold) / [docs-mcp-server](https://github.com/arabold/docs-mcp-server) | 1856 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2314423?s=40&v=4" width="20" height="20" alt=""> [trailofbits](https://github.com/trailofbits) / [buttercup](https://github.com/trailofbits/buttercup) | 1741 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent) | 1580 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/30079057?s=40&v=4" width="20" height="20" alt=""> [kodustech](https://github.com/kodustech) / [kodus-ai](https://github.com/kodustech/kodus-ai) | 1565 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/95047587?s=40&v=4" width="20" height="20" alt=""> [bugbasesecurity](https://github.com/bugbasesecurity) / [pentest-copilot](https://github.com/bugbasesecurity/pentest-copilot) | 1546 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/297117619?s=40&v=4" width="20" height="20" alt=""> [agentconnect-md](https://github.com/agentconnect-md) / [agentconnect](https://github.com/agentconnect-md/agentconnect) | 1514 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/144196744?s=40&v=4" width="20" height="20" alt=""> [TIGER-AI-Lab](https://github.com/TIGER-AI-Lab) / [TheoremExplainAgent](https://github.com/TIGER-AI-Lab/TheoremExplainAgent) | 1513 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/160371962?s=40&v=4" width="20" height="20" alt=""> [hashgraph-online](https://github.com/hashgraph-online) / [awesome-codex-plugins](https://github.com/hashgraph-online/awesome-codex-plugins) | 1508 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/22758471?s=40&v=4" width="20" height="20" alt=""> [Gsync](https://github.com/Gsync) / [jobsync](https://github.com/Gsync/jobsync) | 1493 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/123133689?s=40&v=4" width="20" height="20" alt=""> [inkeep](https://github.com/inkeep) / [agents](https://github.com/inkeep/agents) | 1490 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/65890619?s=40&v=4" width="20" height="20" alt=""> [zstar1003](https://github.com/zstar1003) / [ragflow-plus](https://github.com/zstar1003/ragflow-plus) | 1465 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2045570?s=40&v=4" width="20" height="20" alt=""> [hotovo](https://github.com/hotovo) / [aider-desk](https://github.com/hotovo/aider-desk) | 1463 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/184127137?s=40&v=4" width="20" height="20" alt=""> [cline](https://github.com/cline) / [kanban](https://github.com/cline/kanban) | 1376 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/248630197?s=40&v=4" width="20" height="20" alt=""> [wanxingai](https://github.com/wanxingai) / [LightAgent](https://github.com/wanxingai/LightAgent) | 1245 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/16997807?s=40&v=4" width="20" height="20" alt=""> [FranciscoMoretti](https://github.com/FranciscoMoretti) / [chat-js](https://github.com/FranciscoMoretti/chat-js) | 1203 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/45643866?s=40&v=4" width="20" height="20" alt=""> [cognizant-ai-lab](https://github.com/cognizant-ai-lab) / [neuro-san-studio](https://github.com/cognizant-ai-lab/neuro-san-studio) | 1194 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/242540347?s=40&v=4" width="20" height="20" alt=""> [okou-ai](https://github.com/okou-ai) / [okou](https://github.com/okou-ai/okou) | 1162 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> [alishobeiri](https://github.com/alishobeiri) / [thread-notebook](https://github.com/alishobeiri/thread-notebook) | 1106 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121352441?s=40&v=4" width="20" height="20" alt=""> [openops-cloud](https://github.com/openops-cloud) / [openops](https://github.com/openops-cloud/openops) | 1081 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq) | 1073 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/176438967?s=40&v=4" width="20" height="20" alt=""> [trendy-design](https://github.com/trendy-design) / [llmchat](https://github.com/trendy-design/llmchat) | 1072 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/230847519?s=40&v=4" width="20" height="20" alt=""> [cuga-project](https://github.com/cuga-project) / [cuga-agent](https://github.com/cuga-project/cuga-agent) | 1070 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/315596236?s=40&v=4" width="20" height="20" alt=""> [Minima-AI-Inc](https://github.com/Minima-AI-Inc) / [minima](https://github.com/Minima-AI-Inc/minima) | 1056 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/209605279?s=40&v=4" width="20" height="20" alt=""> [ZTE-AICloud](https://github.com/ZTE-AICloud) / [Co-Sight](https://github.com/ZTE-AICloud/Co-Sight) | 1015 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/174703732?s=40&v=4" width="20" height="20" alt=""> [china-qijizhifeng](https://github.com/china-qijizhifeng) / [agentic-harness-engineering](https://github.com/china-qijizhifeng/agentic-harness-engineering) | 959 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/17177659?s=40&v=4" width="20" height="20" alt=""> [sanity-io](https://github.com/sanity-io) / [next-sanity](https://github.com/sanity-io/next-sanity) | 956 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/123981229?s=40&v=4" width="20" height="20" alt=""> [plastic-labs](https://github.com/plastic-labs) / [tutor-gpt](https://github.com/plastic-labs/tutor-gpt) | 933 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/209155962?s=40&v=4" width="20" height="20" alt=""> [strands-agents](https://github.com/strands-agents) / [samples](https://github.com/strands-agents/samples) | 924 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course) | 891 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7464134?s=40&v=4" width="20" height="20" alt=""> [groq](https://github.com/groq) / [openbench](https://github.com/groq/openbench) | 832 |
## 🔒 安全与隐私
我们非常重视数据安全和隐私。更多信息请参阅我们的 [安全与隐私](https://langfuse.com/security) 页面。
### 遥测
默认情况下，Langfuse 会自动将自托管实例的基础使用统计数据上报至集中服务器（PostHog）。
这有助于我们：
1. 了解 Langfuse 的使用情况，并改进最相关的功能。
2. 跟踪整体使用数据，用于内部及外部（例如融资）报告。
遥测数据不包括原始 traces、prompts、observations、scores 或数据集内容。我们在 [遥测文档](https://langfuse.com/self-hosting/security/telemetry) 中记录了收集的确切字段、数据的发送位置以及相关实现参考。
对于 Langfuse OSS，你可以通过设置 `TELEMETRY_ENABLED=false` 来选择退出。
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