Agent 配套工具

langfuse|开源AI智能体评测与可观测平台

langfuse

Langfuse 是开源 AI 工程平台,用于追踪、评测并改进 LLM 应用与智能体,支持云托管或自托管。

获取与使用

需要部署

按官方资料自行安装或部署

使用难度待核验
国内可用性待核验

2026-11-09 更新 · 本站尚未实测

项目介绍

Agent 配套工具 · 2026-11-09 更新 · 本站尚未实测

Langfuse 是一个开源的 AI 工程平台,面向智能体评测(agent evals)与可观测性(observability)。README 将其定位为"open source AI engineering platform for agent evals and observability",用于统一记录公司内的每次 AI 调用与团队构建的每个智能体:跟踪用量与成本、追踪与评测智能体,并利用生产数据改进 AI 应用。

它提供两种使用形态:Langfuse Cloud(官方托管部署)与自托管(Self-Host)。README 说明自托管可在数分钟内完成,Docker Compose 方式约 5 分钟即可在单机或单台虚拟机上运行。README 同时标注团队自 2026 年 1 月起归属 ClickHouse,并持续远程与多地办公招聘。

需要说明的是,本项目是平台与工具链,其核心价值在于为已有 LLM 应用与智能体提供可观测与评测能力,并非一个开箱即用的业务智能体本身。

核心能力

点击能力名称查看输入、输出和原文依据。

  • AI 可观测性:通过埋点接入应用并上报 traces,追踪 LLM 调用及检索、嵌入、智能体动作等逻辑;可检查与调试复杂日志和用户会话,基于 OpenTelemetry 构建。
  • 提示词管理(Prompt Management):集中管理、版本控制并协作迭代提示词;README 称借助服务端与客户端强缓存,迭代提示词不会给应用增加延迟;LLM Playground 可测试提示词与模型配置。
  • Skill 管理(beta):为智能体技能提供版本与标签,技能由包含任务说明的 SKILL.md 及可选附属文件组成;可在不改应用代码的情况下升级或回滚版本,并将技能版本与产生的 traces 关联。
  • 评测:支持 LLM-as-a-judge、代码评测器、用户反馈收集、人工标注,以及通过 API/SDK 的自定义评测流水线;可用 Datasets and Experiments 构建测试集与基准。
  • AI Gateway(beta):为组织提供调用模型供应商的统一端点,集中保存供应商凭据,按用户或服务账号分配网关密钥、集中审批模型、按用户/密钥/模型统计 AI 支出,并把每次调用记录为 Langfuse trace。
  • 指标与仪表盘:通过自定义仪表盘、指标 API 与告警,按任意维度跟踪延迟、成本与质量。
  • API 与 SDK:提供 OpenAPI 规范、Python 与 JS/TS 类型化 SDK、Langfuse CLI,以及面向编码智能体的 Langfuse Agent Skill。

实际应用场景

适用场景

  • 需要对 LLM 应用或智能体做端到端追踪与调试,定位检索、工具调用、智能体动作等环节的问题。
  • 希望把提示词集中版本化,并能在 playground 中快速试改。
  • 需要在发布前用数据集与实验做回归测试,或上线后持续用生产数据评测质量。
  • 需要按用户、密钥或模型统计 AI 成本,并通过统一网关管理多家模型供应商凭据。
  • 组织有数据合规或部署要求,希望在自己的基础设施上自托管。

安装与接入

README 给出两条路径。

云托管:前往 https://langfuse.com/cloud 注册 Langfuse Cloud。README 描述其为官方托管、有慷慨的免费额度且无需信用卡;具体额度与计费以官方页面为准。

自托管(Docker Compose):README 给出的官方步骤为:

# Get a copy of the latest Langfuse repository
git clone --depth=1 https://github.com/langfuse/langfuse.git
cd langfuse

# Run the langfuse docker compose
docker compose up

其他自托管方式:Kubernetes(Helm,README 称其为推荐的生产部署方式);Terraform 模板覆盖 AWS、Azure、GCP;社区维护的 Render、Railway 方案。架构与配置项详见自托管文档。

手动接入(Python 示例):先创建账号或自托管,再创建项目并在项目设置中生成 API 凭据。README 示例安装命令为 pip install langfuse openai,并通过环境变量配置 LANGFUSE_SECRET_KEY、LANGFUSE_PUBLIC_KEY、LANGFUSE_BASE_URL(含欧盟、美国、日本、HIPAA 等区域地址)。

智能体辅助安装:README 推荐安装 Langfuse Agent Skill,让编码智能体接入 Langfuse 功能;可用 skills CLI(npx skills add langfuse/skills --skill "langfuse")或 Cursor 插件安装。若智能体支持 MCP,可添加 Langfuse Docs MCP 服务器,地址为 https://langfuse.com/api/mcp,README 明确说明其无需认证,用于查询当前文档。

集成:基于 OpenTelemetry,任何已埋点的应用、框架或 collector 都可上报 traces。README 列出 OpenAI、LangChain 与 LangGraph、LlamaIndex、Haystack、LiteLLM、Vercel AI SDK、Mastra 等主要集成,以及 OpenAI Agents SDK、Claude Agent SDK、Pydantic AI、Google ADK、Strands Agents、Spring AI、CrewAI、AutoGen、smolagents、Dify、Flowise、Langflow、OpenWebUI、LobeChat、Ollama、Amazon Bedrock 等 100+ 集成。

使用条件与限制

是否需要部署
需自行准备运行环境,具体要求见正文
是否需要注册
账号和认证要求见正文;未明确说明的项目仍待核验
是否需要 API Key
待核验
费用与额度
费用边界见正文,项目许可不代表模型或托管服务免费
所需权限
待核验
许可证与服务条款
待核验

权限费用与限制

  • 账号与凭据:云托管需注册账号并在项目设置中生成 API 密钥;自托管需自行部署并管理凭据。README 未说明密钥的具体权限范围。
  • 费用:README 称 Cloud 有慷慨免费额度且无需信用卡,但未给出具体价格或额度上限,实际计费待向官方核验。自托管涉及自有基础设施成本,README 未涉及。
  • 模型与密钥:Langfuse 本身是观测与评测平台,不内置模型;使用评测、playground 或网关等功能时,需要接入自有模型供应商及其密钥,相应费用由所接供应商决定。
  • MCP:Docs MCP 服务器 README 明确为无需认证,能力范围以官方文档为准;项目中是否还存在其他 MCP 配置,所采集资料中未见,待核查。
  • 地区与合规:README 列出欧盟、美国、日本、HIPAA 等 Cloud 区域地址,但未说明各地区的数据驻留与合规认证细节,待核实。国内使用(访问、部署与合规)资料未说明,待核验。

国内使用情况

网友核验 用户经验分享

与站长实测独立,不代表官方认证或本站已实测。

我要核验
0 位参与者0 份有效分项记录

最近核验:暂无有效核验。参与人数按当前项目有效身份去重;不同核验项分别统计,不合并成用户总结果。仅统计审核通过且未过期的记录。

分项统计、有效期与样本量
核验项目有效人数成功 / 部分 / 失败 / 无法判断成功率最近核验 / 有效期
官方网站访问00 / 0 / 0 / 0样本不足暂无 / 7 天
GitHub 仓库访问00 / 0 / 0 / 0样本不足暂无 / 7 天
安装与运行00 / 0 / 0 / 0样本不足暂无 / 30 天
官方服务国内连接 / MCP 连接00 / 0 / 0 / 0样本不足暂无 / 30 天
国内网络情况00 / 0 / 0 / 0样本不足暂无 / 7 天
国内模型兼容性00 / 0 / 0 / 0样本不足暂无 / 30 天
自定义 API00 / 0 / 0 / 0样本不足暂无 / 30 天
海外服务依赖
00 / 0 / 0 / 0样本不足暂无 / 30 天
海外账号要求
00 / 0 / 0 / 0样本不足暂无 / 30 天
中文界面
00 / 0 / 0 / 0样本不足暂无 / 30 天
客户端兼容性00 / 0 / 0 / 0样本不足暂无 / 30 天
账号及费用信息
00 / 0 / 0 / 0样本不足暂无 / 30 天

成功率 = 成功 ÷(成功 + 部分成功 + 失败);无法判断不计入分母。至少 5 份可判断结果才显示成功率。账号、费用、海外依赖与语言等事实项,成功表示核查结论与资料吻合,具体观察另行统计;不表示免费或没有海外依赖。不同网络、客户端和版本的结果不能直接等同。

最近有效核验

暂无审核通过且未过期的网友核验。欢迎提交真实使用记录。

查看全部有效核验 →

国内实测状态:国内可用性待核验。协议兼容和官方资料说明不等于国内网络可用。

官方网站访问
尚未实测 待核验
GitHub 仓库访问
尚未实测 待核验
官方服务国内连接
尚未实测 待核验
国内网络情况
尚未实测 待核验
国内模型兼容性
尚未实测 待核验
自定义 API
尚未实测 待核验
海外服务依赖
尚未实测 待核验
海外账号要求
尚未实测 待核验
中文界面
尚未实测 待核验
国内最后核验时间
尚未实测

许可与国内使用

许可证文件说明:仓库内容中位于 ee/、web/src/ee/、worker/src/ee/ 及 packages/shared/src/server/ee/ 等目录的部分,按 ee/LICENSE 授权;第三方组件沿用其原许可证;上述范围之外的内容采用 MIT Expat 许可。README 亦写明本仓库为 MIT 许可,ee 文件夹除外。

因此,公开仓库不等于全部内容开源:部分企业功能目录使用单独许可证,使用前应查阅具体目录的许可条款。Langfuse Cloud 属托管服务,其服务条款、计费与数据处理政策与代码许可证不同,需另行确认。第三方模型、云厂商与集成组件的许可和费用各自独立。

国内使用方面,资料未说明在中国大陆的访问稳定性、备案或数据合规要求,也未说明是否支持国内模型或国内部署区域,均待核实。请勿将域名或在线地址视为服务部署地域证明。

项目资料与来源

官方网站 ↗

GitHub 仓库 ↗

官方文档 ↗

字段依据与待核验事项

access:来源确认 · docker compose up

project_type:来源确认 · Langfuse is an **open source AI engineering platform** for **agent evals and observability**.

原始 README(折叠技术参考)
<img width="2400" height="600" alt="Langfuse by ClickHouse" src=".github/readme-banner.png" />

<div align="center">
   <div>
      <h3>
         <a href="https://cloud.langfuse.com">
            <strong>Langfuse Cloud</strong>
         </a> · 
         <a href="https://langfuse.com/self-hosting">
            <strong>Self-Host</strong>
         </a> · 
         <a href="https://langfuse.com/docs/demo">
            <strong>Demo</strong>
         </a>
      </h3>
   </div>

   <div>
      <a href="https://langfuse.com/docs"><strong>Docs</strong></a> ·
      <a href="https://github.com/langfuse/langfuse/issues"><strong>Report Bug</strong></a> ·
      <a href="https://github.com/orgs/langfuse/discussions/categories/ideas"><strong>Feature Request</strong></a> ·
      <a href="https://langfuse.com/changelog"><strong>Changelog</strong></a> ·
      <a href="https://langfuse.com/docs/roadmap"><strong>Roadmap</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>
   <a href="https://twitter.com/intent/follow?screen_name=langfuse" target="_blank">
   <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 is an **open source AI engineering platform** for **agent evals and observability**. It is one open platform for every AI call your company makes and every agent your teams build: track usage and costs, **trace and evaluate** agents, and use production data to ship better AI. Use Langfuse Cloud or **self-host in minutes**; Langfuse is **battle-tested** at scale.

Watch a quick demo of the project here:

<a href="https://langfuse.com/watch-demo"><img width="37.5%" alt="Langfuse Overview Video" src=".github/watch-demo.png"></a>

> ### 🧑‍💻 We're hiring
>
> Interested in contributing to Langfuse full-time? Langfuse is growing fast (we doubled the team in the last 6 months). Since January 2026 we're part of ClickHouse. We hire remotely, with offices in Berlin, San Francisco, Amsterdam, and New York.
> **[See open roles →](https://langfuse.com/careers?utm_source=github&utm_medium=readme&utm_campaign=hiring&utm_content=langfuse)**

## ✨ Core Features

<img width="2400" alt="features" src="https://github.com/user-attachments/assets/0fad3dee-f3ad-423c-9f0d-7ccd0f26cc2d" />

- [AI Observability](https://langfuse.com/docs/observability/overview): Instrument your app and start ingesting traces to Langfuse, thereby tracking LLM calls and other relevant logic in your app such as retrieval, embedding, or agent actions. Inspect and debug complex logs and user sessions. Built on OpenTelemetry. Try the interactive [demo](https://langfuse.com/docs/demo) to see this in action.

- [Prompt Management](https://langfuse.com/docs/prompt-management/overview) helps you centrally manage, version control, and collaboratively iterate on your prompts. Thanks to strong caching on server and client side, you can iterate on prompts without adding latency to your application. The [LLM Playground](https://langfuse.com/docs/prompt-management/features/playground) lets you test prompts and model configurations; when you see a bad result in tracing, you can jump straight to the playground to iterate on it.

- [Skill Management](https://langfuse.com/docs/skill-management/overview) (beta) brings versioning and labels to agent skills: a `SKILL.md` with task instructions plus optional supporting files. Promote or roll back versions without changing application code, and link skill versions to the traces they produced.

- [Evaluations](https://langfuse.com/docs/evaluation/overview) are key to the AI agent development workflow, and Langfuse adapts to your needs. It supports LLM-as-a-judge, code evaluators, user feedback collection, manual labeling, and custom evaluation pipelines via APIs/SDKs. Use [Datasets and Experiments](https://langfuse.com/docs/evaluation/experiments/datasets) to build test sets and benchmarks for pre-deployment testing and continuous improvement.

- [AI Gateway](https://langfuse.com/docs/gateway/overview) (beta) gives your organization one endpoint for calls to your model providers. Keep provider credentials in one place, hand out per-user or service account gateway keys, approve models centrally, track AI spend per user, key, and model, and record every call as a Langfuse trace.

- [Metrics and Dashboards](https://langfuse.com/docs/metrics/overview): Track latency, cost, and quality across any dimension with [custom dashboards](https://langfuse.com/docs/metrics/features/custom-dashboards), the metrics API, and alerts.

- [Comprehensive API](https://langfuse.com/docs/api-and-data-platform/overview): Langfuse is frequently used to power bespoke AI engineering workflows while using the building blocks provided by Langfuse via the API. An OpenAPI spec, typed SDKs for Python and JS/TS, the [Langfuse CLI](https://langfuse.com/docs/api-and-data-platform/features/cli), and the [Langfuse Agent Skill](https://langfuse.com/docs/api-and-data-platform/features/agent-skill) for coding agents are available.

## 📦 Deploy Langfuse

<img width="2400" alt="deploy" src="https://github.com/user-attachments/assets/cf72e7f8-db7f-4e11-a2a1-ecfbe46f262c" />

### Langfuse Cloud

Managed deployment by the Langfuse team, generous free tier, no credit card required.

**[Sign up for Langfuse Cloud →](https://langfuse.com/cloud)**

### Self-Host Langfuse

Run Langfuse on your own infrastructure:

- [Docker Compose](https://langfuse.com/self-hosting/deployment/docker-compose): Run Langfuse on your own machine or a single virtual machine in 5 minutes. The guide also covers configuring Docker log rotation so container logs don't fill up the disk.

  ```bash
  # Get a copy of the latest Langfuse repository
  git clone --depth=1 https://github.com/langfuse/langfuse.git
  cd langfuse

  # Run the langfuse docker compose
  docker compose up
  ```

- [Kubernetes (Helm)](https://langfuse.com/self-hosting/deployment/kubernetes-helm): Run Langfuse on a Kubernetes cluster using Helm. This is the preferred production deployment.
- Terraform Templates: [AWS](https://langfuse.com/self-hosting/deployment/aws), [Azure](https://langfuse.com/self-hosting/deployment/azure), [GCP](https://langfuse.com/self-hosting/deployment/gcp)
- Community-maintained: [Render](https://langfuse.com/self-hosting/deployment/render), [Railway](https://langfuse.com/self-hosting/deployment/railway)

See [self-hosting documentation](https://langfuse.com/self-hosting) to learn more about architecture and configuration options.

> [!TIP]
> **Self-hosting Langfuse?** Subscribe to the [self-hosting update list](https://langfuse.com/self-hosting#subscribe) to get an email about important features and new releases for open source Langfuse — self-hosting updates only, no marketing.

## 🔌 Integrations

<img width="2400" alt="integrations" src="https://github.com/user-attachments/assets/b85c9a45-68f0-4f76-b545-0e8632abef9f" />

Langfuse is built on [OpenTelemetry](https://langfuse.com/integrations/native/opentelemetry), so any OpenTelemetry-instrumented application, framework, or collector can send traces to Langfuse.

### Main Integrations

| Integration                                                                     | Supports                       | Description                                                                                                                                      |
| ------------------------------------------------------------------------------- | ------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------ |
| [OpenTelemetry](https://langfuse.com/integrations/native/opentelemetry)         | Any language                   | Send OTLP traces from your application or OpenTelemetry Collector to Langfuse's OpenTelemetry endpoint.                                          |
| [Langfuse AI Gateway](https://langfuse.com/docs/gateway/overview) (beta)        | Any OpenAI or Anthropic client | Route model calls through one endpoint to trace every call, keep provider keys in one place, and track cost without SDK or code changes.         |
| [SDK](https://langfuse.com/docs/observability/sdk/overview)                     | Python, JS/TS                  | Manual instrumentation using the SDKs for full flexibility.                                                                                      |
| [OpenAI](https://langfuse.com/integrations/model-providers/openai-py)           | Python, JS/TS                  | Automated instrumentation using drop-in replacement of OpenAI SDK.                                                                               |
| [LangChain & LangGraph](https://langfuse.com/integrations/frameworks/langchain) | Python, JS/TS                  | Automated instrumentation by passing callback handler to LangChain or LangGraph application.                                                     |
| [LlamaIndex](https://langfuse.com/integrations/frameworks/llamaindex)           | Python                         | Automated instrumentation via LlamaIndex callback system.                                                                                        |
| [Haystack](https://langfuse.com/integrations/frameworks/haystack)               | Python                         | Automated instrumentation via Haystack content tracing system.                                                                                   |
| [LiteLLM](https://langfuse.com/integrations/gateways/litellm)                   | Python, JS/TS (proxy only)     | Use any LLM as a drop-in replacement for GPT. Use Azure, OpenAI, Cohere, Anthropic, Ollama, VLLM, Sagemaker, HuggingFace, Replicate (100+ LLMs). |
| [Vercel AI SDK](https://langfuse.com/integrations/frameworks/vercel-ai-sdk)     | JS/TS                          | TypeScript toolkit designed to help developers build AI-powered applications with React, Next.js, Vue, Svelte, Node.js.                          |
| [Mastra](https://langfuse.com/integrations/frameworks/mastra)                   | JS/TS                          | Open source framework for building AI agents and multi-agent systems.                                                                            |
| [API](https://langfuse.com/docs/api-and-data-platform/features/public-api)      |                                | Directly call the public API. OpenAPI spec available.                                                                                            |

### Packages integrated with Langfuse

| Name                                                                               | Type               | Description                                                                                                             |
| ---------------------------------------------------------------------------------- | ------------------ | ----------------------------------------------------------------------------------------------------------------------- |
| [OpenAI Agents SDK](https://langfuse.com/integrations/frameworks/openai-agents)    | Agent Framework    | Lightweight framework from OpenAI for building multi-agent workflows.                                                   |
| [Claude Agent SDK](https://langfuse.com/integrations/frameworks/claude-agent-sdk)  | Agent Framework    | Anthropic's open source framework for building tool-using agents with native MCP support.                               |
| [Pydantic AI](https://langfuse.com/integrations/frameworks/pydantic-ai)            | Agent Framework    | Python agent framework for building production-grade applications with type safety.                                     |
| [Google ADK](https://langfuse.com/integrations/frameworks/google-adk)              | Agent Framework    | Google's open source Agent Development Kit for building agents.                                                         |
| [Strands Agents](https://langfuse.com/integrations/frameworks/strands-agents)      | Agent Framework    | Open source SDK by AWS for building and running AI agents.                                                              |
| [Spring AI](https://langfuse.com/integrations/frameworks/spring-ai)                | Agent Framework    | Java framework for building AI applications in the Spring ecosystem.                                                    |
| [CrewAI](https://langfuse.com/integrations/frameworks/crewai)                      | Agent Framework    | Multi agent framework for agent collaboration and tool use.                                                             |
| [AutoGen](https://langfuse.com/integrations/frameworks/autogen)                    | Agent Framework    | Open source LLM platform for building distributed agents.                                                               |
| [smolagents](https://langfuse.com/integrations/frameworks/smolagents)              | Agent Framework    | Open source AI agents framework.                                                                                        |
| [Instructor](https://langfuse.com/integrations/frameworks/instructor)              | Library            | Library to get structured LLM outputs (JSON, Pydantic).                                                                 |
| [DSPy](https://langfuse.com/integrations/frameworks/dspy)                          | Library            | Framework that systematically optimizes language model prompts and weights.                                             |
| [Mirascope](https://langfuse.com/integrations/frameworks/mirascope)                | Library            | Python toolkit for building LLM applications.                                                                           |
| [Ollama](https://langfuse.com/integrations/model-providers/ollama)                 | Model (local)      | Easily run open source LLMs on your own machine.                                                                        |
| [Amazon Bedrock](https://langfuse.com/integrations/model-providers/amazon-bedrock) | Model              | Run foundation and fine-tuned models on AWS.                                                                            |
| [Flowise](https://langfuse.com/integrations/no-code/flowise)                       | Chat/Agent&nbsp;UI | JS/TS no-code builder for customized LLM flows.                                                                         |
| [Langflow](https://langfuse.com/integrations/no-code/langflow)                     | Chat/Agent&nbsp;UI | Python-based UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows. |
| [Dify](https://langfuse.com/integrations/no-code/dify)                             | Chat/Agent&nbsp;UI | Open source LLM app development platform with no-code builder.                                                          |
| [OpenWebUI](https://langfuse.com/integrations/no-code/openwebui)                   | Chat/Agent&nbsp;UI | Self-hosted LLM Chat web ui supporting various LLM runners including self-hosted and local models.                      |
| [LobeChat](https://langfuse.com/integrations/no-code/lobechat)                     | Chat/Agent&nbsp;UI | Open source chatbot platform.                                                                                           |
| [Gradio](https://langfuse.com/integrations/other/gradio)                           | Chat/Agent&nbsp;UI | Open source Python library to build web interfaces like Chat UI.                                                        |
| [Promptfoo](https://langfuse.com/integrations/other/promptfoo)                     | Tool               | Open source LLM testing platform.                                                                                       |
| [Vapi](https://langfuse.com/integrations/no-code/vapi)                             | Platform           | Open source voice AI platform.                                                                                          |
| [Inferable](https://langfuse.com/integrations/frameworks/inferable)                | Agent Framework    | Open source LLM platform for building distributed agents.                                                               |
| [Goose](https://langfuse.com/integrations/no-code/goose)                           | Agent              | Open source AI agent by Block that automates engineering tasks.                                                         |

See the [integrations overview](https://langfuse.com/integrations) for the full list of 100+ integrations.

## 🚀 Quickstart

Instrument your app and start ingesting traces to Langfuse, thereby tracking LLM calls and other relevant logic in your app such as retrieval, embedding, or agent actions. Inspect and debug complex logs and user sessions.

### 🤖 Agentic installation (recommended)

Install the [Langfuse Agent Skill](https://github.com/langfuse/skills) to let your coding agent access all Langfuse features, then ask it to add tracing to your application:

```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.
```

You can also install the skill with the [skills CLI](https://www.npmjs.com/package/skills) (`npx skills add langfuse/skills --skill "langfuse"`) or the [Langfuse Cursor plugin](https://cursor.com/marketplace/langfuse). If your agent supports MCP, add the [Langfuse Docs MCP server](https://langfuse.com/docs/docs-mcp) (`https://langfuse.com/api/mcp`, no authentication) so it can look up current documentation while it works. See the [get started guide](https://langfuse.com/docs/observability/get-started) for details.

### 🛠️ Manual installation

#### 1️⃣ Create new project

1.  [Create Langfuse account](https://langfuse.com/cloud) or [self-host](https://langfuse.com/self-hosting)
2.  Create a new project
3.  Create new API credentials in the project settings

#### 2️⃣ Log your first LLM call

The [`@observe()` decorator](https://langfuse.com/docs/observability/sdk/instrumentation#observe-wrapper) makes it easy to trace any Python LLM application. In this quickstart we also use the Langfuse [OpenAI integration](https://langfuse.com/integrations/model-providers/openai-py) to automatically capture all model parameters.

> [!TIP]
> Not using OpenAI? Visit [our documentation](https://langfuse.com/docs/observability/get-started) to learn how to log other models and frameworks.

```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" # 🇪🇺 EU region
# LANGFUSE_BASE_URL="https://us.cloud.langfuse.com" # 🇺🇸 US region
# LANGFUSE_BASE_URL="https://jp.cloud.langfuse.com" # 🇯🇵 Japan region
# LANGFUSE_BASE_URL="https://hipaa.cloud.langfuse.com" # ⚕️ HIPAA region
```

```python /@observe()/ /from langfuse.openai import openai/ filename="main.py"
from langfuse import observe
from langfuse.openai import openai # OpenAI integration

@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 See traces in Langfuse

See your language model calls and other application logic in Langfuse.

<img width="1600" alt="example-trace-for-github" src="https://github.com/user-attachments/assets/8f6995b7-285f-441a-b52f-1331d13ceb45" />

_[Public example trace in Langfuse](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/db22d0a442216b485abd83cc9df6d9ee)_

## 💭 Support

Finding an answer to your question:

- Our [documentation](https://langfuse.com/docs) is the best place to start looking for answers. It is comprehensive, and we invest significant time into maintaining it. You can also suggest edits to the docs via GitHub.
- [Langfuse FAQs](https://langfuse.com/faq) where the most common questions are answered.
- Use "[Ask AI](https://langfuse.com/docs/ask-ai)" to get instant answers to your questions.

Support Channels:

- **Ask any question in our [public Q&A](https://github.com/orgs/langfuse/discussions/categories/support) on GitHub Discussions.** Please include as much detail as possible (e.g. code snippets, screenshots, background information) to help us understand your question.
- [Request a feature](https://github.com/orgs/langfuse/discussions/categories/ideas) on GitHub Discussions.
- [Report a Bug](https://github.com/langfuse/langfuse/issues) on GitHub Issues.
- For time-sensitive queries, ping us via the in-app chat widget.

## 🤝 Contributing

Your contributions are welcome!

- Vote on [Ideas](https://github.com/orgs/langfuse/discussions/categories/ideas) in GitHub Discussions.
- Raise and comment on [Issues](https://github.com/langfuse/langfuse/issues).
- Open a PR - see [CONTRIBUTING.md](CONTRIBUTING.md) for details on how to setup a development environment.

## 🥇 License

This repository is MIT licensed, except for the `ee` folders. See [LICENSE](LICENSE) and [docs](https://langfuse.com/handbook/chapters/open-source) for more details.

## Dependencies

We deploy this code base in Docker containers. See [web/Dockerfile](web/Dockerfile) and [worker/Dockerfile](worker/Dockerfile) for how the images are built, including the base images they use.

## ⭐️ Star History

<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>

## ❤️ Open Source Projects Using Langfuse

Top open-source projects that use the Langfuse Python or JS/TS SDK, ranked by stars ([Source](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents)):

| Repository                                                                                                                                                                                                                                                                                                     |  Stars |
| :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -----: |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130738209?s=40&v=4" width="20" height="20" alt=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [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=""> &nbsp; [groq](https://github.com/groq) / [openbench](https://github.com/groq/openbench)                                                                                                 |    832 |

## 🔒 Security & Privacy

We take data security and privacy seriously. Please refer to our [Security and Privacy](https://langfuse.com/security) page for more information.

### Telemetry

By default, Langfuse automatically reports basic usage statistics of self-hosted instances to a centralized server (PostHog).

This helps us to:

1. Understand how Langfuse is used and improve the most relevant features.
2. Track overall usage for internal and external (e.g. fundraising) reporting.

The telemetry does not include raw traces, prompts, observations, scores, or dataset contents. We document the exact fields that are collected, where they are sent, and the implementation reference in our [telemetry docs](https://langfuse.com/self-hosting/security/telemetry).

For Langfuse OSS, you can opt out by setting `TELEMETRY_ENABLED=false`.

<!-- Scarf pixel — cookie-free, privacy-friendly analytics for README views (no cookies, no IP/PII stored). https://docs.scarf.sh/web-traffic/ -->
<img referrerpolicy="no-referrer-when-downgrade" src="https://static.scarf.sh/a.png?x-pxid=5f9b700f-ee94-4940-b005-e72def008ffa&page=README.md" />
历史前置条件说明(补充参考)

云托管需注册 Langfuse Cloud 账号并在项目设置生成 API 密钥;自托管需 Docker Compose 或 Kubernetes/Helm 等环境;手动接入示例需 Python 与 pip;使用评测、playground、网关等功能需自备模型供应商账号与 API Key,费用由供应商决定;Cloud 免费额度与价格待官方核验;国内访问与合规情况待核验;Docs MCP 服务器无需认证,其他 MCP 配置待核查。

项目来源与清单版权许可

https://github.com/langfuse/langfuse

https://langfuse.com/

https://x.com/langfuse

https://langfuse.com/discord

整理来源:https://github.com/slavakurilyak/awesome-ai-agents

清单版权与许可:

MIT License

Copyright (c) 2024 Slava Kurilyak

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.