Docs:Updated langfuse guide (#7583)

### What problem does this PR solve?

### Type of change

- [x] Documentation Update
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writinwaters 2025-05-12 11:28:14 +08:00 committed by GitHub
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3 changed files with 18 additions and 6 deletions

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@ -151,8 +151,8 @@ Run `docker compose -f docker-compose.yml` to launch the RAGFlow server together
#### Launch an MCP server without upgrading RAGFlow
:::tip KUDOS-TO
This section is contributed by our community contributor **yiminghub2024**. 👏
:::info KUDOS
This section is contributed by our community contributor [yiminghub2024](https://github.com/yiminghub2024). 👏
:::
1. Prepare all MCP-specific files and directories.

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@ -5,7 +5,11 @@ slug: /text2sql_agent
# Create a Text2SQL agent
Build a Text2SQL agent leveraging RAGFlow's RAG capabilities. Contributed by @TeslaZY.
Build a Text2SQL agent leveraging RAGFlow's RAG capabilities.
:::info KUDOS
This document is contributed by our community contributor [TeslaZY](https://github.com/TeslaZY). 👏
:::
## Scenario

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@ -3,7 +3,15 @@ sidebar_position: 9
slug: /tracing
---
# Observability & Tracing with Langfuse
# Tracing
Observability & Tracing with Langfuse.
---
:::info KUDOS
This document is contributed by our community contributor [jannikmaierhoefer](https://github.com/jannikmaierhoefer). 👏
:::
RAGFlow ships with a built-in [Langfuse](https://langfuse.com) integration so that you can **inspect and debug every retrieval and generation step** of your RAG pipelines in near real-time.
@ -36,7 +44,7 @@ RAGFlow stores the credentials _per tenant_. You can configure them either via t
3. Fill in you Langfuse **Host**, **Public Key** and **Secret Key**.
4. Click **Save**.
![Example Ragflow trace in Langfuse](https://langfuse.com/images/docs/ragflow/ragflow-configuration.gif)
![Example RAGFlow trace in Langfuse](https://langfuse.com/images/docs/ragflow/ragflow-configuration.gif)
Once saved, RAGFlow starts emitting traces automatically no code change required.
@ -54,7 +62,7 @@ For every user request you will see:
• **spans** for retrieval, ranking and generation steps
• the complete **prompts**, **retrieved documents** and **LLM responses** as metadata
![Example Ragflow trace in Langfuse](https://langfuse.com/images/docs/ragflow/ragflow-trace-frame.png)
![Example RAGFlow trace in Langfuse](https://langfuse.com/images/docs/ragflow/ragflow-trace-frame.png)
([Example trace in Langfuse](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/0bde9629-4251-4386-b583-26101b8e7561?timestamp=2025-05-09T19%3A15%3A37.797Z&display=details&observation=823997d8-ac40-40f3-8e7b-8aa6753b499e))