ROADMAP 2025

[yingfeng]

v0.18.0

• [Feature Request]: Implement Model Context Protocol (MCP) server for RAGFlow #4344
• [Feature Request]: Citation in answer optimization. #5905
• Feat: How to use Langfuse to trace Ragflow python-api #6155
• Agent can be shared betweem team members. Feat: add agent share team viewer #6222
• Supports agent version history. Feat: support agent version history. #6130
• [Feature Request]: interrupt streaming #6515
• OpenAI compatible API for chat assistant and agent. Feat: add OpenAI compatible API for agent #6329
• Supports disabling user sign-up. Feat: Add user registration toggle feature #6327
• Figures from PDF/Docx can be parsed via VLMs. Feat: add VLM-boosted PDF parser #6278

v0.17.0

• Supports reasoning triggered RAG #5173
• Improve prompt reference form Agent [Feature Request]: Inner prompt parameter setting. #4764
• [Feature Request]: How to enable internet search? #5198

v0.16.0

• Refactor GraphRAG #4543
• Supports Loop within Agent #4242
• Supports tagging/labeling for document chunk and query #4367
• [Feature Request]: Metadata in documents for improve the prompt #3690

Long-term plan

• RAGFlow documents [Feature Request]: Add guides, references, best practices, and other documentation that may facilitate user journey with RAGFlow #720
• APIs [Feature Request]: RAGFlow API proposal #1102

Backlog

• Supports memory API for Agent [Feature Request]: Support memory API #4213

Previous roadmap

ROADMAP 2024

[Jeocy]

Does RAGFlow not have an administrator entrance?

[alexxchen]

How about supporting multi-modal RAG?

[chminsc]

mobile ui please
option to disable user registration

[Ruler27]

user management method, currently if I expose it to the internet, anyone can register
PostgresSQL support

[hoharald]

UX improvements for the chat

• multiple lines for chat input (HTML tag input => textarea)
• markdown rendering, since response from LLMs supports it

Mentioned here

[15053285989]

希望支持导出和导入agent工作流
Hope to support exporting and importing Agent workflows.

[yingfeng]

How about supporting multi-modal RAG?

Under planning, it requires Infinity to be production ready such that Tensor based reranker as well as multi vector retrieval could be available.

[Echoole]

希望知识库可以分享一个连接，这样别人点看，可以询问问题，不用登录平台，类似与分享了一个聊天界面，上面可以定义机器人可以提供什么服务

[cike8899]

希望支持导出和导入agent工作流 Hope to support exporting and importing Agent workflows.

Already supported

[Andy-Zyu]

How do I need to be able to call the visual understanding model in the agent? Can the user call the corresponding visual understanding model after uploading the picture?

[zmxccxy]

1、新建助理，可以不选择关联知识库，就只与大模型对话。
2、助理的对话页面美化下，比如对话框颜色、小组件按钮、进行中/加载中的提示。助理的对话框显示效果支持更多格式，比如md、code等。对话输入框支持语音输入。设置了助理头像后，新建对话，还是默认的头像，需要过一段时间才行。
3、agent，可以自定义头像。
4、模型供应商，已加入的，显示面积可以调整下，太宽了。
5、完善第三方嵌入，要显示助理标题和头像。
6、知识库，加入启用、解析等筛选项，知识库中文件多了就不好找了。

感谢🙏

我也想加入开发中，编码实现某些功能，但是我不会 😭。

[rplescia]

user management method, currently if I expose it to the internet, anyone can register PostgresSQL support

I agree with user management, this feature is needed very much. Even if it is basic user management to start with, the ability to disable user registration and only invite users by email.

Ideally, it would be great if we could get the following user management features

• User management page with the ability to invite/disable/remove users and add users to groups
  • Admin group (full system access with user management)
  • Standard group (can access everything except 'user management' and 'system' features[similar to user-settings page on the demo site])
• Multiple teams
  • The ability to create multiple teams and add different people to each team. I don't always want to share a knowledge base with everyone in my team, I need a way to manage my teams and the people in each team so that I can maintain some knowledge base security

[jackysc]

SSO/IAM support pls

[yumu7777777]

请支持 SSO/IAM

您好SSO/IAM 有好用的开源项目吗

[yingfeng]

SSO/IAM belongs to features of enterprise edition and will not be delivered in the open source edition.

[dalemccrory]

Regarding SSO and enterprise/open source, I like what Windmill.dev does... https://www.windmill.dev/pricing Maybe you could consider that versus having a hard SSO tax.

[igorperic17]

User management is a showstopper for our company as well. Specifically, we have no way to build a knowledge base which is visible to only a certain group of users (i.e. financial data or HR data).

[wzqiang1332]

Expect to support script nodes or function nodes, and support the use of script functions to process the input of the previous node and then output

[Tsukasa007]

希望 Agent 支持变量执行代码块

[Luyp-m]

Hope to support statistical analysis of all users’ questions and answers, such as tracking the usage volume and frequency over a quarter, identifying the topics they focus on, and calculating the ratio of effective to ineffective responses.

[stardyun]

Hope to support agent api to dynamically change the variables of begin component

[Sos-Zachary]

Does RAGFlow not have an administrator entrance?RAGFlow 没有管理员入口吗？

I think it would be nice if we had a back office to monitor api calls, like langsmith/langfuse

[role11]

recommend refining the API interface and addressing existing issues to improve its overall quality, as the current implementation appears somewhat rudimentary.

[yuhaya]

希望支持导出和导入agent工作流

已支持

希望能支持API接口导入

[czhcc]

1）希望增加对图片内容识别，建立知识库，并可以问答；
2）希望增加对视频内容识别，建立知识库，并可以问答。回复结果的引用，指向视频中的时间段。

[hero8152]

希望Agent中增加一个output转格式的节点，可以自定义输出的格式是txt还是markdown或HTML

[BuYuanHao]

I hope Agent can execute Python or JS code

[chaijl]

在文件管理中上传文件，然后连接到知识库，在知识中做了解析后发现不想要了，在知识中把该解析的知识删除，然后再回到文件管理中查看那个文件，发现文件还在，但点击最后的预览，这个文件是错误的了，一定要删除重新上传才行，这个不知道是不是bug.