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Updated v0.18.0 release notes (#7221)

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### Type of change


- [x] Documentation Update
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docs/develop/mcp.md
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______________________________________________________________________
--- ---
sidebar_position: 4 sidebar_position: 4
slug: /mcp_server slug: /mcp_server
--- ---
# Overview of RAGFlow Model Context Protocol (MCP) Server # RAGFlow MCP server overview
The RAGFlow MCP server operates as an independent component that complements the RAGFlow server. However, it requires a RAGFlow server to work functionally well, meaning, the MCP client and server communicate with each other in MCP HTTP+SSE mode (once the connection is established, server pushes messages to client only), and responses are expected from RAGFlow server. The RAGFlow Model Context Protocol (MCP) server operates as an independent component that complements the RAGFlow server. However, it requires a RAGFlow server to work functionally well, meaning, the MCP client and server communicate with each other in MCP HTTP+SSE mode (once the connection is established, server pushes messages to client only), and responses are expected from RAGFlow server.
The MCP server currently offers a specific tool to assist users in searching for relevant information powered by RAGFlow DeepDoc technology: The MCP server currently offers a specific tool to assist users in searching for relevant information powered by RAGFlow DeepDoc technology:

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docs/guides/agent/agent_component_reference/begin.mdx
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@ -49,7 +49,7 @@ You can set global variables within the **Begin** component, which can be either
:::tip NOTE :::tip NOTE
To pass in parameters from a client, call: To pass in parameters from a client, call:
- HTTP method [Converse with agent](../../../references/http_api_reference.md#converse-with-agent), or - HTTP method [Converse with agent](../../../references/http_api_reference.md#converse-with-agent), or
- Python method [Converse with agent](../../../referencespython_api_reference.md#converse-with-agent). - Python method [Converse with agent](../../../references/python_api_reference.md#converse-with-agent).
::: :::
:::danger IMPORTANT :::danger IMPORTANT

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docs/release_notes.md
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@ -9,7 +9,7 @@ Key features, improvements and bug fixes in the latest releases.
## v0.18.0 ## v0.18.0
Released on April 22, 2025. Released on April 23, 2025.
### New features ### New features
@ -25,6 +25,14 @@ Released on April 22, 2025.
- Enhanced answer referencing: Citation accuracy in generated responses is improved. - Enhanced answer referencing: Citation accuracy in generated responses is improved.
- Enhanced question-answering experience: users can now manually stop streaming output during a conversation. - Enhanced question-answering experience: users can now manually stop streaming output during a conversation.
### Documentation
#### Added documents
- [Set page rank](./guides/dataset/set_page_rank.md)
- [Enable RAPTOR](./guides/dataset/enable_raptor.md)
- [RAGFlow MCP server overview](./develop/mcp.md)
## v0.17.2 ## v0.17.2
Released on March 13, 2025. Released on March 13, 2025.