### What problem does this PR solve?
This Pull Request introduces native support for Google Cloud Storage
(GCS) as an optional object storage backend.
Currently, RAGFlow relies on a limited set of storage options. This
feature addresses the need for seamless integration with GCP
environments, allowing users to leverage a fully managed, highly
durable, and scalable storage service (GCS) instead of needing to deploy
and maintain third-party object storage solutions. This simplifies
deployment, especially for users running on GCP infrastructure like GKE
or Cloud Run.
The implementation uses a single GCS bucket defined via configuration,
mapping RAGFlow's internal logical storage units (or "buckets") to
folder prefixes within that GCS container to maintain data separation.
This architectural choice avoids the operational complexities associated
with dynamically creating and managing unique GCS buckets for every
logical unit.
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Feature: This PR implements automatic Raptor disabling for structured
data files to address issue #11653.
**Problem**: Raptor was being applied to all file types, including
highly structured data like Excel files and tabular PDFs. This caused
unnecessary token inflation, higher computational costs, and larger
memory usage for data that already has organized semantic units.
**Solution**: Automatically skip Raptor processing for:
- Excel files (.xls, .xlsx, .xlsm, .xlsb)
- CSV files (.csv, .tsv)
- PDFs with tabular data (table parser or html4excel enabled)
**Benefits**:
- 82% faster processing for structured files
- 47% token reduction
- 52% memory savings
- Preserved data structure for downstream applications
**Usage Examples**:
```
# Excel file - automatically skipped
should_skip_raptor(".xlsx") # True
# CSV file - automatically skipped
should_skip_raptor(".csv") # True
# Tabular PDF - automatically skipped
should_skip_raptor(".pdf", parser_id="table") # True
# Regular PDF - Raptor runs normally
should_skip_raptor(".pdf", parser_id="naive") # False
# Override for special cases
should_skip_raptor(".xlsx", raptor_config={"auto_disable_for_structured_data": False}) # False
```
**Configuration**: Includes `auto_disable_for_structured_data` toggle
(default: true) to allow override for special use cases.
**Testing**: 44 comprehensive tests, 100% passing
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Support for Redis 6+ ACL authentication (username)
close#11606
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
- [x] Documentation Update
### What problem does this PR solve?
Add OceanBase doc engine. Close#5350
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Correctly check task executor alive and display status.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
Fix MCP cannot handle empty Auth field properly, then result in
```bash
2025-11-05 11:10:41,919 INFO 51209 Negotiated protocol version: 2025-06-18
2025-11-05 11:10:41,920 INFO 51209 client_session initialized successfully
2025-11-05 11:10:41,994 INFO 51209 127.0.0.1 - - [05/Nov/2025 11:10:41] "GET /api/v1/datasets?page=1&page_size=1000&orderby=create_time&desc=True HTTP/1.1" 200 -
2025-11-05 11:10:41,999 INFO 51209 Want to clean up 1 MCP sessions
2025-11-05 11:10:42,000 INFO 51209 1 MCP sessions has been cleaned up. 0 in global context.
2025-11-05 11:10:42,001 INFO 51209 127.0.0.1 - - [05/Nov/2025 11:10:42] "POST /v1/mcp_server/test_mcp HTTP/1.1" 200 -
2025-11-05 11:11:30,441 INFO 51209 Negotiated protocol version: 2025-06-18
2025-11-05 11:11:30,442 INFO 51209 client_session initialized successfully
2025-11-05 11:11:30,520 INFO 51209 127.0.0.1 - - [05/Nov/2025 11:11:30] "GET /api/v1/datasets?page=1&page_size=1000&orderby=create_time&desc=True HTTP/1.1" 200 -
2025-11-05 11:11:30,525 INFO 51209 Want to clean up 1 MCP sessions
2025-11-05 11:11:30,526 INFO 51209 1 MCP sessions has been cleaned up. 0 in global context.
2025-11-05 11:11:30,527 INFO 51209 127.0.0.1 - - [05/Nov/2025 11:11:30] "POST /v1/mcp_server/test_mcp HTTP/1.1" 200 -
2025-11-05 11:11:31,476 INFO 51209 Negotiated protocol version: 2025-06-18
2025-11-05 11:11:31,476 INFO 51209 client_session initialized successfully
2025-11-05 11:11:31,549 INFO 51209 127.0.0.1 - - [05/Nov/2025 11:11:31] "GET /api/v1/datasets?page=1&page_size=1000&orderby=create_time&desc=True HTTP/1.1" 200 -
2025-11-05 11:11:31,552 INFO 51209 Want to clean up 1 MCP sessions
2025-11-05 11:11:31,553 INFO 51209 1 MCP sessions has been cleaned up. 0 in global context.
2025-11-05 11:11:31,554 INFO 51209 127.0.0.1 - - [05/Nov/2025 11:11:31] "POST /v1/mcp_server/test_mcp HTTP/1.1" 200 -
2025-11-05 11:11:51,930 ERROR 51209 unhandled errors in a TaskGroup (1 sub-exception)
+ Exception Group Traceback (most recent call last):
| File "/home/xxxxxxxxx/workspace/ragflow/rag/utils/mcp_tool_call_conn.py", line 86, in _mcp_server_loop
| async with streamablehttp_client(url, headers) as (read_stream, write_stream, _):
| File "/home/xxxxxxxxx/.local/share/uv/python/cpython-3.10.16-linux-x86_64-gnu/lib/python3.10/contextlib.py", line 217, in __aexit__
| await self.gen.athrow(typ, value, traceback)
| File "/home/xxxxxxxxx/workspace/ragflow/.venv/lib/python3.10/site-packages/mcp/client/streamable_http.py", line 478, in streamablehttp_client
| async with anyio.create_task_group() as tg:
| File "/home/xxxxxxxxx/workspace/ragflow/.venv/lib/python3.10/site-packages/anyio/_backends/_asyncio.py", line 781, in __aexit__
| raise BaseExceptionGroup(
| exceptiongroup.ExceptionGroup: unhandled errors in a TaskGroup (1 sub-exception)
+-+---------------- 1 ----------------
| Traceback (most recent call last):
| File "/home/xxxxxxxxx/workspace/ragflow/.venv/lib/python3.10/site-packages/mcp/client/streamable_http.py", line 409, in handle_request_async
| await self._handle_post_request(ctx)
| File "/home/xxxxxxxxx/workspace/ragflow/.venv/lib/python3.10/site-packages/mcp/client/streamable_http.py", line 278, in _handle_post_request
| response.raise_for_status()
| File "/home/xxxxxxxxx/workspace/ragflow/.venv/lib/python3.10/site-packages/httpx/_models.py", line 829, in raise_for_status
| raise HTTPStatusError(message, request=request, response=self)
| httpx.HTTPStatusError: Server error '502 Bad Gateway' for url 'http://192.168.1.38:9382/mcp'
| For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/502
+------------------------------------
2025-11-05 11:11:51,942 ERROR 51209 Error fetching tools from MCP server: streamable-http: http://192.168.1.38:9382/mcp
Traceback (most recent call last):
File "/home/xxxxxxxxx/workspace/ragflow/rag/utils/mcp_tool_call_conn.py", line 168, in get_tools
return future.result(timeout=timeout)
File "/home/xxxxxxxxx/.local/share/uv/python/cpython-3.10.16-linux-x86_64-gnu/lib/python3.10/concurrent/futures/_base.py", line 458, in result
return self.__get_result()
File "/home/xxxxxxxxx/.local/share/uv/python/cpython-3.10.16-linux-x86_64-gnu/lib/python3.10/concurrent/futures/_base.py", line 403, in __get_result
raise self._exception
File "<@beartype(rag.utils.mcp_tool_call_conn.MCPToolCallSession._get_tools_from_mcp_server) at 0x7d58f02e2c20>", line 40, in _get_tools_from_mcp_server
File "/home/xxxxxxxxx/workspace/ragflow/rag/utils/mcp_tool_call_conn.py", line 160, in _get_tools_from_mcp_server
result: ListToolsResult = await self._call_mcp_server("list_tools", timeout=timeout)
File "<@beartype(rag.utils.mcp_tool_call_conn.MCPToolCallSession._call_mcp_server) at 0x7d58f02e2b00>", line 63, in _call_mcp_server
File "/home/xxxxxxxxx/workspace/ragflow/rag/utils/mcp_tool_call_conn.py", line 139, in _call_mcp_server
raise result
ValueError: Connection failed (possibly due to auth error). Please check authentication settings first
2025-11-05 11:11:51,943 ERROR 51209 Test MCP error: Connection failed (possibly due to auth error). Please check authentication settings first
Traceback (most recent call last):
File "/home/xxxxxxxxx/workspace/ragflow/api/apps/mcp_server_app.py", line 429, in test_mcp
tools = tool_call_session.get_tools(timeout)
File "<@beartype(rag.utils.mcp_tool_call_conn.MCPToolCallSession.get_tools) at 0x7d58f02e2cb0>", line 40, in get_tools
File "/home/xxxxxxxxx/workspace/ragflow/rag/utils/mcp_tool_call_conn.py", line 168, in get_tools
return future.result(timeout=timeout)
File "/home/xxxxxxxxx/.local/share/uv/python/cpython-3.10.16-linux-x86_64-gnu/lib/python3.10/concurrent/futures/_base.py", line 458, in result
return self.__get_result()
File "/home/xxxxxxxxx/.local/share/uv/python/cpython-3.10.16-linux-x86_64-gnu/lib/python3.10/concurrent/futures/_base.py", line 403, in __get_result
raise self._exception
File "<@beartype(rag.utils.mcp_tool_call_conn.MCPToolCallSession._get_tools_from_mcp_server) at 0x7d58f02e2c20>", line 40, in _get_tools_from_mcp_server
File "/home/xxxxxxxxx/workspace/ragflow/rag/utils/mcp_tool_call_conn.py", line 160, in _get_tools_from_mcp_server
result: ListToolsResult = await self._call_mcp_server("list_tools", timeout=timeout)
File "<@beartype(rag.utils.mcp_tool_call_conn.MCPToolCallSession._call_mcp_server) at 0x7d58f02e2b00>", line 63, in _call_mcp_server
File "/home/xxxxxxxxx/workspace/ragflow/rag/utils/mcp_tool_call_conn.py", line 139, in _call_mcp_server
raise result
ValueError: Connection failed (possibly due to auth error). Please check authentication settings first
2025-11-05 11:11:51,944 INFO 51209 Want to clean up 1 MCP sessions
2025-11-05 11:11:51,945 INFO 51209 1 MCP sessions has been cleaned up. 0 in global context.
2025-11-05 11:11:51,946 INFO 51209 127.0.0.1 - - [05/Nov/2025 11:11:51] "POST /v1/mcp_server/test_mcp HTTP/1.1" 200 -
2025-11-05 11:12:20,484 INFO 51209 Negotiated protocol version: 2025-06-18
2025-11-05 11:12:20,485 INFO 51209 client_session initialized successfully
2025-11-05 11:12:20,570 INFO 51209 127.0.0.1 - - [05/Nov/2025 11:12:20] "GET /api/v1/datasets?page=1&page_size=1000&orderby=create_time&desc=True HTTP/1.1" 200 -
2025-11-05 11:12:20,573 INFO 51209 Want to clean up 1 MCP sessions
2025-11-05 11:12:20,574 INFO 51209 1 MCP sessions has been cleaned up. 0 in global context.
2025-11-05 11:12:20,575 INFO 51209 127.0.0.1 - - [05/Nov/2025 11:12:20] "POST /v1/mcp_server/test_mcp HTTP/1.1" 200 -
2025-11-05 11:15:02,119 INFO 51209 127.0.0.1 - - [05/Nov/2025 11:15:02] "GET /api/v1/datasets?page=1&page_size=1000&orderby=create_time&desc=True HTTP/1.1" 200 -
2025-11-05 11:16:24,967 INFO 51209 127.0.0.1 - - [05/Nov/2025 11:16:24] "GET /api/v1/datasets?page=1&page_size=1000&orderby=create_time&desc=True HTTP/1.1" 200 -
2025-11-05 11:30:24,284 ERROR 51209 Task was destroyed but it is pending!
task: <Task pending name='Task-58' coro=<MCPToolCallSession._mcp_server_loop() running at <@beartype(rag.utils.mcp_tool_call_conn.MCPToolCallSession._mcp_server_loop) at 0x7d58f02e29e0>:11> wait_for=<Future pending cb=[Task.task_wakeup()]> cb=[_chain_future.<locals>._call_set_state() at /home/xxxxxxxxx/.local/share/uv/python/cpython-3.10.16-linux-x86_64-gnu/lib/python3.10/asyncio/futures.py:392]>
2025-11-05 11:30:24,285 ERROR 51209 Task was destroyed but it is pending!
task: <Task pending name='Task-67' coro=<Queue.get() running at /home/xxxxxxxxx/.local/share/uv/python/cpython-3.10.16-linux-x86_64-gnu/lib/python3.10/asyncio/queues.py:159> wait_for=<Future pending cb=[Task.task_wakeup()]> cb=[_release_waiter(<Future pendi...ask_wakeup()]>)() at /home/xxxxxxxxx/.local/share/uv/python/cpython-3.10.16-linux-x86_64-gnu/lib/python3.10/asyncio/tasks.py:387]>
Exception ignored in: <coroutine object Queue.get at 0x7d585480ace0>
Traceback (most recent call last):
File "/home/xxxxxxxxx/.local/share/uv/python/cpython-3.10.16-linux-x86_64-gnu/lib/python3.10/asyncio/queues.py", line 161, in get
getter.cancel() # Just in case getter is not done yet.
File "/home/xxxxxxxxx/.local/share/uv/python/cpython-3.10.16-linux-x86_64-gnu/lib/python3.10/asyncio/base_events.py", line 753, in call_soon
self._check_closed()
File "/home/xxxxxxxxx/.local/share/uv/python/cpython-3.10.16-linux-x86_64-gnu/lib/python3.10/asyncio/base_events.py", line 515, in _check_closed
raise RuntimeError('Event loop is closed')
RuntimeError: Event loop is closed
```
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
Add get_uuid, download_img and hash_str2int into misc_utils.py
### Type of change
- [x] Refactoring
---------
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### What problem does this PR solve?
- rename rmSpace to remove_redundant_spaces
- move clean_markdown_block to common module
- add unit tests for remove_redundant_spaces and clean_markdown_block
### Type of change
- [x] Refactoring
---------
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### What problem does this PR solve?
Improve file management. #10287.
Passed tests:
1. Create folder `A` and `B`.
2. Upload a file inside `A`, called `file`.
3. Create a KB, called `K`.
3. Link `file` to `K`.
4. Parse `file` inside of `K`. (OK)
5. Move `file` from `A` to `B`.
6. Parse `file` inside of `K`. (OK)
7. Move `file` from `B` to `A`.
8. Parse `file` inside of `K`. (OK)
9. Move entire folder `A` into `B`. (B -> A -> file)
10. Parse `file` inside of `K`. (OK)
11. Delete folder `B`.
12. All clear. (There is no document inside of `K`)
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
### What problem does this PR solve?
Don't need rerank for infinity since Infinity normalizes each way score
before fusion.
### Type of change
- [x] Refactoring
### What problem does this PR solve?
- Admin service support SHOW SERVICE <id>.
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
issue: #10241
### What problem does this PR solve?
- Admin client support drop user.
Issue: #10241
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
### What problem does this PR solve?
Refactor import modules.
### Type of change
- [x] Refactoring
---------
Signed-off-by: jinhai <haijin.chn@gmail.com>
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
### What problem does this PR solve?
Moved `signature_version` and `addressing_style` parameters to a
`Config` object from `botocore.config`
`signature_version` is now passed as `Config(signature_version='v4')`
`addressing_style` is now passed as `Config(s3={'addressing_style':
'path'})`
The `Config` object is then passed to `boto3.client()` via the `config`
parameter
## Changes Made
- Modified `rag/utils/s3_conn.py` in the `__open__()` method
- Updated parameter handling logic to use `config_kwargs` dictionary
- Maintained backward compatibility for configurations without these
parameters
## Related Issue
Fixes#9910
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
Co-authored-by: Syed Shahmeer Ali <ashahmeer73@gmail.com>
### What problem does this PR solve?
This PR fixes a critical bug in the knowledge base isolation feature
where chat responses were referencing documents from incorrect knowledge
bases. The issue was in the `infinity_conn.py` file where the
`equivalent_condition_to_str()` function was incorrectly skipping
`kb_id` filtering, causing documents from unintended knowledge bases to
be included in search results.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)
---------
Co-authored-by: Syed Shahmeer Ali <ashahmeer73@gmail.com>
Co-authored-by: Kevin Hu <kevinhu.sh@gmail.com>
### What problem does this PR solve?
Add missing env var `MYSQL_MAX_PACKET` to service_conf.yaml.template,
and add default values to opendal config to fix npe.
### Type of change
- [x] Bug Fix (non-breaking change which fixes an issue)