RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
From this release onwards, we ship only the slim edition (without embedding models) Docker image and no longer append the -slim suffix to the image tag.
New Features
Dataset:
Supports data synchronization from five online sources (AWS S3, Google Drive, Notion, Confluence, and Discord).
RAPTOR can be built across an entire dataset or on individual documents.
Launches a new administrative Web UI dashboard for graphical user management and service status monitoring.
Agent:
Supports structured output.
Supports metadata filtering in the Retrieval component.
Introduces a Variable aggregator component with data operation and session variable definition capabilities.
Improvements
Agent: Supports visualizing previous components' outputs in the Await Response component.
Revamps the model provider page.
Upgrades RAGFlow's document engine Infinity to v0.6.5.
Added Models
Kimi-K2-Thinking
New agent templates
Interactive Agent, incorporates real-time user feedback to dynamically optimize Agent output.
What's Changed
Feat: add Docling parser by @buua436 in https://github.com/infiniflow/ragflow/pull/10759
Move test files by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10765
Don't release full image by @yuzhichang in https://github.com/infiniflow/ragflow/pull/10654
Fix:ERROR 20 Method rag.nlp.search.Dealer.search() parameter highlight="None" violates type hint bool | list, as <class "builtins.NoneType"> "None" not list or bool. by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/10743
Fix: prio synonym match than wordnet for english by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/10762
Fix: Fixed the issue where dataset log avatars were displayed incorrectly #9869 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10764
Docs/supplement incomplete params by @jiasu-hezhip in https://github.com/infiniflow/ragflow/pull/10758
Fix: Opendal miss tenant id by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/10774
Feat: Adjust the style of the canvas node #10703 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10795
Removing value={field} from EditTag by @adrianad in https://github.com/infiniflow/ragflow/pull/10767
Fixed the bug that passing an empty array will not update by @jiasu-hezhip in https://github.com/infiniflow/ragflow/pull/10755
More doc on RAGFlow image by @yuzhichang in https://github.com/infiniflow/ragflow/pull/10800
Fix: gemini cv model chat issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/10799
Doc: readme updates. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/10801
Fix:Error retrieving DOCX image (docx.image.exceptions.UnrecognizedImageError) by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/10794
Feat: add TCADP Parser by @aidansu in https://github.com/infiniflow/ragflow/pull/10775
Fix: Home and team page style adjustment, and some bug fixes #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/10805
Fix: Pass kwargs in python api #10699 by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/10808
Feat: MinerU supports VLM-Transfomers backend by @yongtenglei in https://github.com/infiniflow/ragflow/pull/10809
Feat: Adjust the style of the toolbar at the bottom of the agent canvas #10703 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10807
Feat:All-in-one MinerU and Docling by @buua436 in https://github.com/infiniflow/ragflow/pull/10813
Fix: bug fixes and icon replacement #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/10814
Feat: Modify the style of the agent operator form #10703 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10821
Doc: Updated How to update MinerU's settings by @writinwaters in https://github.com/infiniflow/ragflow/pull/10818
New Contributors
@aidansu made their first contribution in https://github.com/infiniflow/ragflow/pull/10775
@JimmyBenKlieve made their first contribution in https://github.com/infiniflow/ragflow/pull/10857
@Jonah879 made their first contribution in https://github.com/infiniflow/ragflow/pull/10643
@yoyokko made their first contribution in https://github.com/infiniflow/ragflow/pull/10874
@a67793581 made their first contribution in https://github.com/infiniflow/ragflow/pull/10928
@marvion2 made their first contribution in https://github.com/infiniflow/ragflow/pull/9819
@redredrrred made their first contribution in https://github.com/infiniflow/ragflow/pull/11133
Full Changelog: https://github.com/infiniflow/ragflow/compare/v0.21.1...v0.22.0
Fix: parsing excel with chartsheet & Clamp begin to a minimum of 0 to prevent negative indexing by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/10819
Refactor: rename rmSpace to remove_redundant_spaces by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10796
Feature/add new models for token pony and bug fix for use llm by @zhileihuang in https://github.com/infiniflow/ragflow/pull/10823
Fix: Add video icon in knowledge base #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/10832
Fix:remove unexpected keyword argument in table_structure_recognizer logging by @buua436 in https://github.com/infiniflow/ragflow/pull/10831
Customize service ports in tests.yml by @yuzhichang in https://github.com/infiniflow/ragflow/pull/10834
Fix ragflow image by @yuzhichang in https://github.com/infiniflow/ragflow/pull/10838
Fix: logging issues by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/10836
Add time utils by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10849
Feat: Adjust the style of the agent operator form tool #10703 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10841
Fix: Refactor the similarity slider component and modify the style of the dataset-test page #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/10846
Add readme in web by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10855
Remove 'DID YOU KNOW', when start front-end by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10853
Feat: Admin UI by @JimmyBenKlieve in https://github.com/infiniflow/ragflow/pull/10857
Update Octoverse to README by @yingfeng in https://github.com/infiniflow/ragflow/pull/10859
Refactor: Improve how to get total token count for AnthropicCV by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/10658
Test: update test cases for chunk retrieval pagination by @asiroliu in https://github.com/infiniflow/ragflow/pull/10839
Fix: Chat session completion by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/10851
Feat: allow initialize Redis without password by @yongtenglei in https://github.com/infiniflow/ragflow/pull/10856
Update admin client default port to 9381 by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10862
Update web/README.md by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10864
Feat: Configure structured data output for agent forms #10866 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10867
Feat: rename file to avoid package name conflict by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/10863
Chore(config): remove Youdao and BAAI embedding model providers by @asiroliu in https://github.com/infiniflow/ragflow/pull/10873
Fix: predictable token generation by @yongtenglei in https://github.com/infiniflow/ragflow/pull/10868
Chore(docker): add standard HTTP/HTTPS and MCP ports to .env configuration by @asiroliu in https://github.com/infiniflow/ragflow/pull/10881
Feat: Allow other operators to reference the structured output defined by the agent operator. #10866 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10886
Feat: add German translations for all agent templates and optimized line breaks for template titles by @Jonah879 in https://github.com/infiniflow/ragflow/pull/10643
Bump infinity to 0.6.2 by @yuzhichang in https://github.com/infiniflow/ragflow/pull/10887
Fix: opensearch retrieval error by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/10891
Mineru api support by @yoyokko in https://github.com/infiniflow/ragflow/pull/10874
Feat: location rule for admin UI by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/10894
Fix:enhance delimiters in markdown parser by @buua436 in https://github.com/infiniflow/ragflow/pull/10896
Fix: video parser should follow selected VLM in pipeline by @yongtenglei in https://github.com/infiniflow/ragflow/pull/10900
Fix: law parser by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/10897
Fix: the input length exceeds the context length by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/10895
Feat:check embedding model api by @buua436 in https://github.com/infiniflow/ragflow/pull/10854
Feat: The query variables of the subsequent operators can reference the structured variables defined in the agent operator. #10866 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10902
Fix several admin UI issues by @JimmyBenKlieve in https://github.com/infiniflow/ragflow/pull/10869
Fix(ci): Add error handling to Docker image removal in tests workflow by @asiroliu in https://github.com/infiniflow/ragflow/pull/10904
Feat: Modify the style of the query variable dropdown list. #10866 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10903
Refactor(setting-model): Refactor the model management interface and optimize the component structure. #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/10905
Refactor:improve the logic for rerank models to cal the total token count by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/10882
Fix:KeyError: 'table_body' of mineru parser by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/10773
Feat: Rename the files in the jsonjoy-builder directory to lowercase. #10866 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10908
Fix: Fixed the styling and logic issues on the model provider page #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/10909
Fix: The nodes on the canvas were not updated in time after the operator name was modified. #10866 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10911
Remove 'get_lan_ip' and add common misc_utils.py by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10880
TEI auto truncate inputs by @yuzhichang in https://github.com/infiniflow/ragflow/pull/10916
Move singleton to common directory by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10935
Remove unused code by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10938
Move 'get_project_base_directory' to common directory by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10940
Move token related functions to common by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10942
Feat: parsing hyperlinks in docx and pdf & Fix: default parser config of toc extraction by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/10877
Fix:output_structure in agent by @buua436 in https://github.com/infiniflow/ragflow/pull/10907
Feat: The query variable of a loop operator can be a nested array variable. #10866 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10921
description by @a67793581 in https://github.com/infiniflow/ragflow/pull/10928
Feat: Admin UI whitelist management and role management by @JimmyBenKlieve in https://github.com/infiniflow/ragflow/pull/10910
Feat: location rule for http by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/10901
Fix: API: chunk.update does not update positions by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/10945
Feat: The structured output of the variable query can also be clicked. #10866 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10952
Fix: decode error in email parser app by @yongtenglei in https://github.com/infiniflow/ragflow/pull/10920
Move some functions out of 'api/utils/common.py' by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10948
Remove redundant ut by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10955
Feat: Filter structured output data directly during the rendering stage. #10866 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10958
Move base64_image related functions to common directory by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10957
Introduce common/constants.py by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10965
Introduce common/config_utils.py by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10968
Refactor file utils by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10970
Fix:wrong describe_with_prompt() in ollama by @buua436 in https://github.com/infiniflow/ragflow/pull/10963
Fix:missing embedding vector on Tokenizer by @buua436 in https://github.com/infiniflow/ragflow/pull/10964
Feat:add variables to the metadata filtering function of the knowledg… by @buua436 in https://github.com/infiniflow/ragflow/pull/10967
Feat: Fixed an issue where dragged operators within an iteration were not associated with the iteration. #10866 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10969
Move some funcs from api to rag module by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10972
Feat: Support multiple data sources synchronizations by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/10954
Feat: Add variables to the metadata filtering function of the knowledge retrieval component. #10861 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10974
Fix: correct MCP server authentication header format in frontend by @marvion2 in https://github.com/infiniflow/ragflow/pull/9819
Refactor log utils by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10973
Fix: elasticsearch connection hardcoded by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/10975
Chore(docker): Remove outdated sandbox config by @asiroliu in https://github.com/infiniflow/ragflow/pull/10977
Remove unused code by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10981
Fix:wrong param in meta_data_filter by @buua436 in https://github.com/infiniflow/ragflow/pull/10978
Move 'timeout' to common folder by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10983
Fix: Create dataset performance unmatched between HTTP api and web ui by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/10960
Feat: Add data operation node #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/10985
Minor tweaks by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10987
Update RetCode to common.constants by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10984
Feat: supports MinerU http-client/server method by @yongtenglei in https://github.com/infiniflow/ragflow/pull/10961
Feat: refine Confluence connector by @yongtenglei in https://github.com/infiniflow/ragflow/pull/10994
Move some enumerate type to constants.py by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/10998
Feat: Add a form with data operations operators #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11001
Refa: link connector to KB. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/10991
Move some constants to common by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11004
feat: add allowed factories variable to allow admins to restrict llms users can add by @wanpdsantos in https://github.com/infiniflow/ragflow/pull/11003
Feat:Data Operations by @buua436 in https://github.com/infiniflow/ragflow/pull/11002
Fix and refactor imports by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11010
fix:api /factories wrong return by @buua436 in https://github.com/infiniflow/ragflow/pull/11015
Apply some tweaks on Admin UI by @JimmyBenKlieve in https://github.com/infiniflow/ragflow/pull/11011
Feat: Support more chunking methods by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11000
Move some vars to globals by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11017
Fix: escape multi-steps issues. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11016
Fix: numeric string miss transformation. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11025
Feat: start data sync service. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11026
Move var from rag.settings to common.globals by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11022
Fix: Markdown table extractor by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11018
Fix: get_allowed_llm_factories() return type by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11031
Feat: Submit clean data operations form data to the backend. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11030
Fix: MCP cannot handle empty Auth field properly by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11034
Fix: Fixed the issue of errors when using agents created from templates. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11035
fix:data operations update by @buua436 in https://github.com/infiniflow/ragflow/pull/11013
Feat: add webhook component. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11033
Feat: The value of data operations operators can be either input or referenced from variables. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11037
Move api.settings to common.settings by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11036
Fix: add fields for logs. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11039
Refa: Remove HuggingFace repo downloads by @asiroliu in https://github.com/infiniflow/ragflow/pull/11048
Feature: Added data source functionality #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11046
Feat: The agent operator and message operator can only select string variables as prompt words. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11054
Feat: Add variable assignment node #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11058
Fix: fix pdf_parser ignored in rag/app/naive.py by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11065
Minor tweaks by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11060
Feat: GraphRAG handle cancel gracefully by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11061
Feat: Add variable aggregator node #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11070
Feat: debug sync data. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11073
Feat: RAPTOR handle cancel gracefully by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11074
Fix: Can't add more models by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11076
Admin: add 'show version' by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11079
Add 'SHOW VERSION' to document by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11082
Fix: Improve some functional issues with the data source. #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11081
Fix: add avatar for UI by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/11080
Fix: OpenSearch retrieval no return & Add documentation of /retrieval by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11083
Feat: add data source to pipleline logs . by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11075
Feat: Add a form for variable aggregation operators #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11095
fix: The doc file cannot be parsed(#11092) by @yngvarhuang in https://github.com/infiniflow/ragflow/pull/11093
Fix: Plain parser is skipped by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11094
Fix: Added some prompts and polling functionality to retrieve data source logs. #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11103
Bump infinity to 0.6.4 by @yuzhichang in https://github.com/infiniflow/ragflow/pull/11104
Fix: add huggingface model download functionality by @asiroliu in https://github.com/infiniflow/ragflow/pull/11101
Minor tweaks by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11106
Fix: cannot write mode RGBA as JPEG by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11102
Feat: The output is derived based on the configuration of the variable aggregation operator. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11109
Feat: add auto parse to connector. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11099
Fix: python api streaming structure by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11105
Feat: Display the selected variables in the variable aggregation node. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11113
Feat: Add Variable aggregator by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11114
Feat: add kimi-k2-thinking and moonshot-v1-vision-preview by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11110
Docs: refine MinerU part in FAQ by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11111
Fix: cannot parse images by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/11044
Adjust styles to match the design system by @JimmyBenKlieve in https://github.com/infiniflow/ragflow/pull/11118
Refactor: QWenCV release temp path by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/11122
fix: layout structure to use main tag by @gnowland in https://github.com/infiniflow/ragflow/pull/11119
Feature: Added global variable functionality #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11117
Feat/monitor task by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/11116
Feat: The keys for data manipulation operators can only be numbers, letters, and underscores. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11130
Fix: missing file formats in hierarchical_manager by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11129
Fix: remove unsupported models in siliconflow api by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11126
Fix: add download stats to kb logs. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11112
Fix: Bugs fixed #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11132
Fix:not enough values to unpack (expected 3, got 2) in general chunk by @buua436 in https://github.com/infiniflow/ragflow/pull/11139
Feat: Globally defined conversation variables can be selected in the operator's query variables. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11135
Don't select vector on infinity by @yuzhichang in https://github.com/infiniflow/ragflow/pull/11151
Fix: Optimize Prompts and Regex for use_sql() by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11148
Fix(config): Add raptor_kwd field to infinity mapping by @asiroliu in https://github.com/infiniflow/ragflow/pull/11146
Feat: Adjust the style of mcp and checkbox. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11150
Feat: add initial Google Drive connector support by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11147
Chore(config): Added rank values for the LLM vendors and remove deprecated LLM by @redredrrred in https://github.com/infiniflow/ragflow/pull/11133
Fixes: Bugs fixed #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11154
Fix:update agent variable name rule by @buua436 in https://github.com/infiniflow/ragflow/pull/11124
Fix: add auto_parse to kb detail. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11153
Docs: add admin UI user guide by @JimmyBenKlieve in https://github.com/infiniflow/ragflow/pull/11156
Changed infinity log level to info by @yuzhichang in https://github.com/infiniflow/ragflow/pull/11165
Fix: filter builtin llm factories. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11163
Add task executor bar chart, add system version string by @JimmyBenKlieve in https://github.com/infiniflow/ragflow/pull/11155
Feat: Call the interface to stop the output of the large model #10997 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11164
Fixe: model provider issues and improved some features #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11168
Fix: waitForResponse component. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11172
Feat: Place the new mcp button at the end of the line. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11170
Feat: Google drive supports web-based credentials by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11173
Feat: add mechanism to check cancellation in Agent by @yongtenglei in https://github.com/infiniflow/ragflow/pull/10766
Feat: The input parameters of data manipulation operators can only be of type object. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11179
Fix: ollama model list issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11175
Fix:data_operations input return by @buua436 in https://github.com/infiniflow/ragflow/pull/11177
Fix: Update env to support PPTX and update README for version changes by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11167
Update Admin UI user guide docs by @JimmyBenKlieve in https://github.com/infiniflow/ragflow/pull/11183
Docs: parser behavior change by @writinwaters in https://github.com/infiniflow/ragflow/pull/11176
Fixes: Fixed some bugs #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11180
Fix: Confluence fails to retrieve newly uploaded files due to confused timezone configuration by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11182
Update LLM factories ranks in llm_factories.json by @redredrrred in https://github.com/infiniflow/ragflow/pull/11184
chore(templates): add user interaction agent by @ZhenhangTung in https://github.com/infiniflow/ragflow/pull/11185
Docs: update latest updates. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11188
Update Chinese README.md on slim version by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11190
Docs: Removed descriptions of the slim edition. by @writinwaters in https://github.com/infiniflow/ragflow/pull/11192
Fix: connector auto-parse issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11189
Revert PR#11151 by @yuzhichang in https://github.com/infiniflow/ragflow/pull/11196
Fix: GraphRAG and RAPTOR tasks do not affect document status by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11194
Fix: Fixed an issue that caused the page to crash when a knowledge base variable was selected. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11197
chore(template): update agent template's title by @ZhenhangTung in https://github.com/infiniflow/ragflow/pull/11201
Fixes: Fixed some bugs #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11200
Docs: Added v0.22.0 release notes. by @writinwaters in https://github.com/infiniflow/ragflow/pull/11202
Bump infinity to 0.6.5 by @yuzhichang in https://github.com/infiniflow/ragflow/pull/11203
chore(readme): remove slim image from docs by @ZhenhangTung in https://github.com/infiniflow/ragflow/pull/11199
Update docs by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11204
Fix typos by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11208
Fix: Bug Fixes - Added disabled logic RAPTOR scope #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11207
Docs: Update version references to v0.22.0 in READMEs and docs by @asiroliu in https://github.com/infiniflow/ragflow/pull/11211