RAGFlow Files

Released on November 12, 2025.

Breaking Changes

• 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.
• Ingestion pipeline: Supports Docling document parsing in the Parser component.
• 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
• 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

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