Summary

New features

• Memory
  • Introduces APIs and an SDK for developer integration.
  • Adds Memory extraction log display in the console for improved debugging and tracing.
• Dataset
  • Added support for batch management of Metadata.
  • Renamed "ToC (Table of Contents)" to "PageIndex".
• Agent
  • Launches a new Chat-like Agent conversation management interface that retains Sessions and dialogue history.
  • Introduces a multi-Sandbox mechanism, currently supporting local gVisor and Alibaba Cloud, with compatibility for mainstream Sandbox APIs (configurable in the Admin page).
• Chat
  • Adds a new "Thinking" mode and removed the previous "Reasoning" configuration option.
  • Optimizes retrieval strategies for deep-research scenarios, enhancing recall accuracy.
• Admin
  • Adds support for configuring multiple Admin accounts.
• Model configuration center
  • Adds a model connection test feature when adding new models.
• Ecosystem
  • Adds support for OceanBase as a database alternative to MySQL.
  • Adds support for PaddleOCR-VL.
• Model
  • Adds new model support for Kimi 2.5, Stepfun 3, and doubao-embedding-vision, among others.
• Data sources
  • Adds new data source integrations for Zendesk, Bitbucket, and others.

What's Changed

• Fix: KG search issue. by @KevinHuSh in #12364
• Feat: add Zendesk data source integration with configuration and sync capabilities by @buua436 in #12344
• Refactor docs of RAGFlow admin by @JinHai-CN in #12361
• Docs: Added v0.23.1 release notes by @writinwaters in #12371
• Fix urls for basic docs by @yingfeng in #12372
• Docs: Updated v0.23.0 release notes by @writinwaters in #12374
• Feat: Bitbucket connector by @Magicbook1108 in #12332
• Fix: metadata data synchronization issues; add memory tab in home page by @dcc123456 in #12368
• Fix: webdav connector by @Magicbook1108 in #12380
• Feat: Refactoring the documentation page using shadcn. #10427 by @cike8899 in #12376
• Fix Tika version mismatch in Dockerfile.deps (3.0.0 → 3.2.3) by @mmtmr in #12267
• Update README by @yingfeng in #12386
• ADMIN CLI: support grant/revoke user admin authorization by @JinHai-CN in #12381
• Update HELP command of ADMIN CLI by @JinHai-CN in #12387
• Feat: read web api testcases by @Lynn-Inf in #12383
• Fix: Fixed the issue where the upload DSL dialog box was too narrow. #10427 by @cike8899 in #12384
• refactor:re order logics in clean_gen_conf by @Woody-Hu in #12391
• Remove duplicated tag_feas assignment in create route (api/apps/chunk_app.py) by @kyuengmanKim in #12392
• security: harden OpenDAL SQL initialization against injection by @RinZ27 in #12393
• Fix: remvoe async wrappers by @Magicbook1108 in #12405
• Fix: Not able to add MCP Server #12394 by @dcc123456 in #12406
• Improve task executor heartbeat handling and cleanup by @maoxiaowang in #12390
• Test: get message content testcase by @Lynn-Inf in #12403
• feature: add system setting service by @JinHai-CN in #12408
• doc: update admin CLI by @JinHai-CN in #12413
• Feat: message write testcase by @Lynn-Inf in #12417
• Chore(compose): remove unnecessary history_data_agent volume mount by @asiroliu in #12418
• Refactor: UmiJs -> Vite by @dcc123456 in #12410
• Fix:bug fix by @buua436 in #12423
• Refactor setting type by @JinHai-CN in #12425
• Refactor: Refactoring VolcEngine and Yiyan modal using shadcn. #10427 by @cike8899 in #12426
• Feat: PDF vision figure parser supports reading context by @yongtenglei in #12416
• Refa: improve TOC building with better error handling by @asiroliu in #12427
• Fix: handle invalid img_id format in chunk update by @majiayu000 in #12422
• Add list configs and environments by @JinHai-CN in #12438
• Update admin doc by @JinHai-CN in #12439
• Refactor: Refactoring AzureOpenAIModal using shadcn. #10427 by @cike8899 in #12436
• Fix: Some bugs by @dcc123456 in #12441
• Feat: process memory by @Lynn-Inf in #12445
• Refactor: Refactor FishAudioModal and BedrockModal using shadcn. #1036 by @cike8899 in #12449
• fix: add 'mom_id' column to OBConnection chunk table by @whhe in #12444
• Fix: add uv binary archive to ignored files by @AAAkater in #12451
• Fix: The avatar and greeting message no longer appear in the Agent iFrame. [#12410] by @dcc123456 in #12459
• Refactor: import_test_cases use bulk_create by @Woody-Hu in #12456
• Docs: Fixed a display issue. by @writinwaters in #12463
• Fix: try handle authorization as api-token by @Lynn-Inf in #12462
• Fix: update uv python installation to version 3.12 in Dockerfile by @buua436 in #12464
• refactor: migrate env prefix to VITE_* by @JimmyBenKlieve in #12466
• fix: task executor with status "timeout" corrupts page when checking its details by @JimmyBenKlieve in #12467
• Feat: adapt to , arglist by @Lynn-Inf in #12468
• docs: update docs icons by @JimmyBenKlieve in #12465
• Fix: Issues and style fixes related to the 'Memory' page by @dcc123456 in #12469
• fix: prevent MinIO health check failure in multi-bucket mode by @maoxiaowang in #12446
• Fix: display agent name for extract messages by @Lynn-Inf in #12480
• Feat: Memory-message supports categorized display by @dcc123456 in #12482
• Fix: Fixed an issue where ESLint suggestions were not working in VS Code after upgrading to Vite. #12483 by @cike8899 in #12484
• Feat: support context window for docx by @Magicbook1108 in #12455
• Fix: toc async issue. by @KevinHuSh in #12485
• Feat: The chat feature supports streaming output, displaying results one by one. #12490 by @cike8899 in #12493
• Fix:Bedrock assume_role auth mode fails with LiteLLM "Extra inputs are not permitted" error by @Woody-Hu in #12495
• Doc: memory http api by @Lynn-Inf in #12499
• optimize doc id check: do not query db when doc id to validate is empty by @paulluap in #12500
• Refactor: Enhance delta streaming in chat functions for improved reasoning and content handling by @buua436 in #12453
• Refa(sdk/python/test): remove unused testcases and utilities by @asiroliu in #12505
• Fix: apply kb setting while re-parsing.... by @KevinHuSh in #12501
• Fix: add multimodel models in chat api by @Magicbook1108 in #12496
• Fix adding column error by @JinHai-CN in #12503
• Refactor: Replace Ant Design with shadcn in SparkModal, TencentCloudModal, HunyuanModal, and GoogleModal. #1036 by @cike8899 in #12510
• docs: fix embedding model switching tooltip by @lys1313013 in #12517
• Fix: "AttributeError("'list' object has no attribute 'get'")" by @Woody-Hu in #12518
• Fix: Bugs fixed by @dcc123456 in #12524
• Refactor: Refactoring OllamaModal using shadcn. #1036 by @cike8899 in #12530
• fix: keep password in opendal config to fix connection initialization by @whhe in #12529
• Fix: Baiduyiyan key invaild by @dcc123456 in #12531
• Feat: The translation model type options should be consistent with the model's labels. #1036 by @cike8899 in #12537
• Feat：memory sdk by @Lynn-Inf in #12538
• Feat: support openapi by @puhaiyang in #12521
• feat: add paddleocr parser by @Bobholamovic in #12513
• refactor: remove debug print statements by @lys1313013 in #12534
• CI collect ragflow log by @yuzhichang in #12543
• Feat: SandBox docker CLI error in ARM CPU #12433 by @lizhizhou in #12434
• refactor: introduce common normalize method in rerank base class by @Woody-Hu in #12550
• Add time cost when start servers by @JinHai-CN in #12552
• Fix:Automatically enable metadata and optimize parser dialog logic by @dcc123456 in #12553
• Doc: python sdk document by @Lynn-Inf in #12554
• Feat: Enhanced metadata functionality by @dcc123456 in #12560
• revert white-space changes in docs by @JimmyBenKlieve in #12557
• Feat: support tree structured deep-research policy. by @KevinHuSh in #12559
• feat: PaddleOCR PDF parser supports thumnails and positions by @Bobholamovic in #12565
• Fix: Use uv pip install for Docling installation by @LGRY in #12567
• Add MIME types for PPT and PPTX files by @LiruiYu33 in #12562
• Fix: zip extraction vulnerabilities in MinerU and TCADP by @yongtenglei in #12527
• Fix: image not displaying thumbnails when using pipeline by @yongtenglei in #12574
• Feat: Exported Agent JSON Should Include Conversation Variables Configuration #11796 by @cike8899 in #12579
• fix: add uv-aarch64-unknown-linux-gnu.tar.gz to deps image by @whhe in #12516
• Fixed typos and added pptx preview for frontend by @LiruiYu33 in #12577
• Feat: The MetadataFilterConditions component supports adding values ​​via search. by @dcc123456 in #12585
• fix(ob_conn): avoid reusing SQLAlchemy Column objects in DDL by @whhe in #12588
• Fix: wrong input trace in Category component by @yongtenglei in #12590
• Align p3 HTTP/SDK tests with current backend behavior by @6ba3i in #12563
• Docs: Use memory by @writinwaters in #12599
• Added to the HTTP API test suite by @6ba3i in #12556
• refactor: remove debug print statements by @lys1313013 in #12598
• Fix: Unable to copy category node. #12607 by @cike8899 in #12609
• Feat: add CN regions for AWS by @yongtenglei in #12610
• Feat: Benchmark CLI additions and documentation by @6ba3i in #12536
• Fix enable_thinking parameter for Qwen3 models by @eureka928 in #12603
• Fix: chunk list async issue. by @KevinHuSh in #12615
• Fix: skip internal bookmark references in DOCX parsing (#12604) by @MkDev11 in #12611
• Fix: the styles of the multi-select component and the filter pop-up. by @dcc123456 in #12628
• Fix: langfuse connection error handling #12621 by @mohansinghi in #12626
• Refa: async retrieval process. by @KevinHuSh in #12629
• Feat: Hash doc id to avoid duplicate name. by @Magicbook1108 in #12573
• fix: add fallback parser list for empty parser_ids by @MkDev11 in #12632
• Fix: async invocation isssue. by @KevinHuSh in #12634
• Fix: validate regex pattern in split_with_pattern to prevent crash by @eureka928 in #12633
• fix: ensure deleted chunks are not returned in retrieval (#12520) by @VedantMadane in #12546
• Fix: Editing the agent greeting causes the greeting to be continuously added to the message list. #12635 by @cike8899 in #12636
• feat: add oceanbase mount to gitignore by @longbingljw in #12642
• chore: bump pyobvector from 0.2.18 to 0.2.22 by @longbingljw in #12640
• fix(infinity): Use comma separator for important_kwd to preserve mult… by @liuxiaoyusky in #12618
• Docs: Added share memory by @writinwaters in #12647
• Fix: empty chunk issue. by @KevinHuSh in #12638
• Fix：Some bugs by @dcc123456 in #12648
• fix(entrypoint): Preserve $ in passwords during template expansion by @zagnaan in #12509
• Fix : Web API tests by normalizing errors, validation, and uploads by @6ba3i in #12620
• Fix: duplicate content in chunk by @Magicbook1108 in #12655
• Fix: In the agent loop, if the await response is selected as the variable, the operator cannot be selected. #12656 by @cike8899 in #12657
• Fix PDF Generator output variables not appearing in subsequent agent steps by @PentaFrame-Development in #12619
• Fix : p3 level sdk test error for update chat by @6ba3i in #12654
• Fix: Infinity keyword round-trip, highlight fallback, and KB update guards by @6ba3i in #12660
• Feat: metadata settings in KB. by @KevinHuSh in #12662
• fix(ob_conn): ignore duplicate errors when executing 'create_idx' by @whhe in #12661
• Add User API Token Management to Admin API and CLI by @hetavi-bluexkye in #12595
• Docs: Added configure memory by @writinwaters in #12665
• Use RAGFlow CLI to replace RAGFlow Admin CLI by @JinHai-CN in #12653
• fix: Add proper error handling for database reconnection attempts by @mohansinghi in #12650
• fix: Correct gitlab_url access in sync_data_source.py by @francisye19 in #12681
• Round float value of minimum_should_match by @qinling0210 in #12688
• Fix chat error by @JinHai-CN in #12693
• Refactor:memory delete will re-use super method by @Woody-Hu in #12684
• fix: Handle NaN/Infinity values in ExeSQL JSON response by @GlobalStar117 in #12666
• feat: Add n1n provider by @n1n-api in #12680
• Fix CVE-2025-59466 by @loganaden in #12679
• An issue involving node.js OOM happened by @LiruiYu33 in #12690
• fix: Update answer concatenation logic to handle overlapping values by @Hwwwww-dev in #12676
• feat: add seekdb which is lite version of oceanbase by @longbingljw in #12692
• fix: Ensure pip is available in venv for runtime installation by @GlobalStar117 in #12667
• Bump to infinity v0.7.0-dev1 by @qinling0210 in #12699
• Fix: When large models output data rapidly, the scrollbar cannot remain at the bottom. #12701 by @cike8899 in #12702
• Add dataset with table parser type for Infinity and answer question in chat using SQL by @qinling0210 in #12541
• Fix: The time zone is unable to update properly in the database #12696 by @cike8899 in #12704
• Docs: Added ingestion pipeline quickstart by @writinwaters in #12708
• fix(raptor): handle missing vector fields gracefully by @GlobalStar117 in #12713
• fix: inaccurate error message when uploading multiple files containing an unsupported file type by @lys1313013 in #12711
• Refa: asyncio.to_thread to ThreadPoolExecutor to break thread limitat… by @KevinHuSh in #12716
• Refactor: Replace antd with shadcn by @cike8899 in #12718
• Unify MySQL configuration by @longbingljw in #12644
• Docs: Updated configuration file name by @writinwaters in #12720
• Fix: Not within a request context by @KevinHuSh in #12723
• fix: missing route for user detail page by @JimmyBenKlieve in #12725
• chore: redirect to login page if api reports unauthorized in admin page by @JimmyBenKlieve in #12726
• Make document change-status idempotent for Infinity doc store by @6ba3i in #12717
• Feat: update and add new tests for web api apps by @6ba3i in #12714
• Doc: add README for test by @darkness789 in #12728
• feat: add batch delete for conversations in chat（web） by @LGRY in #12584
• Feat: Improve metadata logic by @dcc123456 in #12730
• Refactor:better handle list agent api desc param by @Woody-Hu in #12733
• Chore(ci): use new Web API test cases in CI by @asiroliu in #12738
• Refa(test): improve code formatting and remove debug prints by @asiroliu in #12739
• Feat: Add a think button to the chat box. #12742 by @cike8899 in #12743
• Fix: Optimize the metadata code structure to implement metadata list structure functionality. by @dcc123456 in #12741
• Fix: Allow classification operators to be followed by other classification operators. #9082 by @cike8899 in #12744
• Add more commands to RAGFlow CLI by @JinHai-CN in #12731
• Add ping command to test ping API by @JinHai-CN in #12757
• Feat: Adjust the icons in the chat page's collapsible panel. by @cike8899 in #12755
• Fix: After deleting metadata in batches, the selected items need to be cleared. by @dcc123456 in #12767
• Feat: API adds audio to text and text to speech functions by @huang-aoqin in #12764
• Fix: aliyun oss need to use s3 signature_version by @LinkedDestiny in #12766
• [Feat]Automatic table orientation detection and correction by @zhanxin-xu in #12719
• top_k parameter ignored, always returned page_size results by @LiruiYu33 in #12753
• Feat: enhance metadata arranging. by @KevinHuSh in #12745
• Fix: The minimum size of the historical message window for the classification operator is 1. #12778 by @cike8899 in #12779
• Fix: Metadata supports precise time selection by @dcc123456 in #12785
• Feat: Add a web search button to the chat box on the chat page. by @cike8899 in #12786
• Fix: Use tiktoken for proper token counting in OpenAI-compatible endpoint #7850 by @JulienDeveaux in #12760
• feat(deepdoc): add configurable ONNX thread counts and GPU memory shrinkage by @apps-lycusinc in #12777
• Fix: missing parent chunk issue. by @KevinHuSh in #12789
• RAGFlow CLI: ping server before input password when login user by @JinHai-CN in #12791
• Fix: Metadata time Picker by @dcc123456 in #12796
• Fix: add tokenized content by @Lynn-Inf in #12793
• feat: support admin assign superuser in admin ui by @JimmyBenKlieve in #12798
• Fix: Fixed the error on the login page. by @cike8899 in #12801
• Docs: Added webhook specific configuration tips by @writinwaters in #12802
• Fix RAGFlow CLI bug by @JinHai-CN in #12811
• Fix: reset conversation variables. by @KevinHuSh in #12814
• Add Copilot setting and conventions by @Da22wei in #12807
• Fix: Cancel tasks before document or datasets deletion to prevent queue blocking by @LiruiYu33 in #12799
• Refactor: improve task cancellation checks in RAPTOR by @Woody-Hu in #12813
• Update RAGFlow CLI by @JinHai-CN in #12816
• Feat: Add the history field to the agent's system variables. #7322 by @cike8899 in #12823
• Fix: Parent chunking fails on DOCX files by @yongtenglei in #12822
• Fix: Issues with metadata parameter addition failures and single-file chunk saving failures. by @dcc123456 in #12818
• Fix: metadata update issue by @KevinHuSh in #12815
• Feat: Support PaddleOCR-VL-1.5 interface by @Bobholamovic in #12819
• Bump to infinity v0.7.0-dev2 by @yuzhichang in #12839
• Feat: Add German language support for agent template and various UI elements by @Jonah879 in #12830
• Fix: overlap cannot be properly applied by @yongtenglei in #12828
• Refa: convert RAGFlow MCP server from sync to async by @yongtenglei in #12834
• shortcut metadata_condition if there is none by @panzi in #12835
• Fix:Redis configuration template error in v0.22.1 by @Woody-Hu in #12685
• Fix: Handle whitespace-only question in /retrieval endpoint by @Angel98518 in #12831
• Fix: Hunyuan cannot work properly by @yongtenglei in #12843
• Fix error handle in RAGFlow CLI by @JinHai-CN in #12829
• feat(ci): Add Redis service port configuration to test environment by @asiroliu in #12855
• Docs: Added build Ecommerce customer support guide by @writinwaters in #12832
• Refact: update description for max_token in embedding #12792 by @Magicbook1108 in #12845
• fix: enable auto-resize for chat input textarea by @bittoby in #12836
• Update quickstart by @JinHai-CN in #12866
• Refactor: Remove the brute-force deduplication method for agent logs. by @cike8899 in #12864
• Fix:OSConnection.create_idx 4 arguments by @Woody-Hu in #12862
• Feat: add kimi-k2.5 by @yongtenglei in #12852
• feat: Implement pluggable multi-provider sandbox architecture by @yuzhichang in #12820
• Put document metadata in ES/Infinity by @qinling0210 in #12826
• fix: avoid ZeroDivisionError when fulltext column weights sum to zero by @dive2tech in #12856
• Fix: key error "content" #12844 by @Magicbook1108 in #12847
• Fixed bug: Prevent 400 errors from Image2Text providers by skipping images smaller than 11px on any side during figure enhancement. by @LiruiYu33 in #12868
• Chore(deps): Bump urllib3 from 2.4.0 to 2.6.3 in /agent/sandbox by @dependabot[bot] in #12877
• Chore(deps): Bump starlette from 0.46.2 to 0.49.1 in /agent/sandbox by @dependabot[bot] in #12878
• Fix metadata filter by @HeyPhiS in #12861
• Remove filter (kb_id) in infinity by @zpf121 in #12853
• Refa: Clean the folders. by @KevinHuSh in #12890
• fix: task executor bar chart error by @JimmyBenKlieve in #12894
• Feat: Add CLI retrieval test to CI workflow by @6ba3i in #12881
• Refact: Updated UI tips. by @writinwaters in #12898
• Fix: codeExec return types & error handling; Update Spark model mappings by @eviaaaaa in #12896
• Docs: minor by @writinwaters in #12899
• Pref: fix thread pool workers by @yongtenglei in #12882
• feat: Add OceanBase Performance Monitoring and Health Check Integration by @Angel98518 in #12886
• Fix(test): Update error message assertions for unsupported content type tests by @asiroliu in #12901
• fix: preserve line breaks in prompt editor and add auto-save on blur by @bittoby in #12887
• Refa: remove ppt image. by @KevinHuSh in #12909
• Refa: remove aspose dependency. by @KevinHuSh in #12910
• Fix metadata in get_list() by @qinling0210 in #12906
• fix: close file handles when loading JSON mapping in doc store connectors by @dive2tech in #12904
• Test: Add code coverage reporting to CI by @darkness789 in #12874
• Docs: Fixed a docusaurus display issue by @writinwaters in #12914
• Fix(test): downgrade test priorities by @asiroliu in #12913
• feature:Add OceanBase Support to Text-to-SQL Agent by @Rynzie02 in #12919
• feature:Add OceanBase Storage Support for Table Parser by @Rynzie02 in #12923
• feat: add Peewee ORM support for OceanBase as primary database (#12769) by @NTLx in #12926
• feat(tools): add Elasticsearch to OceanBase migration tool by @cr7258 in #12927
• Fix: remove unused imports and f-string formatting by @asiroliu in #12935
• Fix:Duplicate enum member causes backend startup failure by @Rynzie02 in #12931
• Fixed regression issue that unable to start the service by @paulhuiseismic in #12933
• Fix duplicate POSTGRES enum entry causing backend startup failure by @LiruiYu33 in #12936
• Add secondary index to infinity by @zpf121 in #12825
• feat: Implement legacy .ppt parsing via Tika (alternative to Aspose) by @eviaaaaa in #12932
• fix(llm): Fix Gitee AI links and update the reranker model configuration by @fchange in #12916
• Fix: pdf page_number error by @Magicbook1108 in #12938
• refactor: optimize agent list payload and improve multimodal detection logic by @eviaaaaa in #12942
• Fix: custom delimeter in docx by @Magicbook1108 in #12946
• Sandbox by @writinwaters in #12951
• Fixed 12787 with syntax error in generated MySql json path expression by @paulhuiseismic in #12929
• Refactor: improve close for presentation by @Woody-Hu in #12957
• Update default Docling version to 2.71.0 to resolve table parsing issues by @JosefAschauer in #12952
• feat: Add a custom header to the SDK for chatting with the agent. by @LeiZhang-Hunter in #12430
• Support operator constraints in semi-automatic metadata filtering by @HeyPhiS in #12956
• feat: memory status by @JimmyBenKlieve in #12959
• Fix:Optimize metadata and optimize the empty state style of the agent page. by @dcc123456 in #12960
• feat(connector): add Seafile as data source by @yesidc in #12945
• Fix: docx parser output consistent by @Magicbook1108 in #12965
• Fix: default admin tenant by @Lynn-Inf in #12964
• Fix：Incorrect ingestion pipeline template by @sunsui in #12961
• fix(docs): fix #12963 , rename "total" field to "total_datasets" for clarity by @Yunkou in #12967
• feat: add OceanBase memory store by @whhe in #12955
• Fix "metadata table not exists" by @qinling0210 in #12949
• chore(tests): move oceanbase peewee test under test/ and fix enum check by @Rynzie02 in #12969
• Fix: If the agent debug sheet contains too much content, some of it will not be displayed. #12974 by @cike8899 in #12975
• Refact: Updated UI tips by @writinwaters in #12976
• feat/add MySQL and PostgreSQL data source connectors by @MkDev11 in #12817
• Docs: Update error message example in HTTP API reference by @asiroliu in #12984
• Fix: pdf chunking / table rotation by @Magicbook1108 in #12981
• Fix: Variables within multiple parentheses cannot be displayed correctly. #12987 by @cike8899 in #12988
• feat: enable multi-file upload for chat and agent workflows by @bittoby in #12977
• Feat: Move the reasoning field to the root of the payload in the completion interface. by @cike8899 in #12990
• Fix: Fixed the issue where deleted images in the agent chat box would still be sent to the backend. by @cike8899 in #12992
• Feat: support doubao-embedding-vision model by @yongtenglei in #12983
• Refact: Updated Agent template description. by @writinwaters in #12995
• feat: Add optional document metadata in OpenAI-compatible response references by @levischd in #12950
• Feat: update stepfun list by @yongtenglei in #12991
• Fix: adressing style without a default value by @Magicbook1108 in #13009
• fix: support date comparison operators (>=, <=, >, <) in metadata filtering by @Clint-chan in #12982
• Feat: Add model verify by @dcc123456 in #13005
• Fix: ingestion pipeline by @Magicbook1108 in #13012
• Fix: example code in session.py by @Magicbook1108 in #13004
• Fix: parser bug by @dcc123456 in #13014
• Fix: prevent streaming message width collapse by @skylarkoo7 in #12999
• Feat: Control interface documentation directory display and hiding by @cike8899 in #13008
• Feat: support verify to set llm key and boost bigrams. by @KevinHuSh in #12980
• Refactor: Improve Picture.py resource usage by @Woody-Hu in #13011
• fixed vulnerabilities CVE-2025-53859 & CVE-2025-23419 by @LiruiYu33 in #13016
• fix: ensure all metadata filters are processed in AND logic by @Clint-chan in #13019
• Update basics by @yingfeng in #13033
• Fix: correct llm_id for graphrag by @Magicbook1108 in #13032
• Fix: dataset page enter key to save by @dcc123456 in #13035
• fix: optimize Excel row counting for files with abnormal max_row by @yuehong136 in #13018
• fix(rdbms): use brackets around field names to preserve distinction after chunking by @MkDev11 in #13010
• Fix: task cancel by @Magicbook1108 in #13034
• Fix: Lazy loading adds a loading state to the page by @dcc123456 in #13038
• Feat: MCP host mode supports STREAMABLE-HTTP endpoint by @yongtenglei in #13037
• Chore/upgrade dashscope to 1.25.11 by @Clint-chan in #13007
• Fix: whyDidYouRender error by @dcc123456 in #13040
• Fix: launch an agent. by @KevinHuSh in #13039
• fix: remove 10-item display limit in Agent Canvas configuration tables by @eviaaaaa in #13049
• Refactor: improve ppt shape order logic by @Woody-Hu in #13054
• Clean directories by @yingfeng in #13061
• Fix: failing p3 test for SDK/HTTP APIs by @6ba3i in #13062
• Fix: gemini model names by @Magicbook1108 in #13073
• Fix parameter of calling self.dataStore.get() and warning info during parser by @qinling0210 in #13068
• Fix: enable chat input resizing by @skylarkoo7 in #12998
• Fix: agent files issue, by @KevinHuSh in #13067
• Fix: Add authentication validation to the document API interface for embedded pages. by @dcc123456 in #13078
• Feat: Add Explore page by @cike8899 in #13043
• Docs: Replaced TOC Enhance with Page Index. by @writinwaters in #13075
• Feat: Translation page index. by @cike8899 in #13083
• Fix: Bugs fixed by @dcc123456 in #13086
• Feat: Hide log button by @cike8899 in #13085
• Fix: Memory log style by @dcc123456 in #13090
• Refa: boost OpenAI-compatible reranker UX by @yongtenglei in #13087
• Refact: Updated UI tips. by @writinwaters in #13093
• Fix issue #13084 by @zpf121 in #13088
• Fix: judge table name prefix before migrate by @Lynn-Inf in #13094
• Docs: Update version references to v0.24.0 in READMEs and docs by @asiroliu in #13095

New Contributors

• @mmtmr made their first contribution in #12267
• @kyuengmanKim made their first contribution in #12392
• @majiayu000 made their first contribution in #12422
• @AAAkater made their first contribution in #12451
• @paulluap made their first contribution in #12500
• @puhaiyang made their first contribution in #12521
• @Bobholamovic made their first contribution in #12513
• @lizhizhou made their first contribution in #12434
• @LGRY made their first contribution in #12567
• @LiruiYu33 made their first contribution in #12562
• @6ba3i made their first contribution in #12563
• @eureka928 made their first contribution in #12603
• @MkDev11 made their first contribution in #12611
• @mohansinghi made their first contribution in #12626
• @VedantMadane made their first contribution in #12546
• @longbingljw made their first contribution in #12642
• @liuxiaoyusky made their first contribution in #12618
• @zagnaan made their first contribution in #12509
• @hetavi-bluexkye made their first contribution in #12595
• @francisye19 made their first contribution in #12681
• @GlobalStar117 made their first contribution in #12666
• @n1n-api made their first contribution in #12680
• @loganaden made their first contribution in #12679
• @Hwwwww-dev made their first contribution in #12676
• @darkness789 made their first contribution in #12728
• @LinkedDestiny made their first contribution in #12766
• @zhanxin-xu made their first contribution in #12719
• @JulienDeveaux made their first contribution in #12760
• @apps-lycusinc made their first contribution in #12777
• @Da22wei made their first contribution in #12807
• @Angel98518 made their first contribution in #12831
• @bittoby made their first contribution in #12836
• @dive2tech made their first contribution in #12856
• @zpf121 made their first contribution in #12853
• @eviaaaaa made their first contribution in #12896
• @Rynzie02 made their first contribution in #12919
• @NTLx made their first contribution in #12926
• @cr7258 made their first contribution in #12927
• @paulhuiseismic made their first contribution in #12933
• @fchange made their first contribution in #12916
• @JosefAschauer made their first contribution in #12952
• @sunsui made their first contribution in #12961
• @Yunkou made their first contribution in #12967
• @Clint-chan made their first contribution in #12982
• @skylarkoo7 made their first contribution in #12999
• @yuehong136 made their first contribution in #13018

Full Changelog: v0.23.1...v0.24.0