v0.18.0

Release v0.18.0 created from 94181a990b957ed302952b4de17583d2b44f3099 at 2025-04-23 14:11:59+08:00

## New features

- MCP server: enables access to RAGFlow's knowledge bases via MCP.
- DeepDoc supports adopting VLM model as a processing pipeline during document layout recognition, enabling in-depth analysis of images in PDFs.
- Agent version control: all updates are continuously logged and can be rolled back to a previous version via export.
- Team collaboration: Agents can be shared with team members.
- OpenAI-compatible APIs: Agents can be called via OpenAI-compatible APIs.
- User registration control: administrators can enable or disable user registration through an environment variable.

## Improvements

- Enhanced answer referencing: Citation accuracy in generated responses is improved.
- Enhanced question-answering experience: users can now manually stop streaming output during a conversation.

## Compatibility changes

- From this release on wards, built-in re-rank models have been removed because they have minimal impact on retrieval rates but significantly increase retrieval time.

## What's Changed
* Test: Added test cases for Download Documents HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6032
* Fix: optimize OCR garbage identification to reduce unnecessary filtering by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6027
* Fix: chat_completion answer data incorrect by @alen08266 in https://github.com/infiniflow/ragflow/pull/6041
* Improve API Documentation, Standardize Error Handling, and Enhance Comments by @PStarH in https://github.com/infiniflow/ragflow/pull/5990
* Fix: Reduce excessive IO operations by loading LLM factory configurations by @utopia2077 in https://github.com/infiniflow/ragflow/pull/6047
* Feat: Add deepseek to llm_factories by @c-goosen in https://github.com/infiniflow/ragflow/pull/6051
* Fix 6030 by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6070
* Fix: empty doc id validation. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6064
* Feat: Change “Document parser” to "PDF parser" #6072 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6073
* Feat: add token comsumption & speed to little lamp. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6077
* Refa: remove max toekns for image2txt models. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6078
* Fix: remove NaN output of components. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6079
* Fix executor name by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6080
* Fix: Prevent password boxes other than login passwords from displaying passwords saved in the browser's password manager by default. #6033 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6084
* Doc: update launch from source. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6074
* Fix: check the file name length. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6083
* Refa: enlarge default max request body size. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6088
* Fix: none parse_config updating. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6092
* Fix: Knowledge base page cannot upload folders #6062 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6096
* Fix: fix document concurrent upload issue by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6095
* Refa: enlarge http body size. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6100
* Fix: limit the depth of DFS by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6101
* Regards kb_id at ElasticSearch insert, update, delete. by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6105
* Fix: empty tag field issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6103
* Fix: Fixed the issue that events cannot be triggered after the shadcn-ui dialog is closed #3221. by @cike8899 in https://github.com/infiniflow/ragflow/pull/6108
* Introduced task priority by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6118
* Fix: update link of deploy_local_llm.mdx by @jingfelix in https://github.com/infiniflow/ragflow/pull/6110
* Test: Added test cases for Update Documents HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6106
* Doc: Update readme document by @zmxccxy in https://github.com/infiniflow/ragflow/pull/6052
* Test: update test cases per pr #6095 to fix issue #6039 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6143
* Feat: Limit view with more knowledge when list knowledge so many by @isthaison in https://github.com/infiniflow/ragflow/pull/6093
* Feat: add OCR's muti-gpus and parallel processing support by @debugdoctor in https://github.com/infiniflow/ragflow/pull/5972
* Fix: validation of readonly fields. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6144
* Fix: retrieval debug mode issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6150
* Refa: refine the error message. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6151
* Refa: fix re-rank scope. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6152
* Miscellaneous UI updates by @writinwaters in https://github.com/infiniflow/ragflow/pull/6094
* Test: fix expected value validation for list dataset endpoint by @asiroliu in https://github.com/infiniflow/ragflow/pull/6160
* Test: Added test cases for List Documents HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6158
* Fix: Correct parameter retrieval in thumbup api by @kuro5989 in https://github.com/infiniflow/ragflow/pull/6114
* Test: update test cases per pr #6144 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6166
* Refa: PARALLEL_DEVICES is a static parameter. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6168
* Refa: Improve ppt_parser better handle list  by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/6162
* Test: Added test cases for Delete Documents HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6175
* Fix: none item while concating df. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6176
* Feat: Improve Recognizer.py performance by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/6185
* Fix: in case response.choices[0].message.content is None. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6190
* Fix: NaN data error. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6192
* Fix: doc deletion failure with invalid docid. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6194
* Docs: remove max tokens. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6198
* Docs: rm max token by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6202
* Fix: float transfer exception. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6197
* Fix: enable ollama api-key. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6205
* Fix: miss url path. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6211
* Feat: Add TreeView component #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6214
* Fix: add support for non-stream response with session.ask_without_stream by @Nalkey in https://github.com/infiniflow/ragflow/pull/6207
* Feat: add vision LLM PDF parser by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6173
* Fix: rank feat issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6225
* Feat: Alter TransferList props #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6226
* Feat: text file support position retaining. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6231
* Fix: empty retrieval kb ids. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6236
* Test: Added test cases for Parse Documents HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6235
* Fix: Nan issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6242
* Fix: #5719 Added type check for parser_config by @asiroliu in https://github.com/infiniflow/ragflow/pull/6243
* Miscellaneous updates by @writinwaters in https://github.com/infiniflow/ragflow/pull/6245
* Fix: read flow blank template strings from i18n file by @Womsxd in https://github.com/infiniflow/ragflow/pull/6240
* Fix: tag_feas deletion error. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6257
* Fix: type violations. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6262
* Fix: let parsing continue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6259
* Feat: add TTS support for SILICONFLOW. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6264
* Fix: Nan response for retrieval component. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6265
* Fix: remove dup ids for APIs. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6263
* Fix: long api key issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6267
* Feat: support agent version history. by @isthaison in https://github.com/infiniflow/ragflow/pull/6130
* Feat: Alter TreeView component #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6272
* Fix: switch follow interact issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6279
* Fix: Add a basic example when the example of content_tagging is empty by @zhoujy95 in https://github.com/infiniflow/ragflow/pull/6276
* Fix get_unacked_iterator by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6280
* Docs: Update accelerate_doc_indexing.mdx by @zangqianglei in https://github.com/infiniflow/ragflow/pull/6268
* Fix: In the Agent's workflow, the input content cannot be wrapped, and \n will not work, otherwise an error will be reported #6241 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6284
* Feat: add agent share team viewer by @isthaison in https://github.com/infiniflow/ragflow/pull/6222
* Feat: add VLM-boosted PDF parser by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6278
* Test: Added test cases for Stop Parse Documents HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6285
* UI updates by @writinwaters in https://github.com/infiniflow/ragflow/pull/6290
* Fix: optimize setting config initialization to resolve Minio initialization error by @lgphone in https://github.com/infiniflow/ragflow/pull/6282
* Feat: add fallback for PDF figure parser by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6305
* Feat: add VLM-boosted DocX parser by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6307
* Test: Skip unstable 'stop parse documents' test cases by @asiroliu in https://github.com/infiniflow/ragflow/pull/6310
* Fix: rerank with vllm issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6306
* Fix: adapt to old configurations. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6321
* Fix: Resolved a bug where sibling components in Canvas were not restricted to fetching data from the upstream when parallel components were present. by @Sci-fiBrain in https://github.com/infiniflow/ragflow/pull/6315
* Fix: type import by @isthaison in https://github.com/infiniflow/ragflow/pull/6328
* Fix(api): correct document parsing progress check logic by @hy89 in https://github.com/infiniflow/ragflow/pull/6318
* Fix update_progress by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6340
* Feat: Add the functionality to load environment variables from a .env file by @liwenju0 in https://github.com/infiniflow/ragflow/pull/6331
* Chore: unify Ruff config and enable async checks (ASYNC, TRIO) by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6351
* Call register_scripts on connecting redis by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6361
* Fix: Optimized the get_by_id method to resolve the issue of missing exceptions and improve query performance by @lgphone in https://github.com/infiniflow/ragflow/pull/6320
* Feat: Add user registration toggle feature by @liwenju0 in https://github.com/infiniflow/ragflow/pull/6327
* Fix: let quot stay. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6377
* Refa: refine template. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6381
* Refa: refine template. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6382
* Remove feature_request.md by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6383
* Fix: huggingface rerank model issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6385
* Refa: control the simi for entity resolution. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6386
* Fix broken discord invitation links by @yingfeng in https://github.com/infiniflow/ragflow/pull/6388
* Feat: Add Duplicate ID Check and Update Deletion Logic by @liwenju0 in https://github.com/infiniflow/ragflow/pull/6376
* Fix: add_chunk api, empty content issue by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6390
* Fix: flow list translate to zh by @andy1199 in https://github.com/infiniflow/ragflow/pull/6371
* Fix: the error of Ollama embeddings interface returning  "500 Internal Server Error" by @zhoujy95 in https://github.com/infiniflow/ragflow/pull/6350
* Fix: change ollama default num_ctx. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6395
* UI updates. by @writinwaters in https://github.com/infiniflow/ragflow/pull/6398
* Fix: miss calculate of token number. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6401
* Feat:  Adds hierarchical title path tracking for tables in DOCX documents to improve context association by @fansir in https://github.com/infiniflow/ragflow/pull/6374
* Feat: If the Transfer item is disabled, the item cannot be edited. #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6409
* Fix: add chunk, empty question issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6405
* Fix: multiple top-level packages error in Python project by @fansir in https://github.com/infiniflow/ragflow/pull/6370
* Test: Added test cases for Add Chunk HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6408
* Fix: Preserve quotes while handling variable substitution withTemplate component. by @theshyPika in https://github.com/infiniflow/ragflow/pull/6410
* Fix ratelimit errors during document parsing by @fansir in https://github.com/infiniflow/ragflow/pull/6413
* Feat: support pic base bullet for PPT by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/6406
* Fix: rerank with YoudaoRerank issue. by @zhoujy95 in https://github.com/infiniflow/ragflow/pull/6396
* Fix: point in tag issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6436
* Feat: Add background-core-standard to tailwind.css #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6437
* Test: Update test cases for PR #6194 #6259 #6376 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6444
* Refa: update Anthropic models. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6445
* Test: Update test case for #6081 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6446
* Feat: add basic Langfuse support for LLM module by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6443
* Feat: support api-key for Ollama. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6448
* Fix: NameError: free variable 'langfuse_generation' referenced before assignment in enclosing scope by @lizheng419 in https://github.com/infiniflow/ragflow/pull/6451
* Fix: Langfuse update model has no fields attribute by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6453
* Feat: add Langfuse APIs by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6460
* Feat: Add LangfuseCard component. #6155 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6468
* Feat: Improve "/convert" API's performance  by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/6465
* Miscellaneous UI updates by @writinwaters in https://github.com/infiniflow/ragflow/pull/6471
* Fix: split process bug in graphrag extract  by @utopia2077 in https://github.com/infiniflow/ragflow/pull/6423
* Test: Update test cases to reduce execution time by @asiroliu in https://github.com/infiniflow/ragflow/pull/6470
* Refa: enhancement: enhance the prompt of related_question API by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6463
* Feat: improve the performance for '/upload' API by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/6479
* Remove thinking block from keyword node's result by @Graf2242 in https://github.com/infiniflow/ragflow/pull/6474
* Test: Add list chunk checkpoint for the add chunk API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6482
* Feat: add project_id and project_name to Langfuse API by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6481
* Fix: claude max tokens. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6484
* Fix: Resolve FlowSetting not reading Title from .ts files by @Sci-fiBrain in https://github.com/infiniflow/ragflow/pull/6469
* Fix: remove doc status checking while creating an assistant. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6486
* Fix: api-key issue for xinference. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6490
* Fix: failed to acquire lock exception with retry mechanism for postgres and mysql by @liwenju0 in https://github.com/infiniflow/ragflow/pull/6483
* Fix: img_id errror. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6504
* Feat: improve '/mv' '/list' API performance by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/6502
* Test: Added test cases for List Chunks HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6514
* Fix: abnormal chunk id by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6506
* Fix: describe parameter error. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6519
* 0321 chunkmethods by @writinwaters in https://github.com/infiniflow/ragflow/pull/6520
* Fix: link to KB from filemanager. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6530
* Fix: Hunyuan model adding error. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6531
* Fix: Bedrock model invocation error. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6533
* Fix: image_id is None. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6538
* Optimize graphrag again by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6513
* Fix: uploading in chat box issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6547
* Test: Added test cases for Update Chunk HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6556
* Fix: python_api_reference.md update dataset bug by @zstar1003 in https://github.com/infiniflow/ragflow/pull/6527
* Feat: add "tools" to llm_factories.json by @BadwomanCraZY in https://github.com/infiniflow/ragflow/pull/6552
* Fix:flow DB Assistant module translate to zh by @andy1199 in https://github.com/infiniflow/ragflow/pull/6562
* AI search vs. chat by @writinwaters in https://github.com/infiniflow/ragflow/pull/6569
* Test: Update test cases for PR #6405 #6504 #6538 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6565
* Refa: change LLM chat output from full to delta (incremental) by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6534
* Update values.yaml  image to infiniflow/infinity:v0.6.0-dev3   issue#5882 by @felix5572 in https://github.com/infiniflow/ragflow/pull/6568
* Rename graphrag task lock by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6576
* fix:  Remove unnecessary minio initialization by @zanyatta in https://github.com/infiniflow/ragflow/pull/6544
* Fix: team doc deletion issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6589
* Fix: LmStudioChat issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6591
* EntityResolution batch. Close #6570 by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6602
* Fix: The rule of Categorize operator is adjusted. by @MichaelXcc in https://github.com/infiniflow/ragflow/pull/6599
* Introduced delete_knowledge_graph by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6605
* Refa: token similarity calculations. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6614
* Test: Added test cases for Delete Chunks HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6612
* Fix: When Excel is a formula, the parsed result is a formula, but cannot be correctly parsed as a value type by @donblack01 in https://github.com/infiniflow/ragflow/pull/6613
* Feat: Add RadioGroup component #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6622
* Fix: binlog_expire_logs_seconds by @adysec in https://github.com/infiniflow/ragflow/pull/6626
* Fix: HTTP API delete_chunks issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6621
* Dynamic Context Window Size for Ollama Chat by @MarcusYuan in https://github.com/infiniflow/ragflow/pull/6582
* Consolidate entrypoint to support broader deployment scenarios by @wanpdsantos in https://github.com/infiniflow/ragflow/pull/6566
* Fix entity_types. Close #6287 and #6608 by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6632
* Docs: fix retrieval docs. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6633
* Fix knowledge_graph_kwd on infinity. Close #6476 and #6624 by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6651
* Fix agent completion requiring calling twice with parameters in begin component by @notsyncing in https://github.com/infiniflow/ragflow/pull/6659
* Test: Added test cases for Retrieval Chunks HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6649
* Don't split and strip input in retrieval component. by @notsyncing in https://github.com/infiniflow/ragflow/pull/6662
* Fix table migration on non-exist-yet indexed columns. by @notsyncing in https://github.com/infiniflow/ragflow/pull/6666
* Update broken discord by @yingfeng in https://github.com/infiniflow/ragflow/pull/6678
* Added a guide on setting page rank. by @writinwaters in https://github.com/infiniflow/ragflow/pull/6645
* Refa: add meta data to retrieval. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6676
* add type canvas by @isthaison in https://github.com/infiniflow/ragflow/pull/6680
* Refa: remove default build-in rerank model. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6682
* Feat: support vision llm for gpustack by @alexcodelf in https://github.com/infiniflow/ragflow/pull/6636
* Feat: extend S3 storage compatibility and add knowledge base ID prefix by @RedBookOfMemory in https://github.com/infiniflow/ragflow/pull/6355
* Refa: docker/.env comment refinement. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6689
* fix: Resolve KnowledgeGraph entity resolution errors (#6653) by @Yue-Lyu123 in https://github.com/infiniflow/ragflow/pull/6691
* fix: correct [AttributeError: 'set' object has no attribute 'nodes' T… by @Yue-Lyu123 in https://github.com/infiniflow/ragflow/pull/6699
* Fix: `Email` error. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6701
* Feat: add qwq-plus-latest by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6702
* Feat: Allows users to search for models in the model selection drop-down box #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6708
* Hotfix ece5903 by @Yue-Lyu123 in https://github.com/infiniflow/ragflow/pull/6705
* Test: Refactor test fixtures and test cases by @asiroliu in https://github.com/infiniflow/ragflow/pull/6709
* Fix infinite recursion in RagTokenizer when processing repetitive characters by @zky001 in https://github.com/infiniflow/ragflow/pull/6109
* Feat: Interrupt streaming #6515 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6723
* Miscellaneous doc updates and refactored team management doc. by @writinwaters in https://github.com/infiniflow/ragflow/pull/6730
* Feat: Add a notification logic to the team member invite feature #6610 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6729
* Test: Skip test case for PR 6643 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6724
* Feat: Support deleting knowledge graph #6747 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6748
* Updated max_tokens descriptions by @writinwaters in https://github.com/infiniflow/ragflow/pull/6751
* Fix: Using the Enter key does not send a complete message #6754 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6755
* Fix: The file upload prompt indicates "No authorization." #6516 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6756
* Fix: Change the field name of the document ID from "documents" to "do… by @liwenju0 in https://github.com/infiniflow/ragflow/pull/6753
* Fix: Issue with Markdown Code Blocks Breaking Frontend Layout #5789 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6758
* Log llm response on exception by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6750
* Docs(api): align default values in create chat assistant HTTP API dos with implementation by @asiroliu in https://github.com/infiniflow/ragflow/pull/6764
* Test: Added test cases for Create Chat Assistant HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6763
* Fix: Handle the case of deleting empty blocks. Update the relevant message by @liwenju0 in https://github.com/infiniflow/ragflow/pull/6643
* Test: Update test cases for PR #6643 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6766
* Docs: Fix for issue #6713 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6775
* Feat: add gemini-2.5-pro-exp-03-25 by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6774
* Fix set_graph on non-existing edge by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6777
* Refa: copywriting refinement. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6779
* Feat: Clarify the use of OpenAI-API-compatible #6782 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6783
* Feat: add OpenAI compatible API for agent by @isthaison in https://github.com/infiniflow/ragflow/pull/6329
* Fix: missing redis pvc storageclass in helm by @Fruneng in https://github.com/infiniflow/ragflow/pull/6788
* Test: Added test cases for List Chat Assistants HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6792
* Fix: update chunk, empty question issue. by @asiroliu in https://github.com/infiniflow/ragflow/pull/6800
* Feat: Load the dialog page, prohibit calling the dialog/get interface #6798 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6799
* Refa:  trival. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6802
* Test: Update test cases for #6800 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6804
* update some setting to README_zh.md by @WKRZY in https://github.com/infiniflow/ragflow/pull/6737
* Miscellaneous editorial updates by @writinwaters in https://github.com/infiniflow/ragflow/pull/6805
* Fix: improve Dockerfile build for China by @zonefile in https://github.com/infiniflow/ragflow/pull/6812
* Update broken discord link by @yingfeng in https://github.com/infiniflow/ragflow/pull/6841
* Fix:When parsing documents with graph, an error occurred:[ERROR][Exception]: 'method' by @caiming100 in https://github.com/infiniflow/ragflow/pull/6836
* Fix: docx image exceptions. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6839
* Test: Added test cases for Update Chat Assistant HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6843
* Fix: Error message is incorrect when updating chat name #6850 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6851
* fix: add exception handling for get_by_id method by @caiming100 in https://github.com/infiniflow/ragflow/pull/6861
* Feat: add primitive support for function calls by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6840
* Test: Added test cases for Delete Chat Assistants HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6879
* Fix: handle waiting tasks when upstream is switch/categorize/relevant and normal path fails by @Sci-fiBrain in https://github.com/infiniflow/ragflow/pull/6874
* Feat: Install sonner library #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6898
* fix Conversation roles must alternate user/assistant/user/assistant/... bug by @YanWuHao in https://github.com/infiniflow/ragflow/pull/6880
* Test: Added test cases for Create Session With Chat Assistant HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6902
* Fix delete duplicate assistant by @liwenju0 in https://github.com/infiniflow/ragflow/pull/6888
* Added a guide on setting chat variables by @writinwaters in https://github.com/infiniflow/ragflow/pull/6904
* Fix: local variable referenced before assignment by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6909
* Test: Update test cases for PR 6888 ISSUE 6876 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6907
* Fix: assistant deleteion issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6906
* Test: Update test cases for PR 6906 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6929
* Test: Added test cases for List Sessions With Chat Assistant HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6938
* Fix: remove deprecated `permission` field by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6912
* Added similarity scores in reference chunks by @xintoteai in https://github.com/infiniflow/ragflow/pull/6918
* Feat: Add translation text to the prompt word of the generate operator to distinguish it from the prompt word of the knowledge base #6934 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6935
* Miscellaneous UI updates by @writinwaters in https://github.com/infiniflow/ragflow/pull/6947
* Fix: incorrect total chunks count in retrieval function after similarity filtering (#6741)  by @Yue-Lyu123 in https://github.com/infiniflow/ragflow/pull/6932
* Fix: In the dark night theme, the message input box is not displayed correctly. #6950 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6951
* fix bug [ERROR][Exception]: 8 vs. 9 by @YanWuHao in https://github.com/infiniflow/ragflow/pull/6955
* Fix: Delete unused pages by @cike8899 in https://github.com/infiniflow/ragflow/pull/6973
* Test: Update test cases for PR 6906 ISSUE 6875 by @asiroliu in https://github.com/infiniflow/ragflow/pull/6971
* Test: Added test cases for Update Session With Chat Assistant HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/6968
* Fix: KB update_time changed whenever system relaunched by @yongtenglei in https://github.com/infiniflow/ragflow/pull/6959
* Fix: Ensure lock is released in update_progress using context manager by @benni82 in https://github.com/infiniflow/ragflow/pull/6975
* fix RAGFlowPdfParser AttributeError: 'PdfReader' object has no attribute 'close' err by @gsmini in https://github.com/infiniflow/ragflow/pull/6859
* docs: update Docker build commands to specify platform as linux/amd64 by @wanpdsantos in https://github.com/infiniflow/ragflow/pull/6977
* Make error messages during PPT processing clearer. by @YanWuHao in https://github.com/infiniflow/ragflow/pull/6980
* Fix: Fix api page translation issue. #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/6993
* Fix update_progress issue by @yuzhichang in https://github.com/infiniflow/ragflow/pull/6992
* Fix: abnormal cell mergeing. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/6991
* Fix: The selected state of the TreeView node cannot be seen on Mac #7000 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7001
* Docs: readme updating. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/7002
* Feat: Remove the rotation state of the button that parses the document #7008 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7009
* Refa: update llms by @yongtenglei in https://github.com/infiniflow/ragflow/pull/7007
* Fix Helm Ingress template by @FranckKe in https://github.com/infiniflow/ragflow/pull/7018
* Fix: add fallback for bad citation output by @yongtenglei in https://github.com/infiniflow/ragflow/pull/7014
* Refa. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/7022
* Fix: when remove document do not delete the file in storage if the source is not knowledge base by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/7005
* Test: Added test cases for Delete Sessions With Chat Assistant HTTP API by @asiroliu in https://github.com/infiniflow/ragflow/pull/7025
* Docs: updates. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/7042
* Docs: Change DELETE to POST in Related Questions curl example by @asiroliu in https://github.com/infiniflow/ragflow/pull/7054
* Miscellaneous editorial updates. by @writinwaters in https://github.com/infiniflow/ragflow/pull/7047
* Fix: Files being parsed are not allowed to be deleted in batches #7065 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7066
* Fix: pymysql.err.InterfaceError: (0, '') during long time streaming chat responses (#6548)  by @Yue-Lyu123 in https://github.com/infiniflow/ragflow/pull/7057
* Fix: Error in sending placeholder words in Chinese and Chinese-Traditional by @good-ideal in https://github.com/infiniflow/ragflow/pull/7094
* Fix: knowledge graph resolution with infinity raise error tokenizing in specific situations by @alkscr in https://github.com/infiniflow/ragflow/pull/7048
* Update utils.py by @BUJIQI in https://github.com/infiniflow/ragflow/pull/7091
* Fix: wrong “available” property when list chunk  by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/7093
* Feat: Retrieval test #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7121
* Fix: handle sometimes graph index will miss explanation by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/7127
* fix bug  chunking:expected string or bytes-like object  by @QuintinTao in https://github.com/infiniflow/ragflow/pull/7116
* Feat: Rendering a search test list with real data #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7138
* fix(nursery): Fix Closure Trap Issues in Trio Concurrent Tasks by @aniaan in https://github.com/infiniflow/ragflow/pull/7106
* Fix: cite disfunction for G component. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/7117
* feat: Recover pending tasks while pod restart. by @liuzhenghua in https://github.com/infiniflow/ragflow/pull/7073
* Docs: MCP server by @yongtenglei in https://github.com/infiniflow/ragflow/pull/7141
* Feat: mcp server by @yongtenglei in https://github.com/infiniflow/ragflow/pull/7084
* Fix: don't modify S3 file name when not using prefix_path by @notsyncing in https://github.com/infiniflow/ragflow/pull/7152
* Docs: add mcp self-host mode by @yongtenglei in https://github.com/infiniflow/ragflow/pull/7163
* Feat: add mcp self-host mode by @yongtenglei in https://github.com/infiniflow/ragflow/pull/7157
* Feat: Rename a dataset #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7162
* Refa: Optimize pptx shape extraction to reduce content loss by @zhudongwork in https://github.com/infiniflow/ragflow/pull/6703
* Fix: KG search issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/7186
* refactor: Update Redis configuration to use StatefulSet instead of deployment with pvc by @wanpdsantos in https://github.com/infiniflow/ragflow/pull/7187
* Feat: Filter the knowledge base list using owner #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7191
* Feat: Move langfuse configuration to api page #6155 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7196
* Put the knowledge base list related hooks into use-knowledge-request.ts #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7197
* Fix: fix retrieval tesing wrong pagination by @yongtenglei in https://github.com/infiniflow/ragflow/pull/7174
* Fix: Knowledge Graph Extraction Conflict Between Dataset-Level and File-Specific Configurations #7198 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7199
* Feat: Even if the knowledge base has slices, the chunk method can be changed  #7115 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7201
* Feat: Show the owner of this knowledge base on the list card. #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7204
* [BREAKING CHANGE] GET to POST: enhance kb list capability by @yongtenglei in https://github.com/infiniflow/ragflow/pull/7205
* Added a RAPTOR guide by @writinwaters in https://github.com/infiniflow/ragflow/pull/7211
* Feat: Upload document #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/7209
* v0.18.0 release notes by @writinwaters in https://github.com/infiniflow/ragflow/pull/7185
* Updated v0.18.0 release notes by @writinwaters in https://github.com/infiniflow/ragflow/pull/7221
* Docs: update for v0.18.0 by @asiroliu in https://github.com/infiniflow/ragflow/pull/7223
* Refa: knowledge_graph chunk method is deprecated by @yongtenglei in https://github.com/infiniflow/ragflow/pull/7220

## New Contributors
* @PStarH made their first contribution in https://github.com/infiniflow/ragflow/pull/5990
* @utopia2077 made their first contribution in https://github.com/infiniflow/ragflow/pull/6047
* @c-goosen made their first contribution in https://github.com/infiniflow/ragflow/pull/6051
* @jingfelix made their first contribution in https://github.com/infiniflow/ragflow/pull/6110
* @zmxccxy made their first contribution in https://github.com/infiniflow/ragflow/pull/6052
* @Woody-Hu made their first contribution in https://github.com/infiniflow/ragflow/pull/6162
* @Nalkey made their first contribution in https://github.com/infiniflow/ragflow/pull/6207
* @Womsxd made their first contribution in https://github.com/infiniflow/ragflow/pull/6240
* @zhoujy95 made their first contribution in https://github.com/infiniflow/ragflow/pull/6276
* @zangqianglei made their first contribution in https://github.com/infiniflow/ragflow/pull/6268
* @lgphone made their first contribution in https://github.com/infiniflow/ragflow/pull/6282
* @Sci-fiBrain made their first contribution in https://github.com/infiniflow/ragflow/pull/6315
* @andy1199 made their first contribution in https://github.com/infiniflow/ragflow/pull/6371
* @fansir made their first contribution in https://github.com/infiniflow/ragflow/pull/6374
* @theshyPika made their first contribution in https://github.com/infiniflow/ragflow/pull/6410
* @Graf2242 made their first contribution in https://github.com/infiniflow/ragflow/pull/6474
* @zstar1003 made their first contribution in https://github.com/infiniflow/ragflow/pull/6527
* @BadwomanCraZY made their first contribution in https://github.com/infiniflow/ragflow/pull/6552
* @felix5572 made their first contribution in https://github.com/infiniflow/ragflow/pull/6568
* @MichaelXcc made their first contribution in https://github.com/infiniflow/ragflow/pull/6599
* @adysec made their first contribution in https://github.com/infiniflow/ragflow/pull/6626
* @MarcusYuan made their first contribution in https://github.com/infiniflow/ragflow/pull/6582
* @wanpdsantos made their first contribution in https://github.com/infiniflow/ragflow/pull/6566
* @notsyncing made their first contribution in https://github.com/infiniflow/ragflow/pull/6659
* @RedBookOfMemory made their first contribution in https://github.com/infiniflow/ragflow/pull/6355
* @Yue-Lyu123 made their first contribution in https://github.com/infiniflow/ragflow/pull/6691
* @Fruneng made their first contribution in https://github.com/infiniflow/ragflow/pull/6788
* @WKRZY made their first contribution in https://github.com/infiniflow/ragflow/pull/6737
* @zonefile made their first contribution in https://github.com/infiniflow/ragflow/pull/6812
* @caiming100 made their first contribution in https://github.com/infiniflow/ragflow/pull/6836
* @YanWuHao made their first contribution in https://github.com/infiniflow/ragflow/pull/6880
* @xintoteai made their first contribution in https://github.com/infiniflow/ragflow/pull/6918
* @benni82 made their first contribution in https://github.com/infiniflow/ragflow/pull/6975
* @gsmini made their first contribution in https://github.com/infiniflow/ragflow/pull/6859
* @FranckKe made their first contribution in https://github.com/infiniflow/ragflow/pull/7018
* @good-ideal made their first contribution in https://github.com/infiniflow/ragflow/pull/7094
* @alkscr made their first contribution in https://github.com/infiniflow/ragflow/pull/7048
* @BUJIQI made their first contribution in https://github.com/infiniflow/ragflow/pull/7091
* @QuintinTao made their first contribution in https://github.com/infiniflow/ragflow/pull/7116
* @aniaan made their first contribution in https://github.com/infiniflow/ragflow/pull/7106
* @liuzhenghua made their first contribution in https://github.com/infiniflow/ragflow/pull/7073
* @zhudongwork made their first contribution in https://github.com/infiniflow/ragflow/pull/6703

**Full Changelog**: https://github.com/infiniflow/ragflow/compare/v0.17.2...v0.18.0