RAGFlow - Browse /v0.27.1 at SourceForge.net

The interactive file manager requires Javascript. Please enable it or use sftp or scp.
You may still browse the files here.

Name	Modified	Size	InfoDownloads / Week
Parent folder
install.ps1	2026-08-28	6.8 kB	0
install.sh	2026-08-28	6.2 kB	0
ragflow-cli-v0.27.1-darwin-amd64	2026-08-28	42.5 MB	0
ragflow-cli-v0.27.1-darwin-arm64	2026-08-28	36.9 MB	0
ragflow-cli-v0.27.1-linux-amd64	2026-08-28	41.4 MB	0
ragflow-cli-v0.27.1-linux-arm64	2026-08-28	35.8 MB	1
ragflow-cli-v0.27.1-windows-amd64.exe	2026-08-28	42.4 MB	3
ragflow-cli-v0.27.1-windows-arm64.exe	2026-08-28	36.2 MB	1
SHA256SUMS	2026-08-28	602 Bytes	1
README.md	2026-08-28	50.5 kB	0
v0.27.1 source code.tar.gz	2026-08-28	53.4 MB	51
v0.27.1 source code.zip	2026-08-28	57.6 MB	2
Totals: 12 Items		346.2 MB	59

New features

New Azure DevOps connector for data sources (#18715)
New You.com web search provider for chat and agent (#18478)
New Serply web search provider for chat (#18475)

Model Support

New Synthorai model provider (#18830)
Missing DeepSeek models added (#18678)
AWS Bedrock API key authentication support (#18301)

Improvements

Retrieval API exposes rerank_candidates_count, knn top_k, and num_candidates (#18768, #18737)
Metadata filters pushed down to the metadata index for faster retrieval (#18219)
Chat settings form auto-scrolls to the error location on save (#18811)
Search page validates deleted knowledge bases (#18522)

Bug fixes

Fixed PDF parsing failure in chat (#18860)
Fixed wiki compilation accepting LLM error responses (#18857)
Fixed MinerU rendering stability, error visibility, and code block parsing (#18617)
Fixed 0-chunk datasets not showing, preventing scrolling to fetch more datasets (#18810)
Fixed QA Excel parser dropping rows whose answer is zero (#17902)
Fixed naive parser treating an empty upload as a missing binary (#18826)
Fixed encoding detection discarding confident detection results (#15793)
Fixed reasoning-enabled chat ignoring the dialog system prompt (#18842)
Fixed knowledge compilation using the default tenant LLM instead of the pipeline LLM (#18572)
Fixed chat network search service not allowed to be null (#18791)
Fixed Firefox chat auto-scroll not pinned to the bottom (#18736)
Fixed chat auto-scroll not following streamed answers (#18570)
Fixed parsing progress not visible after selecting upload (#18741)
Fixed BigQuery connector constructing SQL queries incorrectly (#17500)
Fixed WebDAV listing errors not propagated, causing prune data loss (#18694)
Fixed cross-KB document ID collision in data source sync (#18244)
Fixed GPUStack model discovery and audio support (#18599)
Fixed Kimi K3 temperature (#18564)
Fixed OCR text lost when no image2text model is configured (#18012)
Fixed hierarchical Wiki topic navigation (#18721)

What's Changed

fix(web): style think/retrieving blocks in floating chat widget by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18512
fix[syncer]: github data source don't validate repo's accessible by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18477
fix: test data source connection need connector name by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18495
feat[syncer]: add data source Confluence by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18501
refactor: remove some unused model types by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18502
fix(api): report why provider model discovery failed instead of swallowing it by @olifarhaan in https://github.com/infiniflow/ragflow/pull/18027
fix: preserve extensionless document suffix on GaussDB by @Sevenzuo in https://github.com/infiniflow/ragflow/pull/18483
fix(memory): honor custom extraction prompts by @yzl0ng in https://github.com/infiniflow/ragflow/pull/18461
fix(memory): normalize invalid extraction timestamps by @yzl0ng in https://github.com/infiniflow/ragflow/pull/18463
fix(memory): require semantic valid_at timestamp by @yzl0ng in https://github.com/infiniflow/ragflow/pull/18462
fix(nlp): differentiate alphabetic OOV term weights by @yzl0ng in https://github.com/infiniflow/ragflow/pull/18470
fix: chat did not pass model config to provider by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18485
feat(chat): self-check contradictory prompt/dataset settings (#5703) by @peewee92 in https://github.com/infiniflow/ragflow/pull/18274
feat(chat): add Serply web search provider by @googio in https://github.com/infiniflow/ragflow/pull/18475
fix: clear stale tenant model ids by @01JohnMa in https://github.com/infiniflow/ragflow/pull/18210
Feat: connector go imap by @mkaaad in https://github.com/infiniflow/ragflow/pull/18513
fix: pass Infinity vector similarity weight by @Hellrakk in https://github.com/infiniflow/ragflow/pull/17453
TS: update thinking description by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/18521
fix: keep OCR text when no image2text model is configured by @Dhruv-kys in https://github.com/infiniflow/ragflow/pull/18012
fix(chat): drain deep-research goroutines before closing the async channel by @euvre in https://github.com/infiniflow/ragflow/pull/18504
feat(deepdoc): Python-intermediate replay parity harness + table cell-fill fixes by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18516
fix(ollama): preserve multimodal images by @lntutor in https://github.com/infiniflow/ragflow/pull/17663
feat(cli): add --version flag to cli by @krishna231122-del in https://github.com/infiniflow/ragflow/pull/18534
Add ulimits for cpu and gpu services in Docker Compose by @Ro0tk1t in https://github.com/infiniflow/ragflow/pull/17205
fix: ollama chat error by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18540
fix: avoid quadratic dedup in RAG merge paths by @DeviousDrops in https://github.com/infiniflow/ragflow/pull/18135
refactor(chunker): replace QAChunker/PresentationChunker with PairChunker/PageChunker, drop TagChunker by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18523
Update release notes by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/18544
feat(chat): add You.com web search provider by @brainsparker in https://github.com/infiniflow/ragflow/pull/18478
Fix: respect IME composition state on Enter key in dataset creating dialog by @iwasaki1112 in https://github.com/infiniflow/ragflow/pull/17150
fix(dataset): preserve disabled RAPTOR and GraphRAG settings by @lntutor in https://github.com/infiniflow/ragflow/pull/17665
Fix: handle tenant_llm without id by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/18541
refactor(ingestion): unify auto-metadata on modular metadata and hard-delete legacy flats (BuiltInMetadata carried, not LLM) by @jay77721 in https://github.com/infiniflow/ragflow/pull/18511
feat(title-chunker): enforce chunk_token_cap on the Go title-family chunks (#18455) by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18551
fix(deepdoc): drop nested OCR boxes before table cell fill + expose 13/14 parity gaps by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18524
fix: data source return two error once it occured by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18535
feat[syncer]: implement dingtalk AI table data source by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18539
docs: add dataset docs & fix broken links in docs by @Yannnnnnny in https://github.com/infiniflow/ragflow/pull/18553
test: pin bare tenant_model.id resolution in resolve_model_config by @pangwangshu in https://github.com/infiniflow/ragflow/pull/18528
fix(memory): make default prompts deterministic by @primorLee in https://github.com/infiniflow/ragflow/pull/18547
fix(auth): strip trailing slash from OIDC issuer before discovery by @krim404 in https://github.com/infiniflow/ragflow/pull/18530
feat(syncer): add R2 connector with checkpoint resume by @mkaaad in https://github.com/infiniflow/ragflow/pull/18548
feat(chunker): enforce a hard token cap in the TokenChunker merge by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18525
fix: get two VLM model type when list all models by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18546
fix(db): make negative GET_LOCK timeouts work on MariaDB by @krim404 in https://github.com/infiniflow/ragflow/pull/18529
fix: preserve blocking GaussDB advisory locks by @Sevenzuo in https://github.com/infiniflow/ragflow/pull/18506
feat: improve incremental Wiki compilation by @buua436 in https://github.com/infiniflow/ragflow/pull/18557
Fix: ensure tenant_ocr_id is added by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/18560
Fix: switch image/ppt/email/audio from General to pipeline, or switch back, it report error by @wangq8 in https://github.com/infiniflow/ragflow/pull/18555
fix(compilation-template): emit wiki presets with the contracted "example" key by @euvre in https://github.com/infiniflow/ragflow/pull/18549
Fix: go switch user from superuser to normal user error by @wangq8 in https://github.com/infiniflow/ragflow/pull/18537
fix(ingestion): show data pipeline column for builtin pipeline ingestion logs by @euvre in https://github.com/infiniflow/ragflow/pull/18484
feat(syncer): add Moodle connector with checkpoint resume by @mkaaad in https://github.com/infiniflow/ragflow/pull/18554
refactor: simplify sync task service and harden scheduler recovery by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18550
feat[syncer]: implement data source Jira by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18558
fix: render both initials for multi-word names in RAGFlowAvatar by @tryeverything24 in https://github.com/infiniflow/ragflow/pull/17320
feat(agent): support OpenAI-compatible responses by @T1mn in https://github.com/infiniflow/ragflow/pull/18316
fix: align wiki graph and dataset logs by @buua436 in https://github.com/infiniflow/ragflow/pull/18566
fix: apply order_by return value in deep-pagination helpers (unordered OFFSET/LIMIT can skip/dupe rows) by @rsnetworkinginc in https://github.com/infiniflow/ragflow/pull/17325
fix(web): sanitize the parsed markdown tree instead of the string (GHSA-jv5f-3mqh-cxwf) by @kah-ja in https://github.com/infiniflow/ragflow/pull/17590
fix(deepdoc): dedup OCR substring fragments regardless of whitespace divergence by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18568
fix(deepdoc): preserve covered cells through span injection so span tables keep all TSR rows by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18574
Go: fix error handle by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/18573
fix: store source key only in pipeline_operation_log.source_from by @euvre in https://github.com/infiniflow/ragflow/pull/18239
fix(parser): allow text output_format for audio family by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18575
fix(agent): reset execution path for new sessions by @yzl0ng in https://github.com/infiniflow/ragflow/pull/18532
Feat: Validate the knowledge base that was deleted from the search page. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18522
fix(web): keep chat auto-scroll following streamed answers by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18570
Fix knowledge compilation to use pipeline LLM instead of default tenant LLM by @wangq8 in https://github.com/infiniflow/ragflow/pull/18572
Fix: kimi k3 temperature by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/18564
fix(web): preserve entire subtree of title-matching nodes in TreeSelect filter by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18561
fix: implement Tongyi-Qianwen TTS via DashScope native endpoint by @euvre in https://github.com/infiniflow/ragflow/pull/17924
fix(agent): bind query field in agentbot completions and clean up failed first-touch sessions by @euvre in https://github.com/infiniflow/ragflow/pull/17844
fix(file): reject folder names containing "/" in create/rename by @euvre in https://github.com/infiniflow/ragflow/pull/18586
fix(memory): persist memory valid_at/forget_at as server-local time instead of UTC by @euvre in https://github.com/infiniflow/ragflow/pull/18538
Fix: propagate file rename to all linked knowledgebase documents by @euvre in https://github.com/infiniflow/ragflow/pull/18590
fix(models): infer model types on catalog miss so Qwen VLMs show LLM+VLM tags by @euvre in https://github.com/infiniflow/ragflow/pull/18571
Fix: Go chat pipeline sends image blocks to text-only models (Zhipu GLM error 1210) by @euvre in https://github.com/infiniflow/ragflow/pull/18580
fix(engine): return error instead of panic when NATS engine is uninitialized by @euvre in https://github.com/infiniflow/ragflow/pull/18536
Feat: Rewrite the Go-based extractor operator form. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18600
Fix: allow yiyan api key by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/18601
fix(doc_store): retry transient connection errors in pool init by @Harsh23Kashyap in https://github.com/infiniflow/ragflow/pull/17196
fix(search): fix layout clipping when search page is not fullscreen by @euvre in https://github.com/infiniflow/ragflow/pull/18519
fix(search): do not jump to previous search results on empty query by @euvre in https://github.com/infiniflow/ragflow/pull/18520
feat(go-syncer): add Slack connector with checkpoint resume by @mkaaad in https://github.com/infiniflow/ragflow/pull/18603
perf(retrieval): push metadata filters down to the metadata index by @ting-hong-shieh in https://github.com/infiniflow/ragflow/pull/18219
add dockerfile_ci for workflow and restore the single dockerfile by @myf-bee in https://github.com/infiniflow/ragflow/pull/18606
docs: add links between docs by @Yannnnnnny in https://github.com/infiniflow/ragflow/pull/18609
fix(web): clicking anywhere in a switch setting row toggles the switch by @euvre in https://github.com/infiniflow/ragflow/pull/18567
fix(metadata): batch large document ID filters by @guominjia in https://github.com/infiniflow/ragflow/pull/17394
fix: dataset ingestion log has no other type instead of success by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18605
fix(llm): consolidate TTS / Seq2txt provider key resolution across 3 call sites by @Harsh23Kashyap in https://github.com/infiniflow/ragflow/pull/17688
fix: preserve empty chat fields on GaussDB by @Sevenzuo in https://github.com/infiniflow/ragflow/pull/18445
feat[provider]: apply model_type infer when model has no type by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18593
feat[syncer]: add data source DropBox by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18612
optimize[syncer]: optimize returning error when it occur by @Haruko386 in https://github.com/infiniflow/ragflow/pull/18613
fix(build): name the compiler the check requires, and the option that failed by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18594
fix: preserve non-string values in update_metadata_to by @huang-aoqin in https://github.com/infiniflow/ragflow/pull/17346
Feat/connector go sharepoint by @mkaaad in https://github.com/infiniflow/ragflow/pull/18618
Refactor: Refactored the frontend logic for handling different backend services to use pickByBackend, thereby improving code clarity and maintainability. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18614
fix(web): keep multi-select count in sync after deleting a single file by @euvre in https://github.com/infiniflow/ragflow/pull/18589
Fix: Owner filter count not updated after deleting a dataset by @euvre in https://github.com/infiniflow/ragflow/pull/18623
Fix(go): use llm setting for AI summary and return raw error msg by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/18615
fix(web): accept a single API key for Baidu YiYan by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18611
fix(deepdoc): close ocr_real text-gap divergences and pin char-to-box matching by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18630
fix(cli): count benchmark application failures by @NgoQuocViet2001 in https://github.com/infiniflow/ragflow/pull/18292
fix(show_env): keep git errors out of the environment report by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18597
docs(entrypoint): show every option usage() accepts by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18596
fix(deepdoc): align Go table row count with Python per-char R/C in parity replay by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18622
fix(deepdoc): resolve OCR text gaps — char loss/duplication in pdf parser by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18643
Fix HTML parser treating an empty upload as a missing binary by @devYRPauli in https://github.com/infiniflow/ragflow/pull/17904
port smart-reasoning agentic RAG to eino ADK by @yuzhichang in https://github.com/infiniflow/ragflow/pull/18654
fix(web): give each provider instance card its own surface by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18620
fix(ingestion): honor auto-keyword/auto-question top_n sliders in extractor prompts by @euvre in https://github.com/infiniflow/ragflow/pull/18632
fix(web): resize the mind map graph when its container changes size by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18616
fix(web): use the real Keenable mark for the tool icon by @ilya-bogin-keenable in https://github.com/infiniflow/ragflow/pull/18660
add nats and clickhouse expose port in docker compose by @myf-bee in https://github.com/infiniflow/ragflow/pull/18577
fix: Invoke proxy uses validated URL; remove stray debug print in Canvas.reset by @simpleqt in https://github.com/infiniflow/ragflow/pull/18657
Remove three no-op self-assignments by @darkdi in https://github.com/infiniflow/ragflow/pull/18652
docs: replace root-relative cross links with relative page links by @simpleqt in https://github.com/infiniflow/ragflow/pull/18664
fix(opensearch): stop zeroing vector scores by mapping similarity to knn boost by @barandras in https://github.com/infiniflow/ragflow/pull/18662
Revert "port smart-reasoning agentic RAG to eino ADK" by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/18670
Fix docs format by @yingfeng in https://github.com/infiniflow/ragflow/pull/18675
fix: account for checkpointed ingestion progress by @buua436 in https://github.com/infiniflow/ragflow/pull/18667
fix(workerpool): close the SubmitTo/StopWait race without losing in-flight tasks by @changshenhan in https://github.com/infiniflow/ragflow/pull/18646
fix(manual): match .docx only so legacy .doc fails cleanly by @ayam04 in https://github.com/infiniflow/ragflow/pull/18649
feat(go-syncer): add Salesforce connector with checkpoint resume by @mkaaad in https://github.com/infiniflow/ragflow/pull/18674
fix(ingestion): refactor tag extractor with memory index, asymmetric coverage, multi-source enrichment and worker pool sequencing by @jay77721 in https://github.com/infiniflow/ragflow/pull/18607
security: remove leaked OAuth credentials and stop logging user secrets by @simpleqt in https://github.com/infiniflow/ragflow/pull/18658
Fix: correct rerank [#17296] - add prefetch_size by @wangq8 in https://github.com/infiniflow/ragflow/pull/18300
feat(go-syncer): add Teams connector with positional resume by @mkaaad in https://github.com/infiniflow/ragflow/pull/18680
fix: precompile regexes on the retrieval hot path by @changshenhan in https://github.com/infiniflow/ragflow/pull/18644
Fix: porting [#18300] to go by @wangq8 in https://github.com/infiniflow/ragflow/pull/18690
fix(web): hide empty thinking strip in floating chat widget by @euvre in https://github.com/infiniflow/ragflow/pull/18608
fix(agent): preserve whitespace around message references by @primorLee in https://github.com/infiniflow/ragflow/pull/18666
fix: validate message content to prevent empty values by @6ba3i in https://github.com/infiniflow/ragflow/pull/18676
fix: the pdf generation issue in agent by @6ba3i in https://github.com/infiniflow/ragflow/pull/18673
Chore: add missing deepseek model by @6ba3i in https://github.com/infiniflow/ragflow/pull/18678
fix(sdk): temperature default should be a float, not a 1-tuple by @simpleqt in https://github.com/infiniflow/ragflow/pull/18656
fix(task_executor): cap extracted important_kwd terms to ES keyword limit by @RahilOp in https://github.com/infiniflow/ragflow/pull/17512
Fix some comments by @wangq8 in https://github.com/infiniflow/ragflow/pull/18705
fix: normalize model types in _factory_model_types and update calculate_model_type by @6ba3i in https://github.com/infiniflow/ragflow/pull/18685
fix: recover panics in executeMemoryTask so a poison memory task cannot kill the ingestor worker by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18687
feat(extractor): add inline 24h Redis LLM cache for keywords, questions, and summary by @jay77721 in https://github.com/infiniflow/ragflow/pull/18716
fix(deepdoc): prevent cross-page table over-merge from page-local Y coordinates by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18688
Feat: The extractor operator can handle multiple extraction tasks simultaneously. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18717
fix(chat): stop rag_agent forwarding message bookkeeping keys to the provider by @bharadwaj-pendyala in https://github.com/infiniflow/ragflow/pull/18663
fix(deepdoc): propagate spanning-cell bbox so Go emits correct colspan by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18707
fix: publish wiki event when document is deleted by @buua436 in https://github.com/infiniflow/ragflow/pull/18682
fix(agent): surface cancellation terminal state by @T1mn in https://github.com/infiniflow/ragflow/pull/18579
fix(models): pass selected models into verify and catch constructor errors by @ondery in https://github.com/infiniflow/ragflow/pull/17132
feat(bedrock): support API key authentication by @whhe in https://github.com/infiniflow/ragflow/pull/18301
fix: classify .wmf files as VISUAL instead of OTHER by @devYRPauli in https://github.com/infiniflow/ragflow/pull/15822
Refactor: rename prefetch_size to rerank_candidates by @wangq8 in https://github.com/infiniflow/ragflow/pull/18718
fix(wiki): guard generation without compilation config by @libaojiang in https://github.com/infiniflow/ragflow/pull/18695
docs(migration): say which volumes the backup actually covers by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18626
fix(api): make the API-key subject carve-out on POST /messages reachable by @olifarhaan in https://github.com/infiniflow/ragflow/pull/18026
feat(agent): add You.com search tool by @brainsparker in https://github.com/infiniflow/ragflow/pull/18583
fix(rag): keep search queries and page text out of connector logs by @brainsparker in https://github.com/infiniflow/ragflow/pull/18582
fix(admin): display AWS S3 status correctly by @yaoper in https://github.com/infiniflow/ragflow/pull/17300
[Fix] Refined the NLTK data usage directory by @paulhuiseismic in https://github.com/infiniflow/ragflow/pull/17376
fix: substitute UserFillUp tips placeholders literally to avoid re.error by @rsnetworkinginc in https://github.com/infiniflow/ragflow/pull/17321
fix: substitute Message variables literally to avoid re.error on regex escapes by @rsnetworkinginc in https://github.com/infiniflow/ragflow/pull/17319
fix: remove trailing space in human-readable duration labels by @tryeverything24 in https://github.com/infiniflow/ragflow/pull/17317
fix(web): return real navigation state from history.location getter by @tryeverything24 in https://github.com/infiniflow/ragflow/pull/17324
fix(web): ignore IME composition Enter in tag input by @tryeverything24 in https://github.com/infiniflow/ragflow/pull/17322
Fix: show linked knowledge base names instead of IDs when searching in the "Link to knowledge base" dialog by @euvre in https://github.com/infiniflow/ragflow/pull/18581
fix(web): show agent opening statement in embedded floating widget by @euvre in https://github.com/infiniflow/ragflow/pull/18517
fix(bot): align chatbot completion final frame and history persistence with python by @euvre in https://github.com/infiniflow/ragflow/pull/18526
Fix: Add a custom placeholder to SelectWithSearch by @cike8899 in https://github.com/infiniflow/ragflow/pull/18719
Fix: add and use paddleOCR.net model by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/18696
fix(web): keep multi-select options in their declared order while searching by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18672
fix(web): make chat attachment images click-to-zoomable by @euvre in https://github.com/infiniflow/ragflow/pull/18259
fix(web): make overflowing card description tooltips scrollable by @euvre in https://github.com/infiniflow/ragflow/pull/18700
fix(setting-model): stop silently dropping a duplicate-named provider instance by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18722
fix(go): sort provider model instances by creation time by @euvre in https://github.com/infiniflow/ragflow/pull/18684
fix(web): chat settings panel overlapped by chat input on narrow viewports by @euvre in https://github.com/infiniflow/ragflow/pull/18723
Fix: After deleting all compiled entities, returning to this page will show an empty data entry. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18724
fix(web): always show copy button on floating chat widget replies by @euvre in https://github.com/infiniflow/ragflow/pull/18527
fix(router): accept share (beta) token on agent upload and attachment download by @euvre in https://github.com/infiniflow/ragflow/pull/18681
fix(svr): distinguish empty-docs from missing-template in wiki empty-eligibility message by @Harsh23Kashyap in https://github.com/infiniflow/ragflow/pull/18691
fix(common): propagate WebDAV listing errors from _list_files_recursive to avoid prune data loss by @Harsh23Kashyap in https://github.com/infiniflow/ragflow/pull/18694
fix(agent): bound crawler response bodies to 4 MiB by @Lem0nTea2002 in https://github.com/infiniflow/ragflow/pull/18677
fix: support hierarchical Wiki topic navigation by @buua436 in https://github.com/infiniflow/ragflow/pull/18721
Fix email and presentation parsers treating an empty upload as a missing binary by @devYRPauli in https://github.com/infiniflow/ragflow/pull/18712
Go: porting [#18663] by @wangq8 in https://github.com/infiniflow/ragflow/pull/18726
fix: skip empty knowledge compile events by @buua436 in https://github.com/infiniflow/ragflow/pull/18728
Fix: Modify the error message for empty chat responses. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18730
fix(mcp): include dataset name in list_datasets output (#17133) by @Harsh23Kashyap in https://github.com/infiniflow/ragflow/pull/18710
fix(connector): honor configured S3-compatible bucket type by @yijiaquan in https://github.com/infiniflow/ragflow/pull/18576
fix(pdf): colspan assembly loss + TSR geometry comparison diagnostics by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18727
Fix: cross-KB document id collision in data source sync (#18116) by @sarbojitrana in https://github.com/infiniflow/ragflow/pull/18244
Refactor: expose knn top_k and knn num_candidaties by @wangq8 in https://github.com/infiniflow/ragflow/pull/18737
feat(go-syncer): add Azure Blob Storage connector with checkpoint resume by @mkaaad in https://github.com/infiniflow/ragflow/pull/18701
fix(admin): honor DEFAULT_SUPERUSER_EMAIL/PASSWORD env vars in bootstrap by @Taranum01 in https://github.com/infiniflow/ragflow/pull/17674
Fix: After selecting upload, the document is parsed directly, but the parsing progress cannot be seen. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18741
fix(web): fall back a page when the dataset file list empties by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18738
fix(web): require chunk content when creating or editing a chunk by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18739
Fix: Add the chat model to the Python version of the dataset configuration page. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18735
fix(web): keep Firefox chat auto-scroll pinned to the bottom by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18736
fix(agent): prevent path traversal and SSRF in Browser URL file upload by @simpleqt in https://github.com/infiniflow/ragflow/pull/18711
fix(agent): redact internal terminal errors by @T1mn in https://github.com/infiniflow/ragflow/pull/18743
Fix GPUStack model discovery and audio support by @javen-yan in https://github.com/infiniflow/ragflow/pull/18599
Porting [#18737] to go by @wangq8 in https://github.com/infiniflow/ragflow/pull/18745
fix(pdf): restore cross-page table merge wrongly rejected by [#18688] page-absolute Y gate by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18740
Fix total as the total, follow Go by @wangq8 in https://github.com/infiniflow/ragflow/pull/18750
fix(agent): panic and raw error when auto play runs without a default TTS model by @euvre in https://github.com/infiniflow/ragflow/pull/18734
fix(chat): propagate mind map stream failures by @Lem0nTea2002 in https://github.com/infiniflow/ragflow/pull/18733
fix(parser): crop media sections in PDF JSON path, unify Data URI and markdown rendering by @jay77721 in https://github.com/infiniflow/ragflow/pull/18742
fix(deepdoc): harden opendataloader table-cell parsing against bad json by @Yurii214 in https://github.com/infiniflow/ragflow/pull/17316
fix(pdf): strip tiled watermark text from text-layer extraction by @Taranum01 in https://github.com/infiniflow/ragflow/pull/18308
fix(agent): default missing Graph path so stored DSL cannot KeyError by @BetterAndBetterII in https://github.com/infiniflow/ragflow/pull/18753
Fix(go): PaddleOCR -> PaddleOCR.local, PaddleOCR.net -> PaddleOCR by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/18747
fix(chat): deliver uploaded image attachments to vision models in Go chat pipeline by @euvre in https://github.com/infiniflow/ragflow/pull/18708
feat(data_source): add Azure DevOps connector by @erhanaydin in https://github.com/infiniflow/ragflow/pull/18715
fix(memory): align Go semantic valid_at prompt with the Python wording by @anneheartrecord in https://github.com/infiniflow/ragflow/pull/18752
docs(sandbox): describe how the container pool is actually sized by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18625
fix(sandbox): remove the sandbox containers that exist, not a pool-size range by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18629
fix(web): surface dataset navigation tree load failures (closes [#17301]) by @Souravrajvi0 in https://github.com/infiniflow/ragflow/pull/17668
Docs: update 27.0 release notes by @wangq8 in https://github.com/infiniflow/ragflow/pull/18770
fix(parser): clean .eml text output for chunking by @euvre in https://github.com/infiniflow/ragflow/pull/18592
fix(web): agent explore streaming answer leaking into the switched-to session by @euvre in https://github.com/infiniflow/ragflow/pull/18686
fix(web): stop RAGFlow brand block from overlapping embedded share header by @euvre in https://github.com/infiniflow/ragflow/pull/18729
fix(sandbox): sync the sandbox env with the Python version it requires by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18766
docs(api): spell the recommendation endpoint the way the server registers it by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18764
docs(api): document the document-update endpoint as PATCH by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18765
Fix: MinerU model by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/18767
Fix: The recommended chunk size for the token chunker is restricted to integers only. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18786
fix(agent): propagate webhook terminal states by @T1mn in https://github.com/infiniflow/ragflow/pull/18758
fix: allow empty GitHub repositories by @buua436 in https://github.com/infiniflow/ragflow/pull/18776
Fix: find_codec discards confident encoding detection and returns a garbage codec by @devYRPauli in https://github.com/infiniflow/ragflow/pull/15793
fix: inherit document status when inserting chunks by @huang-aoqin in https://github.com/infiniflow/ragflow/pull/18610
fix(naive): route misconfigured MinerU PDFs to by_mineru instead of by_plaintext (#17114) by @Taranum01 in https://github.com/infiniflow/ragflow/pull/18762
refactor(parser): consolidate vision figure enhancement across document formats by @jay77721 in https://github.com/infiniflow/ragflow/pull/18775
fix(parser): support webp in image OCR and correct rune count for VLM gate by @jay77721 in https://github.com/infiniflow/ragflow/pull/18785
fix: the bigquery connector constructs sql queries u... in... by @anupamme in https://github.com/infiniflow/ragflow/pull/17500
fix(opensearch): scope multi-document update to the target knowledge base by @AnnaSuSu in https://github.com/infiniflow/ragflow/pull/17048
fix: accept empty ASR verification results by @buua436 in https://github.com/infiniflow/ragflow/pull/18788
fix(web): cap embed dialog User ID input length and add data-type hint by @euvre in https://github.com/infiniflow/ragflow/pull/18773
fix(model-provider): resolve instances by persisted ID by @6ba3i in https://github.com/infiniflow/ragflow/pull/18792
fix(docker): prevent all foreground entrypoint.sh loops from exiting on non-zero exit by @skbs-eng in https://github.com/infiniflow/ragflow/pull/18545
feat(data-source): add Xquik X search connector by @kriptoburak in https://github.com/infiniflow/ragflow/pull/18714
fix(web): skip canvas autosave of empty nodes/edges by @Souravrajvi0 in https://github.com/infiniflow/ragflow/pull/18783
fix(sdk): filter documents by multiple IDs by @WOLIKIMCHENG in https://github.com/infiniflow/ragflow/pull/18790
fix(web): use a dedicated label for the thinking mode field by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18806
Fix: The chat network search service is allowed to be null. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18791
fix(security): authenticate sandbox executor API and isolate container network by @simpleqt in https://github.com/infiniflow/ragflow/pull/18703
refactor(parser): extract shared parseWithTCADP core from pptx/xls/pdf wrappers by @Taranum01 in https://github.com/infiniflow/ragflow/pull/17671
Fix 0 chunk datasets not show, cause cannot scroll to fetch more datasets by @wangq8 in https://github.com/infiniflow/ragflow/pull/18810
fix(chat): preserve deep-research cancellation after workers finish by @Lem0nTea2002 in https://github.com/infiniflow/ragflow/pull/18692
fix(mineru): Fix MinerU Rendering Stability, Error Visibility, and Code Block Parsing Issues by @Aeovy in https://github.com/infiniflow/ragflow/pull/18617
fix(web): list the agent flow type card first by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18808
Chore: remove knowledge compiler from types and tests by @6ba3i in https://github.com/infiniflow/ragflow/pull/18809
Feat: When there are errors in the chat settings form, clicking the "Save" button automatically scrolls to the location of the error. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18811
Refactor: Add rerank_candidates_count, knn top_k and num_candidates to /api/v1/retrieval by @wangq8 in https://github.com/infiniflow/ragflow/pull/18768
fix(go): drop the removed internal/cache package from run_go_tests.sh by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18819
fix(build): keep the admin server in build.sh's cleanup trap by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18816
fix(tests): let run_tests.py --help exit 0 by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18814
Go: fix context, part3 by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/18821
feat: extract images from xlsx parser by @buua436 in https://github.com/infiniflow/ragflow/pull/18800
fix(pdf): do not cross-page merge tables whose anchor is not at page bottom by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18789
fix(document): reject config edits while document is parsing or scheduled by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18804
fix(parser): align image output_format to json and use per-family defaults (strict) by @jay77721 in https://github.com/infiniflow/ragflow/pull/18802
Better enhance message by @wangq8 in https://github.com/infiniflow/ragflow/pull/18818
fix(graph): use max-wins for PageRank in AnalyzeNHopPaths + correct test fixtures (#15695) by @Taranum01 in https://github.com/infiniflow/ragflow/pull/18784
fix: align cross-language prompt separator with parser by @zhouyuchong in https://github.com/infiniflow/ragflow/pull/18831
docs(configuration): name the ragflow serving-port key http_port by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18825
Fix: An error occurs when accessing the Go version of the wiki page. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18835
Refactor: refine error messages - use %W by @wangq8 in https://github.com/infiniflow/ragflow/pull/18834
fix(pdf): remove unused context import breaking manual test build by @xugangqiang in https://github.com/infiniflow/ragflow/pull/18837
fix(schema-sync): stop reporting BaseModel timestamps as dropped columns by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18824
fix(chunker): keep PDF positions on all cap-split sub-chunks so chunks don't lose their preview images by @euvre in https://github.com/infiniflow/ragflow/pull/18772
fix(examples): wait for the DONE status the API actually returns by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18827
Fix the naive parser treating an empty upload as a missing binary by @devYRPauli in https://github.com/infiniflow/ragflow/pull/18826
Refine entrypoint.sh - tidy code by @wangq8 in https://github.com/infiniflow/ragflow/pull/18838
Fix: On the MCP list page, if the only record on the last page is deleted, the view should navigate to the previous page. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18840
Feat: sync anchor resume by @mkaaad in https://github.com/infiniflow/ragflow/pull/18795
Fix QA Excel parser dropping rows whose answer is a zero value by @devYRPauli in https://github.com/infiniflow/ragflow/pull/17902
Update None to Naive (Follow English) by @wangq8 in https://github.com/infiniflow/ragflow/pull/18848
feat: add Synthorai model provider by @cuihuan in https://github.com/infiniflow/ragflow/pull/18830
Fix OceanBase chunk order field persistence by @zcxGGmu in https://github.com/infiniflow/ragflow/pull/16997
fix: fall back to the real office container format when extension is wrong by @jay77721 in https://github.com/infiniflow/ragflow/pull/18843
Refactor: Translate figure 'Fig.' to Chinese by @wangq8 in https://github.com/infiniflow/ragflow/pull/18852
fix(api): honor dialog system prompt in reasoning-enabled chat by @RahilOp in https://github.com/infiniflow/ragflow/pull/18842
feat(agent): make MCP tool call timeout configurable by @var4dev in https://github.com/infiniflow/ragflow/pull/18016
fix(agent): implement webhook trace polling by @T1mn in https://github.com/infiniflow/ragflow/pull/18815
fix(web): keep typed slider values on the slider's step grid by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18847
fix(dataset): canonicalize naive parser IDs to general by @6ba3i in https://github.com/infiniflow/ragflow/pull/18839
fix(web): cap description length at 512 characters by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18836
Fix: The models for audio and video parsers are required fields. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18851
Fix: remove deprecated mimo-v2-flash by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/18854
fix(web): add missing hover tooltips to dataset data source action buttons by @euvre in https://github.com/infiniflow/ragflow/pull/18812
feat(go-syncer): add OCI Storage connector with resume by @mkaaad in https://github.com/infiniflow/ragflow/pull/18850
test(agent): pin whitespace handling of template ref patterns by @ayam04 in https://github.com/infiniflow/ragflow/pull/18720
fix(web): dataset auto-metadata toggle reverts to off after save by @euvre in https://github.com/infiniflow/ragflow/pull/18813
Fix: When the pipeline-paeser component switches the file type from PDF to image, the default parsing method should be OCR. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18858
fix(web): keep token chunker settings when saving in One mode by @euvre in https://github.com/infiniflow/ragflow/pull/18749
fix(nlp): load term weight resources as UTF-8 by @yzl0ng in https://github.com/infiniflow/ragflow/pull/18467
fix: support .wmf file extension case-insensitively and remove duplicate avi by @Wsp030914 in https://github.com/infiniflow/ragflow/pull/15498
fix(parser): wire per-call VLM model config, harden vision dispatch by @jay77721 in https://github.com/infiniflow/ragflow/pull/18846
Revert "fix(web): file list total count doesn't match displayed rows (#17747)" by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18856
fix(ingestion): run wiki compiler cache-less in canvas debug runs by @euvre in https://github.com/infiniflow/ragflow/pull/18828
fix: reject wiki LLM error responses by @buua436 in https://github.com/infiniflow/ragflow/pull/18857
Fix: parse pdf in chat by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/18860
Fix: hide skills folder in REST API by @wangq8 in https://github.com/infiniflow/ragflow/pull/18859
Fix rerank_candidates_count validation error by @wangq8 in https://github.com/infiniflow/ragflow/pull/18863
fix(metadata-filter): propagate resolved document IDs to retrieval by @6ba3i in https://github.com/infiniflow/ragflow/pull/18865
Fix Go Agents tab ordering to match Python by @6ba3i in https://github.com/infiniflow/ragflow/pull/18845
feat(go-syncer): add S3 and S3 compatible connectors by @mkaaad in https://github.com/infiniflow/ragflow/pull/18861
fix(chunker): proportionally slice PDF positions so sub-chunk previews match text by @jay77721 in https://github.com/infiniflow/ragflow/pull/18864
Fix: No need to validate data that is not in dataset format by @cike8899 in https://github.com/infiniflow/ragflow/pull/18871
Fix: rm default model in create and display builtin model by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/18875
docs: add Chat documents by @Yannnnnnny in https://github.com/infiniflow/ragflow/pull/18870
fix(web): derive provider base_url visibility from the provider catalog by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18866
fix: handle Jina VLM streaming responses by @buua436 in https://github.com/infiniflow/ragflow/pull/18855
fix: map agent rounds to react steps by @buua436 in https://github.com/infiniflow/ragflow/pull/18868
Fix oversized important keywords in OceanBase and SeekDB by @hnwyllmm in https://github.com/infiniflow/ragflow/pull/18872
fix(rag/utils): ensure_v1 must recognize v1beta/v1alpha-style version suffixes by @chuenchen309 in https://github.com/infiniflow/ragflow/pull/16916
fix: honor generation parameter enable flags by @buua436 in https://github.com/infiniflow/ragflow/pull/18880
fix: support SeekDB vector score extraction by @kic635 in https://github.com/infiniflow/ragflow/pull/18874
Refactor: add page_size support by @wangq8 in https://github.com/infiniflow/ragflow/pull/18876
Fix: add Separator component and restore GlobalIndexModelItem in NaiveConfiguration by @cike8899 in https://github.com/infiniflow/ragflow/pull/18882
fix(api): derive SQL retrieval tenant from dataset owner, not chat tenant by @ChendongPang in https://github.com/infiniflow/ragflow/pull/18518
fix(web): stop the field label from opening the MultiSelect popover by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18922
Fix: reorder components in NaiveConfiguration for better structure by @cike8899 in https://github.com/infiniflow/ragflow/pull/18924
Fix: Switching the file type of the parser operator caused the corresponding parse method to fail to switch. by @cike8899 in https://github.com/infiniflow/ragflow/pull/18931
Fix: respect IME composition state on Enter key send by @iwasaki1112 in https://github.com/infiniflow/ragflow/pull/16922
fix(build): pass GOPROXY to the ragflow-cli go build by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18925
feat(go-connector): add Box connector by @mkaaad in https://github.com/infiniflow/ragflow/pull/18934
fix(web): stop the field label from toggling the Switch by @dcc123456 in https://github.com/infiniflow/ragflow/pull/18945
fix(dataset): rebuild the navigation tree in the dataset owner index by @marmar9615-cloud in https://github.com/infiniflow/ragflow/pull/18932
Docs: Update version references to v0.27.1 in READMEs and docs by @asiroliu in https://github.com/infiniflow/ragflow/pull/18849
Docs: 0.27.1 release notes by @wangq8 in https://github.com/infiniflow/ragflow/pull/18879