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README.md	2026-06-11	48.0 kB	0
v0.26.0 source code.tar.gz	2026-06-11	47.6 MB	1
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Totals: 3 Items		97.5 MB	2

Summary

New features

Model providers
Implements auto-populated model lists for multiple providers, eliminating the need to type model names manually. This feature currently supports: Ollama, OpenRouter, vLLM, OpenAI-API-Compatible, LM-Studio, VolcEngine, Xinference, LocalAI, BaiduYiyan, GPUStack, and Fish Audio.
Allows configuring multiple API keys for the same model provider. #14595
Dynamically populates model selection dropdowns in the UI by fetching the currently available models directly from remote model providers. #15711
Data source connectors: Implements new data source connectors for Outlook, OneDrive, Microsoft Teams, Slack, SharePoint, Salesforce, and Azure Blob Storage. #[15333](https://github.com/infiniflow/ragflow/pull/15333)[#15330](https://github.com/infiniflow/ragflow/pull/15330)[#15332](https://github.com/infiniflow/ragflow/pull/15332)[#15188](https://github.com/infiniflow/ragflow/pull/15188)[#15190](https://github.com/infiniflow/ragflow/pull/15190)[#15462](https://github.com/infiniflow/ragflow/pull/15462)[#15466](https://github.com/15333 #15330 #15332 #15188 #15190 #15462 /issues/15466)
Dataset - Implements a checkpoint and resume feature for community extraction and entity resolution, the most expensive and time-consuming parts of the GraphRAG indexing pipeline. #[15518](https://github.com/infiniflow/ragflow/issues/15518)[#15523](https://github.com/15518 /issues/15523)

Improvements

Removes <think> text buffering to ensure reasoning-capable models feel faster and more transparent during interactions. #15891
Marks MySQL migrations as applied. #15504

Model Support

Four new SiliconFlow models #15383
MiniMax-M3 model #15513
Latest Anthropic models #15516
Voyage 4 model family #15516
Cohere model list. #15576

i18n

Completes Korean translation. #15863
Completes Italian translation. #15729

Bug fixes

The thinking mode of MiniMax models was not correctly enabled. #15496
Infinite loops were triggered when the thinking mode was enabled for Qwen3.5 and Qwen3.6 models. #15101
Streamed answers were being duplicated when using the OpenAI-compatible chat completions API endpoint. #[15286](https://github.com/infiniflow/ragflow/issues/15286)[#15443](https://github.com/15286 /issues/15443)
Serialization errors were caused during chat completions when invalid numeric scores like NaN (Not-a-Number) or Inf (Infinity) were passed to the JSON encoder. #[15245](https://github.com/infiniflow/ragflow/issues/15245)[#15266](https://github.com/15245 /issues/15266)
Chat completions using LiteLLM providers were failing because unrecognized internal configuration parameters were not being filtered out before reaching the external APIs. #[15427](https://github.com/infiniflow/ragflow/issues/15427)[#15432](https://github.com/15427 /issues/15432)
The OpenAI-compatible chat completions API was defaulting to streamed responses. #[15356](https://github.com/infiniflow/ragflow/issues/15356)[#15394](https://github.com/15356 /issues/15394)
Empty AND results were incorrectly dropped during metadata filtering. #15477
Repetitive page chrome, such as headers and footers, was incorrectly extracted as main text by the MinerU parser. #[15335](https://github.com/infiniflow/ragflow/issues/15335)[#15387](https://github.com/15335 /issues/15387)
English chart titles were missing during document extraction in the DeepDoc module. #15481
Empty outputs were returned by the TitleChunker for json and chunks upstream formats #[14247](https://github.com/infiniflow/ragflow/pull/14247)[#15396](https://github.com/14247 /issues/15396)
An error message was missing when a .tsv file upload attempt failed. #15284
API tokens missing beta values caused token retrieval errors. #15405
Caps the maximum page size to fix system crashes or slowdowns from large queries. #15292
Client errors were caused by the OpenAI-compatible chat completion API incorrectly defaulting to streamed responses. #[15356](https://github.com/infiniflow/ragflow/issues/15356)[#15394](https://github.com/15356 /issues/15394)
HTTP 500 internal server errors were triggered instead of standard 4xx client errors when users attempted to download missing files from the storage backend. #[15369](https://github.com/infiniflow/ragflow/issues/15369)[#15371](https://github.com/15369 /issues/15371)
GraphRAG entity ranking was broken. #[15795](https://github.com/infiniflow/ragflow/issues/15795)[#15797](https://github.com/15795 /issues/15797)

What's Changed

Fix: The Creativity parameter of chat was not saved. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15243
Feat: add new tests and tescases for restful api suite by @6ba3i in https://github.com/infiniflow/ragflow/pull/15277
fix(go-models): add VolcEngine model listing suffix by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15234
go: add Qiniu model provider by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15280
feat: add GiteeAI provider support to Go API server by @Helios531 in https://github.com/infiniflow/ragflow/pull/15131
Go: implement Rerank in Replicate driver by @sxxtony in https://github.com/infiniflow/ragflow/pull/15278
Go: implement connector get API by @tmimmanuel in https://github.com/infiniflow/ragflow/pull/15259
Go: implement TTS and ASR for X.AI by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15247
fix(go-models): validate TokenHub chat requests by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15283
Fix: Uploading TSV format documents to the knowledge base did not generate any error messages. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15284
feat[Go]: implement create_connector API by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15285
Fix: ExeSQL node continues on per-statement SQL errors by @nickmopen in https://github.com/infiniflow/ragflow/pull/15140
Docs: Updated converse with agent API reference. by @writinwaters in https://github.com/infiniflow/ragflow/pull/15257
Docs: Finalized v0.25.6 release notes. by @writinwaters in https://github.com/infiniflow/ragflow/pull/15305
Refactor: Task Executor by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15154
go: add PATCH /api/v1/users/me user settings update by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15297
Feat: add new tests and tescases for restful api suite by @6ba3i in https://github.com/infiniflow/ragflow/pull/15299
Feature: Allow page_size max value 100 by @wangq8 in https://github.com/infiniflow/ragflow/pull/15292
feat: implement SharePoint data source connector by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15190
Go: implement system healthz API by @tmimmanuel in https://github.com/infiniflow/ragflow/pull/15307
fix: include user model settings in /user/me response by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15320
fix(go-models): harden 302.AI driver requests by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15289
Fix: Clustering method echo error by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15322
feat: implement Slack data source connector by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15188
Update developer doc by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15336
feat: add Go MCP server create API by @Helios531 in https://github.com/infiniflow/ragflow/pull/15260
feat[Go]: implement delete/ rebuild/ listlog api for connector by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15300
fix(go-models): harden LongCat default transport handling by @glorydavid03023 in https://github.com/infiniflow/ragflow/pull/15340
fix(go-models): harden Voyage default transport handling by @glorydavid03023 in https://github.com/infiniflow/ragflow/pull/15341
feat: implement Microsoft Teams data source connector by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15193
feat(go-api): implement connector (data source) management endpoints by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15274
feat(go-api): implement GET /api/v1/agents list endpoint (issue [#15328]) by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15329
fix(go-models): harden ModelScope default transport handling by @glorydavid03023 in https://github.com/infiniflow/ragflow/pull/15339
Fix(kb): enforce tenant authorization on UpdateMetadataSetting (#15268) by @nickmopen in https://github.com/infiniflow/ragflow/pull/15270
fix(go-models): harden JieKouAI driver requests by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15337
feat[Go]: implement /api/v1/system/status GET by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15348
feat(go-api): implement tenant member management (issue [#15294]) by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15295
fix: validate custom model inputs by @bitloi in https://github.com/infiniflow/ragflow/pull/15200
fix(go-models): harden Novita default transport handling by @glorydavid03023 in https://github.com/infiniflow/ragflow/pull/15350
Feat: tenant llm provider by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/14595
Fix: default OpenAI chat completions to non-stream by @buua436 in https://github.com/infiniflow/ragflow/pull/15394
feat(connector): implement OneDrive data source connector (issue [#15330]) by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15331
feat: add 4 new models for siliconflow by @leslie2046 in https://github.com/infiniflow/ragflow/pull/15383
Fix user registration initialization in Go API by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15349
feat: add Go MCP server delete API by @Helios531 in https://github.com/infiniflow/ragflow/pull/15262
fix: persist logout access token invalidation by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15397
feat[Go]: implement /system/stats and refactor /system/config/log by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15407
fix(go): resolve custom base_url for empty default region by @bitloi in https://github.com/infiniflow/ragflow/pull/15043
fix(metadata): preserve empty AND results across filter conditions by @monsterdavidliu-ux in https://github.com/infiniflow/ragflow/pull/15386
fix(go-models): raise SSE scanner buffer so large stream chunks are not dropped by @Dexterity104 in https://github.com/infiniflow/ragflow/pull/15382
Validate chunk image_base64 before doc-store write by @kiannidev in https://github.com/infiniflow/ragflow/pull/15364
Fix: JWT algorithm-confusion in OIDC ID token verification by @galuis116 in https://github.com/infiniflow/ragflow/pull/15181
fix(go-models): harden Hunyuan embedding validation by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15249
fix: backfill missing api token beta values by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15405
File addition .rooignore by @Attili-sys in https://github.com/infiniflow/ragflow/pull/15414
fix: upgrade crawl4ai to 0.8.0 (CVE-2026-26217) by @orbisai0security in https://github.com/infiniflow/ragflow/pull/15415
fix(api): move dify retrieval health check to /dify/retrieval/health by @jony376 in https://github.com/infiniflow/ragflow/pull/15311
fix(opensearch): implement get_scores for KNN second-pass scoring by @ef-rintaro in https://github.com/infiniflow/ragflow/pull/15390
fix(opensearch): repair document-metadata path broken by [#14577] by @ef-rintaro in https://github.com/infiniflow/ragflow/pull/15393
feat(connector): implement Outlook data source connector (issue [#15332]) by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15333
Fix: If the filename is too long, it overflows the confirmation box for deleting the file. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15287
Fix memory empty issue by @wangq8 in https://github.com/infiniflow/ragflow/pull/15411
Feat: add new tests and tescases for restful api suite by @6ba3i in https://github.com/infiniflow/ragflow/pull/15347
feat[Go] implement api/v1/thumbnails API by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15416
Go: implement Embed in GPUStack driver by @glorydavid03023 in https://github.com/infiniflow/ragflow/pull/15182
Go: implement dataset ingestion log APIs by @sxxtony in https://github.com/infiniflow/ragflow/pull/15421
GraphRAG - NER - spacy - fix spacy extraction by @wangq8 in https://github.com/infiniflow/ragflow/pull/14783
Fix: Unable to create dataset by @cike8899 in https://github.com/infiniflow/ragflow/pull/15472
fix: restore TitleChunker output for json/chunks upstream formats by @euvre in https://github.com/infiniflow/ragflow/pull/15396
Fix: The newly added model did not appear in the drop-down menu. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15476
Return 4xx when file download storage blob is missing by @kiannidev in https://github.com/infiniflow/ragflow/pull/15371
Infer Content-Type for document image endpoint by @kiannidev in https://github.com/infiniflow/ragflow/pull/15368
Bug fix: Enhance embeding model to give better error message by @wangq8 in https://github.com/infiniflow/ragflow/pull/15346
fix(deepdoc): add English caption patterns to fix missing figure/table numbering by @euvre in https://github.com/infiniflow/ragflow/pull/15481
fix(go-models): apply custom Google base URLs by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15385
fix(mineru): skip page chrome blocks to prevent duplicate chunks by @monsterdavidliu-ux in https://github.com/infiniflow/ragflow/pull/15387
Docs: Added a guide on how to ingest an RSS feed. by @writinwaters in https://github.com/infiniflow/ragflow/pull/15467
docs: add Tigris as S3-compatible storage backend, fix s3 region field name by @davidmyriel in https://github.com/infiniflow/ragflow/pull/15361
feat: add Go MCP server list API by @Helios531 in https://github.com/infiniflow/ragflow/pull/15253
feat(go-api): implement password-reset flow (issue [#15282]) by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15293
Fix:empty chat model fallback by @buua436 in https://github.com/infiniflow/ragflow/pull/15477
fix(llm): strip non-generation keys from gen_conf for LiteLLM providers (#15427) by @nickmopen in https://github.com/infiniflow/ragflow/pull/15432
fix(chat): sanitize NaN/Inf scores before serializing chat completions (#15245) by @Rene0422 in https://github.com/infiniflow/ragflow/pull/15266
Fix auto metadata type issue by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15338
fix(api): handle array message content on OpenAI chat completions by @glorysr1209-png in https://github.com/infiniflow/ragflow/pull/15359
fix(migration): parameterize tenant_model_provider inserts in mysql_migration by @jony376 in https://github.com/infiniflow/ragflow/pull/15313
fix(rag): id2image parsing for hyphenated storage object keys (#15117) by @kiannidev in https://github.com/infiniflow/ragflow/pull/15118
fix(api): document image_id parsing for hyphenated thumbnail keys (#15115) by @kiannidev in https://github.com/infiniflow/ragflow/pull/15116
Add Bulk action for linking Multiple Files to Datasets by @Letssharearow in https://github.com/infiniflow/ragflow/pull/14960
Fix: migrate legacy model id configs by @buua436 in https://github.com/infiniflow/ragflow/pull/15495
fix(api): stop duplicating answer in openai-compatible chat completions stream (#15286) by @nickmopen in https://github.com/infiniflow/ragflow/pull/15443
Fix: disable thinking to avoid potential infinite loops in Qwen3.5/Qwen3.6 models by @Aeovy in https://github.com/infiniflow/ragflow/pull/15101
fix: rewrite enable thinking mode for minimax by @Dimon0000000 in https://github.com/infiniflow/ragflow/pull/15496
fix(go-models): remove duplicate roundTripperFunc from novita_test.go by @dripsmvcp in https://github.com/infiniflow/ragflow/pull/15492
feat[Go] implement /api/v1/datasets/<dataset_id>/metadata/config by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15493
Fix: model-provider bugs by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15460
fix: post /api/v1/system/tokens by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15410
fix(go-models): harden N1N default transport handling by @glorydavid03023 in https://github.com/infiniflow/ragflow/pull/15351
Feat: mark mysql migrations as applied by @buua436 in https://github.com/infiniflow/ragflow/pull/15504
fix(go-models): use per call context timeouts so long streaming responses are not truncated by @Dexterity104 in https://github.com/infiniflow/ragflow/pull/15380
feat: add Go MCP server update API by @Helios531 in https://github.com/infiniflow/ragflow/pull/15261
Feature: Add MiniMax M3 by @wangq8 in https://github.com/infiniflow/ragflow/pull/15513
Feature: Add the new anthropic and voyage models by @wangq8 in https://github.com/infiniflow/ragflow/pull/15516
Fix: model provider by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15517
feat[Go] implement check connection by using apikey and region by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15475
feat[Go]: implement /api/v1/connectors/<connector_id> PATCH by @Dimon0000000 in https://github.com/infiniflow/ragflow/pull/15512
GOCli check provider region by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15474
Fix: model provider orders by @wangq8 in https://github.com/infiniflow/ragflow/pull/15524
[Fix] naive: force-merge short markdown headers to prevent separate chunks by @VictorECDSA in https://github.com/infiniflow/ragflow/pull/15488
Guard missing storage blobs on preview and image endpoints by @kiannidev in https://github.com/infiniflow/ragflow/pull/15366
Fix: Chat completion generation parameter overrides by @bitloi in https://github.com/infiniflow/ragflow/pull/15389
Refa: refine mysql migration version workflow by @buua436 in https://github.com/infiniflow/ragflow/pull/15549
Fix: Model provider add verify and fixed form in modal not resetting issue by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15520
Go: fix gitee balance api by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15554
Go: refactor provider code by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15564
Feat: display intl url for siliconflow and verify model provider without llms in json by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15550
Fix: agent template smart_customer_service_specialist.json by @buua436 in https://github.com/infiniflow/ragflow/pull/15565
feat[Go]: implement add multi_models by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15563
Chore: update cohere models by @6ba3i in https://github.com/infiniflow/ragflow/pull/15576
Fix: Switching pagesize on a chunk page did not reset the current page. by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15401
Fix: no more @token_required by @wangq8 in https://github.com/infiniflow/ragflow/pull/15562
Go: refactor model provider by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15568
refactor: overhaul task executor with layered architecture and comprehensive test suite by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15471
Remove unused codes by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15579
fix(api): guard document rename when linked file row is missing by @bohdansolovie in https://github.com/infiniflow/ragflow/pull/15536
refactor(go-models): add unsupported model driver defaults by @bitloi in https://github.com/infiniflow/ragflow/pull/15431
Fix: consolidate beta auth by @wangq8 in https://github.com/infiniflow/ragflow/pull/15581
feat[Go] implement /connectors/google/oauth by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15584
feat: migrate DELETE /api/v1/datasets/:dataset_id/documents to Go by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15577
fix: show default embedding model when provider is not yet registered by @euvre in https://github.com/infiniflow/ragflow/pull/15511
fix(api): restore DocumentService.accessible check on /preview by @dripsmvcp in https://github.com/infiniflow/ragflow/pull/15508
fix(api): restore accessible check on document preview by @kiannidev in https://github.com/infiniflow/ragflow/pull/15505
Fix: think stream tail handling by @buua436 in https://github.com/infiniflow/ragflow/pull/15582
Fix: search bot and verify model instance by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15588
Fix: remove duplicate document preview access check by @buua436 in https://github.com/infiniflow/ragflow/pull/15625
Fix: markdown fenced code block extraction by @bitloi in https://github.com/infiniflow/ragflow/pull/15630
fix: fall back from empty Docling native chunks by @he-yufeng in https://github.com/infiniflow/ragflow/pull/15601
feat: migrate POST /api/v1/datasets/<dataset_id>/documents/stop to Go by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15597
feat: implement GET /api/v1/agents/<agent_id>/versions API by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15629
Fix: model provider by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15634
feat: implement POST /api/v1/agents/<agent_id>/upload API by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15633
fix: pass search id to searchbots ask by @buua436 in https://github.com/infiniflow/ragflow/pull/15646
Refactor[Go Model Provider]: refactor baseURL and modelConfig by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15627
fix: duplicate document ingest guard by @buua436 in https://github.com/infiniflow/ragflow/pull/15638
feat: implement GET /api/v1/agents/<agent_id>/versions/<version_id> API by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15640
feat: implement POST /api/v1/searchbots/related_questions API by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15639
feat: migrate meta_filter and convert_conditions to Go by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15648
fix: add nil guard to DocumentDAO.GetByIDs and add tests by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15649
feat(connectors): add Azure Blob Storage data source connector by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15466
refactor: change GetFlattedMetaByKBs return type to common.MetaData by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15656
feat: add ResolveReferenceMetadata utility function by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15663
fix(docker): mount tmpfs on es01 /tmp for entrypoint permissions by @whhe in https://github.com/infiniflow/ragflow/pull/15655
Fix: volc engine and other json key factories by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15653
fix(api): set SDK document download Content-Type from filename (#15112) by @kiannidev in https://github.com/infiniflow/ragflow/pull/15113
feat: add KG scoring utilities by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15666
feat: add QueryRewrite prompt builder and response parser by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15669
feat[Go]: implement GET /agents/templates (issue [#15240]) by @dripsmvcp in https://github.com/infiniflow/ragflow/pull/15573
Fix: preserve markdown tables during delimiter extraction by @bitloi in https://github.com/infiniflow/ragflow/pull/15632
Refactor: consolidate to use @login_required by @wangq8 in https://github.com/infiniflow/ragflow/pull/15652
feat: support SelectFields override in DocEngine for KG-specific queries by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15684
feat: add EnrichChunksWithDocMetadata function to attach document metadata to chunks by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15659
fix: restore case-insensitive contains/not contains/not in and consolidate metadata filter pipeline by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15686
fix: prevent duplicated post-think text by @buua436 in https://github.com/infiniflow/ragflow/pull/15651
feat[Go]: implement Agent/Workflow PUT /api/v1/agents/<canvas_id>/tags by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15641
feat: add KG entity/relation/community search functions by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15689
feat(connectors): add Salesforce CRM data source connector by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15462
feat(go-api): implement MCP server management endpoints by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15281
Go: implement Bedrock embeddings by @tmimmanuel in https://github.com/infiniflow/ragflow/pull/15543
fix: Update Dockerfile and release workflow to use GitHub mirror instead of Gitee by @asiroliu in https://github.com/infiniflow/ragflow/pull/15700
fix(agent): skip empty switch conditions by @he-yufeng in https://github.com/infiniflow/ragflow/pull/15691
Revert "fix(api): authorize owner_ids for list chats and search apps (#14775) by @wangq8 in https://github.com/infiniflow/ragflow/pull/15698
Revert "fix: duplicate document ingest guard" by @wangq8 in https://github.com/infiniflow/ragflow/pull/15707
feat: add KGSearchRetrieval for full KG pipeline (N-hop, scoring, query_rewrite, community) by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15690
Fix: When adding a chat in the main interface, a warning will automatically pop up by @cike8899 in https://github.com/infiniflow/ragflow/pull/15685
feat(go-cli): support batch model add/remove and optional embedding dimension by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15631
feat: Dify-compatible retrieval API endpoint by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15704
fix(onedrive): normalize folder_path for Graph delta URL by @kiannidev in https://github.com/infiniflow/ragflow/pull/15503
Feat: get model list from remote by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15711
fix(go-api): sync document handler interface and enforce preview acce… by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15688
Refine handling of POST /api/v1/datasets/search in GO by @qinling0210 in https://github.com/infiniflow/ragflow/pull/15583
fix(retrieval): keep rerank window aligned to page_size for deep pagination by @cleanjunc in https://github.com/infiniflow/ragflow/pull/15434
feat[Go]: implement GET /plugin/tools (issue [#15240]) by @dripsmvcp in https://github.com/infiniflow/ragflow/pull/15570
fix(rerank): normalize reranker scores onto a single scale before hybrid blend by @cleanjunc in https://github.com/infiniflow/ragflow/pull/15429
Go: implement Xiaomi chat provider by @tmimmanuel in https://github.com/infiniflow/ragflow/pull/15626
fix(go-models): increase JieKouAI SSE scanner buffer by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15737
fix: normalize reasoning model families by @bitloi in https://github.com/infiniflow/ragflow/pull/15612
Fix: The time zone is not displayed on the personal profile page. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15759
feat: add placeholder model metas by @buua436 in https://github.com/infiniflow/ragflow/pull/15753
Update Rerank logic in GO by @qinling0210 in https://github.com/infiniflow/ragflow/pull/15755
fix: normalize agent session chunks by @buua436 in https://github.com/infiniflow/ragflow/pull/15756
Fix: The embedded website floating component on the agent page does not display citations. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15767
feat: implement POST /api/v1/searchbots/retrieval_test by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15710
fix(opensearch): keep the BM25 leg in hybrid search by @mateidanut in https://github.com/infiniflow/ragflow/pull/15760
feat[Go]: implement /api/v1/agents/<agent_id>/sessions by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15705
Fix : Ci fail for infinity on level p3 by @6ba3i in https://github.com/infiniflow/ragflow/pull/15757
Addd OpenRouter OpenAI API compatible list models by @wangq8 in https://github.com/infiniflow/ragflow/pull/15764
feat: Unify the 'Add Model Provider' modal by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15768
fix: refine think stream parsing by @buua436 in https://github.com/infiniflow/ragflow/pull/15745
feat: implement FetchChunkVectors for citation vector hydration by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15749
Fix: Model provider bugs by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15770
fix(nlp): tokenize content_tks by whitespace in FulltextQueryer.paragraph by @seekmistar01 in https://github.com/infiniflow/ragflow/pull/15721
Fix: Excel parser emits a spurious header-only chunk at exact chunk_rows multiples by @devYRPauli in https://github.com/infiniflow/ragflow/pull/15490
fix(opensearch): keep "id" in _source on insert so document metadata isn't empty by @ef-rintaro in https://github.com/infiniflow/ragflow/pull/15473
feat(web): show provider count on each model-type filter tag by @sunlight7777777 in https://github.com/infiniflow/ragflow/pull/15444
i18n(it): complete Italian translation (49% → 100%) by @gaulin-ai in https://github.com/infiniflow/ragflow/pull/15729
fix(browser): show resolved variables in workflow run log input by @huang-aoqin in https://github.com/infiniflow/ragflow/pull/15325
feat: add ModelMeta implementations for Xinference, LocalAI, BaiduYiyan, and Tencent Cloud by @euvre in https://github.com/infiniflow/ragflow/pull/15752
fix: support auto mode in table parser document metadata aggregation by @euvre in https://github.com/infiniflow/ragflow/pull/15780
fix: Resolve error when checking pipeline parsing result by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15778
Fix: Add a waiting status to the messages on the chat page. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15773
fix: await lmstudio embedding verification by @buua436 in https://github.com/infiniflow/ragflow/pull/15772
Fix OpenRouter key JSONDecodeError by @wangq8 in https://github.com/infiniflow/ragflow/pull/15776
fix(go-models): fix Moonshot model and balance requests by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15528
Go: implement ASR and TTS for xiaomi by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15765
fix(go-models): validate URL suffix config keys by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15734
fix(go-models): fix MiniMax driver requests by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15527
fix(go-models): normalize Qwen reasoning families by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15735
Delete not supported model providers list by @wangq8 in https://github.com/infiniflow/ragflow/pull/15783
feat(ci): enable go test in CI pipeline by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15750
Feat: model list by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15774
Fix: is_english() returns False for any list argument (broken language detection) by @devYRPauli in https://github.com/infiniflow/ragflow/pull/15489
fix: guard http.DefaultTransport type assertion in xiaomi for Go 1.25 by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15787
Go: new CLI command, list all models and show model by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15786
fix(api): guard missing row in SearchService.get_detail by @dearsishs in https://github.com/infiniflow/ragflow/pull/15622
fix(api): await asyncio.wait_for in verify_api_key embedding branch by @dearsishs in https://github.com/infiniflow/ragflow/pull/15620
Fix: Add bge as embedding by @wangq8 in https://github.com/infiniflow/ragflow/pull/15784
Fix: OceanBase tenant startup drift and docs by @6ba3i in https://github.com/infiniflow/ragflow/pull/15829
Fix empty response set not take effect by @wangq8 in https://github.com/infiniflow/ragflow/pull/15824
fix: resolve issue where some models do not use modelInfo parameter by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15830
Fix: list intl Tongyi-Qianwen base_url by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15831
Go: refactor CLI by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15728
feat: Implement checkpoint/resume support for GraphRAG community extraction and entity resolution by @jonathanchang31 in https://github.com/infiniflow/ragflow/pull/15523
Fix: An error message appears when accessing the agent's launch page: "pagesize exceeds maximum value". by @cike8899 in https://github.com/infiniflow/ragflow/pull/15835
Clean CLI for filesystem by @yingfeng in https://github.com/infiniflow/ragflow/pull/15838
feat(api): implement GET /api/v1/agents/prompts endpoint in Go by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15748
fix: propagate memory tenant id in task collect by @buua436 in https://github.com/infiniflow/ragflow/pull/15837
fix: Remove trailing comma in CREATE TABLE tenant_model SQL (#15832) by @Dr1985 in https://github.com/infiniflow/ragflow/pull/15836
Go CLI: update list supported models by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15845
fix: force image parser json output by @buua436 in https://github.com/infiniflow/ragflow/pull/15847
fix: BaiduYiyan API key validation fails in set_api_key by @euvre in https://github.com/infiniflow/ragflow/pull/15828
Fix: model list by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15839
Fix: MinerU cannot be added by @wangq8 in https://github.com/infiniflow/ragflow/pull/15841
fix: prevent None values in auto-metadata from causing KeyError by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15842
Fix VLLM cannot add without /v1 by @wangq8 in https://github.com/infiniflow/ragflow/pull/15851
feat: support custom editing for model list by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15855
fix(models): guard unsafe index access in Google and Ollama drivers by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15819
feat(go-api): Add GET dataset metadata summary API by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15843
fix(go): guard four nil-pointer dereferences causing runtime panics by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15815
Fix: The variables in the Visual Input File of the agent operator are not displayed. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15856
fix(elasticsearch): complete Go result functions by @JSONbored in https://github.com/infiniflow/ragflow/pull/15148
Fix: restore GraphRAG entity ranking by indexing pagerank and n-hop paths by @cleanjunc in https://github.com/infiniflow/ragflow/pull/15797
fix(ci): re-enable Go tests and fix compilation errors after ListModels signature change by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15862
Fix wrong unit test path by @yingfeng in https://github.com/infiniflow/ragflow/pull/15864
feat: implement POST /api/v1/searchbots/ask — streaming RAG with citations and think-tag processing by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15825
feat[Go]: implement /api/v1/agents/<agent_id> and test_db_connection by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15771
feat[Go]: api datasets/<dataset_id>/documents/<document_id>/metadata/… by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15846
Docs: Supported model providers and URLs updated by @writinwaters in https://github.com/infiniflow/ragflow/pull/15866
Go CLI: switch to admin/api server by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15861
feat(go-api): add RAG retrieval to chat completions by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15739
Enhancement: slim Docker image, add .dockerignore, fix Go binary shipping by @6ba3i in https://github.com/infiniflow/ragflow/pull/15880
Fix paddle ocr cannot add by @wangq8 in https://github.com/infiniflow/ragflow/pull/15858
fix: handle qwen rerank error response by @buua436 in https://github.com/infiniflow/ragflow/pull/15881
feat(go): Add DeepSeek models and Gitee alias metadata tests by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15885
Fix: Fix some model provider-related UI issues by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15884
Fix: tenant_model migrate by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15886
fix: rename ark_api_key to api_key for volcengine provider config by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15896
Fix add OpenRouter base_url, UI need to select at least one model to verify by @wangq8 in https://github.com/infiniflow/ragflow/pull/15894
Fix: model list by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15860
feat: support multi-type factory models by @buua436 in https://github.com/infiniflow/ragflow/pull/15893
Fix: cohere call failing by @6ba3i in https://github.com/infiniflow/ragflow/pull/15899
Go: refactor CLI by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15898
feat(go-api): migrate agent file download handler to Go with strict P… by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15769
feat[Go]: implement POST /api/v1/files/link-to-datasets by @hunnyboy1217 in https://github.com/infiniflow/ragflow/pull/15674
Fix no need to put inactive models to bottom by @wangq8 in https://github.com/infiniflow/ragflow/pull/15903
fix: remove think text buffering for real-time reasoning stream by @shaoqing404 in https://github.com/infiniflow/ragflow/pull/15891
Fix cannot add bedrock by @wangq8 in https://github.com/infiniflow/ragflow/pull/15904
Fix: model list by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15905
fix: strip Ollama-style tag suffix from LocalAI model names by @xugangqiang in https://github.com/infiniflow/ragflow/pull/15908
fix: route visual agent calls to image model by @buua436 in https://github.com/infiniflow/ragflow/pull/15906
Fix: The dataset retrieval test returned an incorrect total number. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15901
Fix: add thin scrollbar styling for x-spreadsheet component by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15912
Fix cannot add fish audio by @wangq8 in https://github.com/infiniflow/ragflow/pull/15913
Fix: add image2text/speech2text/ocr support by @dcc123456 in https://github.com/infiniflow/ragflow/pull/15915
fix(go): Fix case-insensitive model alias lookup by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15911
feat(go): Update Qwen models in all_models.json by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15910
Go: fix test and remove unused code by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15909
feat: Implement API of ragflow server in Go by @jonathanchang31 in https://github.com/infiniflow/ragflow/pull/15256
feat(go-api): port forgot-password flow to Go (#15282) by @Rene0422 in https://github.com/infiniflow/ragflow/pull/15290
Fix: model list by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15914
Fix multiple tags by @wangq8 in https://github.com/infiniflow/ragflow/pull/15931
fix(deps): exclude litellm 1.82.6 (internal ImportError) — [#15916] by @Rene0422 in https://github.com/infiniflow/ragflow/pull/15920
fix: allow zero message history window and clear history for new sessions (#15897) by @zaviermeekz-cpu in https://github.com/infiniflow/ragflow/pull/15902
fix(sync): tolerate list inputs for Discord server_ids / channels (#15790) by @Rene0422 in https://github.com/infiniflow/ragflow/pull/15809
fix(go-models): guard nil pointers in DeepSeek and VolcEngine streaming by @JPette1783 in https://github.com/infiniflow/ragflow/pull/15817
Go: Refactor list-models func by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15900
Go: add parse and chunk command by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15936
Fix Agent chat Minimax content in thinking by @wangq8 in https://github.com/infiniflow/ragflow/pull/15937
Fix: The regular expression configuration for pipeline header-based chunking will be reset. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15935
fix: add model_name to embed completion request (#15883) by @zaviermeekz-cpu in https://github.com/infiniflow/ragflow/pull/15888
fix(es): downgrade LLM-generated invalid SQL to WARNING in ES sql() (#15409) by @Rene0422 in https://github.com/infiniflow/ragflow/pull/15709
fix: replicate model provider by @6ba3i in https://github.com/infiniflow/ragflow/pull/15933
fix(api): guard dataset delete when File2Document row is missing by @bohdansolovie in https://github.com/infiniflow/ragflow/pull/15533
fix(preview): authenticate markdown document preview requests by @monsterdavidliu-ux in https://github.com/infiniflow/ragflow/pull/15589
fix(db): drop Peewee-auto-named unique index on tenant_model_instance (#15699) by @Rene0422 in https://github.com/infiniflow/ragflow/pull/15879
fix(connectors): enforce WebDAV numeric string size limits by @oktofeesh1 in https://github.com/infiniflow/ragflow/pull/15731
fix(api): POST /documents/stop removes partial chunks and resets counters by @kiannidev in https://github.com/infiniflow/ragflow/pull/15789
fix(dialog): guard async_ask() against empty or invalid kb_ids by @bohdansolovie in https://github.com/infiniflow/ragflow/pull/15530
fix: tolerate raw api_key string in AzureEmbed and AzureGptV4 init by @jaso0n0818 in https://github.com/infiniflow/ragflow/pull/15877
fix: guard docStoreConn.delete with index_exist in parse and stop_parsing by @jaso0n0818 in https://github.com/infiniflow/ragflow/pull/15876
Fix: Remove the pagination from the search and retrieval pages. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15942
i18n(ko): add Korean (한국어) translation by @yooxdb in https://github.com/infiniflow/ragflow/pull/15863
fix: propagate max_tokens from model config to downstream consumers by @shaoqing404 in https://github.com/infiniflow/ragflow/pull/15945
Fix: get is_tools from model record by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/15946
feat(go): Add embedding dimension metadata and validation by @Hz-186 in https://github.com/infiniflow/ragflow/pull/15939
Fix: Search mindmap not working by @wangq8 in https://github.com/infiniflow/ragflow/pull/15949
Docs: Added initial draft for v0.26.0 release notes. by @writinwaters in https://github.com/infiniflow/ragflow/pull/15603
Docs: Update version references to v0.26.0 in READMEs and docs by @asiroliu in https://github.com/infiniflow/ragflow/pull/15941