infiniflow/ragflow v0.25.6 on GitHub

Summary

Released on May 26, 2026.

New features

Agent: Adds a Browser component that enables AI to autonomously navigate and interact with web pages. #14888

Improvements

RAG: RAPTOR construction now introduces AHC mode (Ψ-RAG), which expands semantics from the document level to the dataset level. Not only is index construction performance significantly higher than the previous RAPTOR, but it also outperforms the old RAPTOR on Recall@5 and average F1. Users can switch between AHC and GMM modes. This feature was introduced in v0.25.3, and this release fixes several bugs. #14674 #14679
Agent: Introduces lightweight @tool decorator to streamline Python function registration process for chat models. #15047
Agent: Enables agent messages to display base64-encoded images. #15212
Agent: Exposes Doc Generator component's file metadata as discrete variables. #15080
Agent: Allows developers to pass chat_template_kwargs to agent chat completion endpoint. #14182 #14542

Bug fixes

Fixes /chat/completions to allow sending only latest message in API payload and removes requirement to transmit full conversation history. #15197 See also Converse with chat assistant.
Weight assigned to vector similarity was not applied during the retrieval phase. #15108
Fixes parser configs not saving on dataset configuration page.
Logs wer not fully displayed on data source details page.
Fixes document status filtering failure.
Fixes crash guard for empty LLM choices responses.
RAG: RAPTOR construction process halted when using the Infinity document engine. #14998
Fixes streaming response parsing for Mistral/Upstage reasoning models.
Fixes HTML tags in ingestion pipeline parser output.
Fixes table parser metadata.
Fixes asyncio event loop nesting and fire-and-forget task issues.
Fixes asyncio.Semaphore bound to different event loop error.
Agent: Fixes Agent component prompt variable disappearing and search vector_similarity_weight issues.

What's Changed

Update chunk/metadata cli by @qinling0210 in #15055
Fix: The logs on the data source details page are not fully displayed. by @dcc123456 in #15056
Go: implement Embed (embeddings) in TogetherAI driver by @jack-stormentswe in #15017
Go: implement provider: n1n.ai by @sxxtony in #15010
Go: implement Rerank in Xinference driver by @RenzoMXD in #15032
Go: implement Rerank in Novita driver by @RenzoMXD in #15014
Go: implement Embed in Xinference driver by @RenzoMXD in #14932
Go: implement provider: GPUStack (chat) by @RenzoMXD in #15024
feat(go-models): add Azure OpenAI model driver by @web-dev0521 in #15022
fix: prevent session user_id spoofing via request body by @enjoyandlove in #15077
fix(api): check kb ownership in /dify/retrieval by @dripsmvcp in #15028
Go: implement ASR and TTS for Xinference by @Haruko386 in #15096
Docs: update python version to 3.13 by @JinHai-CN in #15103
Fix: <asyncio.locks.Semaphore object at 0xabcd [locked]> is bound to a different event loop by @wangq8 in #15100
Go: implement rerank, asr, tts for TogetherAI by @Haruko386 in #15107
Docs: Updated v0.25.5 release notes by @writinwaters in #15109
Docs: Fixed a deployment issue by @writinwaters in #15114
Revert "fix(api): infer /documents/{id}/download Content-Type from filename when ext is omitted (#15052)" by @buua436 in #15138
Fix: guard missing task language by @buua436 in #15136
feat(go-models): add PPIO provider driver by @JSONbored in #15099
Go: implement ASR in ZhipuAI driver by @jakearmstrong59 in #15134
fix: block SSRF in misc_utils.download_img for OAuth avatars by @dale053 in #14868
feat: Add SDK and cURL examples for chunk management, chat assistant, and retrieval (#4310) by @bhongong in #14208
Refactor: enahnce retry and timeout by @wangq8 in #14983
Refactor: enahnce CI by @wangq8 in #15147
fix: prevent sensitive fields from leaking in user API responses by @dale053 in #14792
feat: pass chat_template_kwargs through agent chat completion by @jsdevninja in #14542
Go: implement ASR in OpenRouter driver by @jakearmstrong59 in #15067
feat(evaluation): track token usage in evaluation results by @kiannidev in #13487
Go: implement provider: TokenPony by @dripsmvcp in #15091
fix: move agent attachment download api by @buua436 in #15146
Fix: add model_type into llm_setting by @Lynn-Inf in #15141
feat(go-models): add Groq provider driver by @JSONbored in #15097
Fix search vector_similarity_weight by @wangq8 in #15108
Refactor: Move API files by @wangq8 in #15151
Docs: Added a guide on integrating Discord. by @writinwaters in #15156
Go: implement embed, rerank, tts for AstraFlow by @Haruko386 in #15135
Go: implement reasoning_chat, TTS, ASR for Groq by @Ltohka in #15153
Fix: /openai/<chat_id>/chat/completions not aware of session_id by @wangq8 in #15155
fix(go): support OpenAI audio endpoints by @bitloi in #15104
feat(i18n): complete French translation — add ~1400 missing keys by @vincentlambert in #15192
Fix: /chat/completions not aware of conversation_id by @wangq8 in #15162
Go: implement provider: Tencent Hunyuan by @dripsmvcp in #15092
Go: implement provider: PaddleOCR_Local by @Haruko386 in #15158
Go: add ingestion server by @JinHai-CN in #15094
Revert "Fix: /openai/<chat_id>/chat/completions not aware of session_id" by @wangq8 in #15205
Fix /chat/completions to allow send only the latest message by @wangq8 in #15197
feat[go]: implement provider: TokenHub by @Dimon0000000 in #15159
Go: implement embed for Tencent Hunyuan by @Haruko386 in #15207
Feat: Expose Doc Generator file metadata as discrete outputs by @nickmopen in #15080
Fix: table parser metadata by @ahmadintisar in #15127
fix: The output of the parser in the ingestion pipeline contains HTML tags by @jonathanchang31 in #14920
Fix: Correct the API path by @wangq8 in #15204
Fix: Replace the red highlight at the top of the PDF document with yellow. by @cike8899 in #15203
fix(Go): rewrite chat, listmodels, embed for Ollama by @Haruko386 in #15213
Fix #15170 cannot filter document status by @wangq8 in #15216
Feat: Enable agent messages to display base64 images by @cike8899 in #15212
Feat: add new tests and tescases for restful api suite by @6ba3i in #15208
Implement Elasticsearch functions in GO by @qinling0210 in #15160
Docs: Minimum required Python version increased to 3.13. by @writinwaters in #15219
Fix: The prompt variable for the agent operator disappears after input. by @cike8899 in #15218
fix: resolve asyncio correctness issues (fire-and-forget tasks, event loop nesting) by @wdeveloper16 in #14761
Fix [Bug]: Save parser configs in dataset configuration page is not working #15175 by @mustangxu in #15177
Feat: add new tests and tescases for restful api suite by @6ba3i in #15223
Go: implement OCR in ZhipuAI driver by @jakearmstrong59 in #15143
Go: validate Baidu OCR inputs by @RenzoMXD in #15168
Go: implement provider: FuturMix by @sxxtony in #15013
Go: implement Rerank in DeepInfra driver by @glorydavid03023 in #15185
fix(api): allow canvas_type in agent create and update APIs by @huang-aoqin in #15201
Fix: empty file with better message by @wangq8 in #15232
Fix: Fixed metadata issue by @dcc123456 in #15226
Feat: add new tests and tescases for restful api suite by @6ba3i in #15230
feat(go-models): add AWS Bedrock provider driver by @jakearmstrong59 in #15166
fix(tokenhub): wire Go driver and harden requests by @JSONbored in #15224
Add HuaweiCloud model provider by @Hz-186 in #15237
Go: implement provider: ModelScope by @dripsmvcp in #15041
Go: implement provider: OrcaRouter by @Haruko386 in #15235
Docs: Update version references to v0.25.6 in READMEs and docs by @asiroliu in #15248
Docs: Initial draft for v0.25.6 release notes. by @writinwaters in #15250
fix(go-models): add xAI model listing suffix by @oktofeesh1 in #15236
feat(go-models): list LongCat models by @oktofeesh1 in #15241
Fix: show tag list for chunk by @wangq8 in #15251
fix(go-models): route hosted OCR providers through drivers by @oktofeesh1 in #15233
Docs: v0.25.6 release notes draft by @writinwaters in #15255

New Contributors

@enjoyandlove made their first contribution in #15077
@JSONbored made their first contribution in #15099
@bhongong made their first contribution in #14208
@jsdevninja made their first contribution in #14542
@Ltohka made their first contribution in #15153
@Dimon0000000 made their first contribution in #15159
@nickmopen made their first contribution in #15080
@jonathanchang31 made their first contribution in #14920
@glorydavid03023 made their first contribution in #15185
@Hz-186 made their first contribution in #15237
@oktofeesh1 made their first contribution in #15236

Full Changelog: v0.25.5...v0.25.6