v0.25.5
datalab-to/markerv0.25.5May 20, 2026by github-actions[bot]
AI Summary
RAGFlow adds local and SSH providers for data sources, accelerates dataset search by 50-100% using metadata pushdown and caching, and improves server startup speed.
Key Highlights
- Added local & SSH providers in admin panel.
- Dataset search path accelerated by 50-100% using metadata pushdown.
- Redis caching introduced for Text-to-Speech (TTS).
- Improved server startup speed and memory usage.
New Features
- Local & SSH providers
- Metadata filter pushdown to Infinity
- Redis caching for TTS
- Atomic document counter updates
- Structured output aggregation
- Metadata filter reuse
Full Release Notes
## Summary Released on May 20, 2026. ### New features - Adds local & SSH providers in admin panel. [#15039](https://github.com/infiniflow/ragflow/pull/15039) ### Improvements - Accelerated dataset search path, reducing latency by 50–100% by removing expensive vector fetch and rerank similarity computation steps. [#14970](https://github.com/infiniflow/ragflow/pull/14970) - Pushes metadata filters down to Infinity, significantly speeding up metadata filtering. [#14974](https://github.com/infiniflow/ragflow/pull/14974) - added Redis caching for TTS. [#14851](https://github.com/infiniflow/ragflow/pull/14851) - atomic document counter updates [#14867](https://github.com/infiniflow/ragflow/pull/14974) - Improved server startup speed and memory usage [#14973](https://github.com/infiniflow/ragflow/pull/14973) - Agent: structured output aggregation [#13384](https://github.com/infiniflow/ragflow/issues/13384) [#14848](https://github.com/infiniflow/ragflow/pull/14848) - Agent: metadata filter reuse. [#14849](https://github.com/infiniflow/ragflow/pull/14849) - Optimizes connector dashboard. [#14979](https://github.com/infiniflow/ragflow/pull/14979) ## What's Changed * fix: optimize reranking module robustness and bug fixes by @07heco in https://github.com/infiniflow/ragflow/pull/14264 * fix: replace broken assert with raise ValueError in variable_assigner and loop by @Ricardo-M-L in https://github.com/infiniflow/ragflow/pull/13906 * Fix: send input and output token usage to Langfuse by @Br1an67 in https://github.com/infiniflow/ragflow/pull/13294 * Go: implement TTS for MiniMax provider and CLI testing for TTS by @Haruko386 in https://github.com/infiniflow/ragflow/pull/14911 * fix: correct nested path traversal in set_variable_param_value by @Ricardo-M-L in https://github.com/infiniflow/ragflow/pull/13986 * Fix WebDriver resource leak in HTML-to-PDF conversion by @Ricardo-M-L in https://github.com/infiniflow/ragflow/pull/14310 * Doc: code component output section by @buua436 in https://github.com/infiniflow/ragflow/pull/14915 * GO: align time units with Python and centralize timestamp injection in BaseModel by @buua436 in https://github.com/infiniflow/ragflow/pull/14875 * Fix: missing authentication on agent file upload and download endpoints by @dale053 in https://github.com/infiniflow/ragflow/pull/14854 * Go: fix LastLoginTime update by @buua436 in https://github.com/infiniflow/ragflow/pull/14917 * fix: replace mutable default arguments with None in LLM chat models by @gambletan in https://github.com/infiniflow/ragflow/pull/13513 * Go: update user settings fields by @buua436 in https://github.com/infiniflow/ragflow/pull/14918 * fix: atomic chunk/token counter updates for documents and knowledge b… by @dale053 in https://github.com/infiniflow/ragflow/pull/14867 * fix(agent): handle duplicate MCP tool names by @eviaaaaa in https://github.com/infiniflow/ragflow/pull/14217 * fix: close db connections reliably in test_db_connection by @wdeveloper16 in https://github.com/infiniflow/ragflow/pull/14777 * Go: implement TTS for fishaudio, openrouter and asr for fishaudio by @Haruko386 in https://github.com/infiniflow/ragflow/pull/14926 * Feat: This enables SelectWithSearch to search by label. by @cike8899 in https://github.com/infiniflow/ragflow/pull/14925 * Doc: Finalized v0.25.4 release notes by @writinwaters in https://github.com/infiniflow/ragflow/pull/14929 * fix: add document download endpoint and refactor existing download function by @buua436 in https://github.com/infiniflow/ragflow/pull/14927 * fix: preserve uploaded file attachments after subsequent assistant messages by @octo-patch in https://github.com/infiniflow/ragflow/pull/13993 * fix(llm): Tongyi-Qianwen embeddings use correct DashScope native API for intl URLs by @sham-sr in https://github.com/infiniflow/ragflow/pull/14784 * fix(agent): pass top_k and fix similarity weight slider behavior by @yingjianzh in https://github.com/infiniflow/ragflow/pull/14760 * security: always use RestrictedUnpickler in deserialize_b64 (CWE-502) by @sebastiondev in https://github.com/infiniflow/ragflow/pull/14803 * Go: add file parse command by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/14892 * fix(agentbot): aggregate structured output in non-streaming completions by @plind-junior in https://github.com/infiniflow/ragflow/pull/14848 * fix: enable GitHub connector to sync PRs and issues by default by @octo-patch in https://github.com/infiniflow/ragflow/pull/14062 * Go: implement Rerank in vLLM driver (#14878) by @hunnyboy1217 in https://github.com/infiniflow/ragflow/pull/14880 * docs: add FAQ entry for using Ollama with RAGFlow by @SnakeEye-sudo in https://github.com/infiniflow/ragflow/pull/14557 * Go: add cli command, list dataset documents by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/14948 * Go: implement TTS, ASR for Siliconflow and TTs for StepFun by @Haruko386 in https://github.com/infiniflow/ragflow/pull/14944 * fix: correct attribute name typo model_speciess to model_species by @Ricardo-M-L in https://github.com/infiniflow/ragflow/pull/13929 * feat: bump Python minimum from 3.12 to 3.13, drop strenum backport by @wdeveloper16 in https://github.com/infiniflow/ragflow/pull/14767 * Go: implement PaddleOCR provider and implement ASR for CoHere by @Haruko386 in https://github.com/infiniflow/ragflow/pull/14954 * Feat/web markdown UI updates by @xjq123456 in https://github.com/infiniflow/ragflow/pull/14214 * fix: correct literal_eval dispatch and bool isinstance ordering in agent components by @Ricardo-M-L in https://github.com/infiniflow/ragflow/pull/13988 * refactor: optimize BaseTitleChunker to improve RAG document chunk quality by @07heco in https://github.com/infiniflow/ragflow/pull/14247 * Bump to infinity v0.7.0 by @qinling0210 in https://github.com/infiniflow/ragflow/pull/14968 * Fix session deletion leaking chat-upload blobs by @6ba3i in https://github.com/infiniflow/ragflow/pull/14969 * Go: implement Embed (embeddings) in Novita driver by @pandadev66 in https://github.com/infiniflow/ragflow/pull/14895 * Go: add Jina chat completions support by @jakearmstrong59 in https://github.com/infiniflow/ragflow/pull/14935 * Add Anthropic Go model provider by @carlos4s in https://github.com/infiniflow/ragflow/pull/14940 * Fix: guard empty/whitespace embedding inputs in LLMBundle (#14428) by @Rene0422 in https://github.com/infiniflow/ragflow/pull/14924 * Refactor: Drop the vector fetch for ES by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/14970 * Push metadata filters down to Infinity by @qinling0210 in https://github.com/infiniflow/ragflow/pull/14974 * Go: implement provider: CometAPI by @tmimmanuel in https://github.com/infiniflow/ragflow/pull/14930 * Fix: add SSRF guard for agent test_db_connection endpoint by @dale053 in https://github.com/infiniflow/ragflow/pull/14860 * Go: fix siliconflow embedding response by @buua436 in https://github.com/infiniflow/ragflow/pull/14975 * Refactor: speed up ragflow server, save startup memory by @wangq8 in https://github.com/infiniflow/ragflow/pull/14973 * fix(api): enforce tenant access for connector routes by @dev111-actor in https://github.com/infiniflow/ragflow/pull/14747 * Refactor: enhance graphrag - part 2 by @wangq8 in https://github.com/infiniflow/ragflow/pull/14972 * Go: add restful api route aliases by @buua436 in https://github.com/infiniflow/ragflow/pull/14977 * Go: implement provider: DeepInfra, XunFei by @Haruko386 in https://github.com/infiniflow/ragflow/pull/14978 * fix: metadata_condition returning all docs when filter matches nothing by @hak2979 in https://github.com/infiniflow/ragflow/pull/14967 * Bugfix: fix tag show by @wangq8 in https://github.com/infiniflow/ragflow/pull/14980 * Fix admin CLI system variable commands by @jakearmstrong59 in https://github.com/infiniflow/ragflow/pull/14956 * Go: fix forgetting policy validation and fix memory update diff checks by @buua436 in https://github.com/infiniflow/ragflow/pull/14976 * Go: align document list response by @buua436 in https://github.com/infiniflow/ragflow/pull/14982 * Go: add dataset graph api by @buua436 in https://github.com/infiniflow/ragflow/pull/14984 * Feat: full optimization on connector dashboard by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/14979 * Fix: validate memory tenant model IDs on update and enforce tenant scope in memory pipeline by @jony376 in https://github.com/infiniflow/ragflow/pull/14923 * Misc: fix some typos by @kingloon in https://github.com/infiniflow/ragflow/pull/14987 * Go: implement provider: MinerU by @Haruko386 in https://github.com/infiniflow/ragflow/pull/14990 * Add Replicate chat provider by @tmimmanuel in https://github.com/infiniflow/ragflow/pull/14958 * Fix: agent session log message by @buua436 in https://github.com/infiniflow/ragflow/pull/14991 * Fix: MinerU vlm-http-client backend output file detection by @lksr1201 in https://github.com/infiniflow/ragflow/pull/14240 * fix: the opencc c library uses fgets() to read dicti... in text.c by @orbisai0security in https://github.com/infiniflow/ragflow/pull/13970 * feat(tts): cache synthesized speech in Redis to avoid redundant calls by @plind-junior in https://github.com/infiniflow/ragflow/pull/14851 * fix(retrieval): keep manual metadata filter reusable inside Iteration by @plind-junior in https://github.com/infiniflow/ragflow/pull/14849 * Go: implement provider: Xinference by @tmimmanuel in https://github.com/infiniflow/ragflow/pull/14938 * Add TogetherAI chat provider by @tmimmanuel in https://github.com/infiniflow/ragflow/pull/14957 * Fix: restore saved api_key fallback in add_llm (#14921) by @Rene0422 in https://github.com/infiniflow/ragflow/pull/14941 * Feat: add new tests and tescases for restful api suite by @6ba3i in https://github.com/infiniflow/ragflow/pull/14993 * Feat: VLM image descriptions in MinerU parser (#14869) by @Rene0422 in https://github.com/infiniflow/ragflow/pull/14946 * feat(sdk): make Begin inputs discoverable on Session.ask by @plind-junior in https://github.com/infiniflow/ragflow/pull/14842 * Feat: add new tests and tescases for restful api suite by @6ba3i in https://github.com/infiniflow/ragflow/pull/14996 * Refact functions in engine in GO by @qinling0210 in https://github.com/infiniflow/ragflow/pull/14981 * Go: implement provider: 302.AI and JieKou-AI by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15034 * Feat: add new tests and tescases for restful api suite by @6ba3i in https://github.com/infiniflow/ragflow/pull/15038 * fix(go): guard custom base URL driver creation by @bitloi in https://github.com/infiniflow/ragflow/pull/15030 * Fix: The folder tree menu for moving folders cannot be scrolled. by @cike8899 in https://github.com/infiniflow/ragflow/pull/15037 * fix: Langfuse chat observation by @bitloi in https://github.com/infiniflow/ragflow/pull/15026 * Feat: add local & ssh provider in admin panel by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/15039 * Fix discord async issue by @wangq8 in https://github.com/infiniflow/ragflow/pull/15054 * Go: implement provider: MinerU_Local by @Haruko386 in https://github.com/infiniflow/ragflow/pull/15051 * Docs: Initial draft of v0.25.5 release notes. by @writinwaters in https://github.com/infiniflow/ragflow/pull/15058 * Docs: Update version references to v0.25.5 in READMEs and docs by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/15059 ## New Contributors * @Br1an67 made their first contribution in https://github.com/infiniflow/ragflow/pull/13294 * @sham-sr made their first contribution in https://github.com/infiniflow/ragflow/pull/14784 * @yingjianzh made their first contribution in https://github.com/infiniflow/ragflow/pull/14760 * @SnakeEye-sudo made their first contribution in https://github.com/infiniflow/ragflow/pull/14557 * @xjq123456 made their first contribution in https://github.com/infiniflow/ragflow/pull/14214 * @jakearmstrong59 made their first contribution in https://github.com/infiniflow/ragflow/pull/14935 * @carlos4s made their first contribution in https://github.com/infiniflow/ragflow/pull/14940 * @Rene0422 made their first contribution in https://github.com/infiniflow/ragflow/pull/14924 * @dev111-actor made their first contribution in https://github.com/infiniflow/ragflow/pull/14747 * @hak2979 made their first contribution in https://github.com/infiniflow/ragflow/pull/14967 * @kingloon made their first contribution in https://github.com/infiniflow/ragflow/pull/14987 * @lksr1201 made their first contribution in https://github.com/infiniflow/ragflow/pull/14240 **Full Changelog**: https://github.com/infiniflow/ragflow/compare/v0.25.4...v0.25.5