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Knowledge & RAG
Ragflow
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
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Ragflownightly
From the release notes
Release nightly created from 1ff3d96 at 2026-09-17 21:18:32+08:00
Ragflowdev-20260917
Ragflowdev-20260916
From the release notes
fix(bedrock): report the expected key schema instead of a JSONDecodeE…
Ragflowdev-20260914: fix(beartype): remove package-wide import hooks (#19531)
From the release notes
Summary Removed unnecessary beartype hooks from three package imports. This prevents unwanted import-time instrumentation and dependency coupling. based on #15258
Ragflowv0.27.2
From the release notes
New features Agentic RAG: Refactored the Agentic RAG retrieval framework, significantly improving reasoning speed and benchmark performance. (#19046, #19112, #19172, #19209, #19424, #19459) Knowledge compilation runtime settings (#19254) Enforce a rate limit on the knowledge compilation pipeline (#19156) Knowledge graph shows total and current node counts (#19142,#19095, #19114) Graph search highlights the node when pressing Enter on an entity name (#19320) New Sitemap data source for sitemap.xml-based web ingestion (#19344) WebDAV connector supports custom CA certificates (#16901) MonkeyOCRv2 parsing support (#18887) Self-hosted PaddleOCR-VL deployment support (#19011) New Sofya search tool for agent (#19323) EPUB document preview (#19242) Excel citation sources located in document preview (#18853) Model Support New Hubris model provider (#19341) New llmman model provider (#19030) Improvements New RERANK_TOKEN_LIMIT_MODE configuration (#19404) Highlight in retrieval testing and search (#18981) Similarity threshold displayed as a percentage (#18974) UI/UX Completed Turkish locale (#19009) Search match highlighting in Team settings tables (#15985) Bug fixes Fixed images uploaded in chat being ignored by vision models (#18884) Fixed non-UTF-8 encodings in CSV/TXT preview and document decoding (#19222, #19253) What's Changed fix(agentic_rag): include configured system prompt in RAGTools.sys_prompt() by @chakshu-dhannawat in #18927 fix(web): make sidebar i18n reactive and refine template card/icon UI by @yooxdb in #16646 fix(dataset): align parser methods order with python by @6ba3i in #18877 feat(webdav): support custom CA certificates by @taek105 in #16901 Fix Azure embedding endpoint handling by @zcxGGmu in #16993 fix go: migrate missing table chatchannel by @myf-bee in #18944 Python && Go: fix parse status by @JinHai-CN in #18841 fix(ollama): preserve native API base URL in OllamaCV by @iwasaki1112 in #17013 fix(file): stop is_parent_folder_exist raising on a missing parent by @marmar9615-cloud in #18930 fix(agent): enforce MCP task deadlines in worker by @Lem0nTea2002 in #18869 fix: upgrade starlette to 1.3.1 (CVE-2026-54283) by @anupamme in #18947 refactor: delete the unused discord_svr.py bot script by @noron12234 in #17682 Refactor: make all url inside tooltip as link by @wangq8 in #18943 Py: add update_time in select list when list data sync logs by @JinHai-CN in #18867 fix: include filename in file download Content-Disposition header by @huang-aoqin in #17105 fix(embed): drop_params: True was rejected by Together AI and other strict providers by @Harsh23Kashyap in #18627 fix(rag): key Infinity field_map by original column names, not pinyin by @Taranum01 in #18318 feat(go-syncer): add Zendesk connector by @mkaaad in #18961 Fix: Remove the empty response field from the retrieval operator. by @cike8899 in #18963 fix(agent): reject fractional integer DSL parameters by @6ba3i in #18964 Fix: update t
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Design production-ready pipelines and agents for search, retrieval-augmented generation, and question answering.
Knowledge & RAGAn open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.
Knowledge & RAG