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Changelog

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

infiniflow/ragflow·

73k8.1kPythonApache-2.0

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agentagenticagentic-aiagentic-workflowaiai-search+14

Last updated about 2 months ago

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NewNovember 19, 2025

v0.22.1

Release v0.22.1 created from cfdccebb178bc2c49eacf321e5da483ed1e48511 at 2025-11-19 20:13:52+08:00

Summary

Improvements

Agent:
- Supports exporting Agent outputs in Word or Markdown formats.
- Adds a List operations component.
- Adds a Variable aggregator component.
Data sources:
- Supports S3-compatible data sources, e.g., MinIO.
- Adds data synchronization with JIRA.
Continues the redesign of the Profile page layouts.
Upgrades the Flask web framework from synchronous to asynchronous, increasing concurrency and preventing blocking issues caused when requesting upstream LLM services.

Fixed issues

A v0.22.0 issue: Users failed to parse uploaded files or switch embedding model in a dataset containing parsed files using a built-in model from a -full RAGFlow edition.
Image concatenated in Word documents. #11310

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Refactor function name by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11210
Fix:reset the agent component’s output by @buua436 in https://github.com/infiniflow/ragflow/pull/11222
Fix: Profile picture cropping supported #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11221
Fix: update readme by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11212
Feature/doc upload api add parent path 20251112 by @yngvarhuang in https://github.com/infiniflow/ragflow/pull/11231
Refa: rm useless code. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11238
Feat:support API for generating knowledge graph and raptor by @buua436 in https://github.com/infiniflow/ragflow/pull/11229
Test: handle duplicate names by appending "(1)" by @asiroliu in https://github.com/infiniflow/ragflow/pull/11244
Fix: Law parser by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11246
Minor tweaks by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11249
Feat: add fault-tolerant mechanism to RAPTOR by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11206
Feat:update check_embedding api by @buua436 in https://github.com/infiniflow/ragflow/pull/11254
Docs: default admin credentials by @writinwaters in https://github.com/infiniflow/ragflow/pull/11260
Refactor service config fetching in admin server by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11267
Fixes: Added session variable types and modified configuration by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11269
Remove leftover account and password from the code by @redredrrred in https://github.com/infiniflow/ragflow/pull/11248
Fix: rerank algorithm by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11266
Fix: check task executor alive and display status by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/11270
Refactor: improve mineru_parser get property logic by @Woody-Hu in https://github.com/infiniflow/ragflow/pull/11268
Feat:new component list operations by @buua436 in https://github.com/infiniflow/ragflow/pull/11276
Fix: Added the ability to download files in the agent message reply function. by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11281
Fix:ListOperations does not support sorting arrays of objects. by @buua436 in https://github.com/infiniflow/ragflow/pull/11278
Feat: extract message output to file by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11251
Doc: add default username & pwd by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11283
Remove unused code and fix performance issue by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11284
Minor tweats by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11271
Feat: add Jira connector by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11285
Doc: style fix by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11295
Fix: Fixed the issue of not being able to select the time zone in the user center. by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11298
Fix: default model base url extraction logic by @sd109 in https://github.com/infiniflow/ragflow/pull/11263
Fix: create dataset return type inconsistent by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11272
Refactor: move mcp connection utilities to common by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11304
Fix: concat images in word document. by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11310
Feat: Construct a dynamic variable assignment form #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11316
feat: add new LLM provider Jiekou.AI by @cnJasonZ in https://github.com/infiniflow/ragflow/pull/11300
Fix: Fixed an issue where adding session variables multiple times would overwrite them. by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11308
Feat: add s3-compatible storage boxes by @Jonah879 in https://github.com/infiniflow/ragflow/pull/11313
fix: update check_embedding failed info by @buua436 in https://github.com/infiniflow/ragflow/pull/11321
fix: entrypoint.sh typo for disable datasync command by @0xlucasliao in https://github.com/infiniflow/ragflow/pull/11326
Feat: update version to 0.22.1 by @Lynn-Inf in https://github.com/infiniflow/ragflow/pull/11331
Feat: Fixed the issue where form data assigned by variables was not updated in real time. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11333
Fix: add describe_image_with_prompt for ZHIPU AI by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11317
Fix: manual parser with mineru by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11336
Fix:limit random sampling range in check_embedding by @buua436 in https://github.com/infiniflow/ragflow/pull/11337
Fix: No results can be found through the API /api/v1/dify/retrieval by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11338
Fix: crop index may out of range by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11341
Feat: Alter flask to Quart for async API serving. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11275
Feat: Add a switch to control the display of structured output to the agent form. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11344
Feat: new component variable assigner by @buua436 in https://github.com/infiniflow/ragflow/pull/11050
Feat: Display variables in the variable assignment node. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11349
Fix: Modify the personal center style #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11347
Fix: variable assigner issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11351
Update version info to v0.22.1 by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11346
Fix: Fixed an issue where variable aggregation operators could not be connected to other operators. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11358
Refactor /stats API by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11363
chore(template): introducing variable aggregator to customer service template by @ZhenhangTung in https://github.com/infiniflow/ragflow/pull/11352
Feat: add Gemini 3 Pro preview by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11361
Fix: component list operation issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11364
Fix: bbox not included in mineru output by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11365
Feat: Set the outputs type of list operation. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11366
Update README for supporting Gemini 3 Pro by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11369
Add release notes by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/11372
Feat: Structured data will still be stored in outputs for compatibility with older versions. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11368
Fix: circle imports issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11374
Feat: The key for the begin operator can only contain alphanumeric characters and underscores. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11377
Doc: Added v0.22.1 release notes by @writinwaters in https://github.com/infiniflow/ragflow/pull/11383
Fix: refine error msg. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11380
Feat: If a query variable in a data manipulation operator is deleted, a warning message should be displayed to the user. #10427 #11255 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11384
Fix some multilingual issues by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11382
Doc: Optimize read me by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11386
Docs: minor by @writinwaters in https://github.com/infiniflow/ragflow/pull/11385
Feat: Fixed an issue where modifying fields in the agent operator caused the loss of structured data. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11388

ragflow

v0.22.1

Summary

Improvements

Fixed issues

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Summary

Improvements

Fixed issues

Newly supported models

What's Changed

New Contributors