v0.23.0

Released on December 27, 2025.

New features

• Memory
  • Implements a Memory interface for managing memory.
  • Supports configuring context via the Retrieval or Message component.
• Agent
  • Improves the Agent component's performance by refactoring the underlying architecture.
  • The Agent component can now output structured data for use in downstream components.
  • Supports using webhook to trigger agent execution.
  • Supports voice input/output.
  • Supports configuring multiple Retrieval components per Agent component.
• Ingestion pipeline
  • Supports extracting table of contents in the Transformer component to improve long-context RAG performance.
• Dataset
  • Supports configuring context window for images and tables.
  • Introduces parent-child chunking strategy.
  • Supports auto-generation of metadata during file parsing.
• Chat: Supports voice input.

Improvements

• Bumps RAGFlow's document engine, [Infinity](GitHub - infiniflow/infinity: The AI-native database built for LLM applications, providing incredibl) to v0.6.15 (backward compatible).

Data sources

• Google Cloud Storage
• Gmail
• Dropbox
• WebDAV
• Airtable

Model support

• GPT-5.2
• GPT-5.2 Pro
• GPT-5.1
• GPT-5.1 Instant
• Claude Opus 4.5
• MiniMax M2
• GLM-4.7.
• A MinerU configuration interface.
• AI Badgr (model provider).

API changes

HTTP API

• Converse with Agent returns complete execution trace logs.
• Create chat completion supports metadata-based filtering.
• Converse with chat assistant supports metadata-based filtering.

What's Changed

• fix cohere rerank base_url default by @HeyPhiS in https://github.com/infiniflow/ragflow/pull/11353
• Feat: add OceanBase doc engine by @whhe in https://github.com/infiniflow/ragflow/pull/11228
• fix(llm): handle None response in total_token_count_from_response by @zhangzhefang-github in https://github.com/infiniflow/ragflow/pull/10941
• Feat: Add TCADP parser for PPTX and spreadsheet document types. by @aidansu in https://github.com/infiniflow/ragflow/pull/11041
• Locale: update russian language by @rjohny55 in https://github.com/infiniflow/ragflow/pull/11393
• locale en add russian language option by @rjohny55 in https://github.com/infiniflow/ragflow/pull/11392
• Feature (canvas): Add mind tagging support by @huang-aoqin in https://github.com/infiniflow/ragflow/pull/11359
• Use array syntax for commands in docker-compose-base.yml by @panzi in https://github.com/infiniflow/ragflow/pull/11391
• Bump infinity to 0.6.6 by @yuzhichang in https://github.com/infiniflow/ragflow/pull/11399
• Fix: Introducing a new JSON editor by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11401
• Fix:RagFlow not starting with Postgres DB by @buua436 in https://github.com/infiniflow/ragflow/pull/11398
• Fix: Optimize edge check & incorrect parameter usage by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11396
• Feat: support union logic operations for meta data filters. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11404
• Fix: Change package-lock.json by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11407
• Fix: incorrect retrieval total count with pagination enabled by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11400
• Feat: Outputs data is directly synchronized to the canvas without going through the form. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11406
• Fix:improve multi-column document detection by @buua436 in https://github.com/infiniflow/ragflow/pull/11415
• Feat: add more chunking method by @Magicbook1108 in https://github.com/infiniflow/ragflow/pull/11413
• Fix: no result if metadata returns none. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/11412
• Feat: enriches Notion connector by @yongtenglei in https://github.com/infiniflow/ragflow/pull/11414
• Fix: missing parameters in by_plaintext method for PDF naive mode by @it-coder in https://github.com/infiniflow/ragflow/pull/11408
• Fix: Modify the style of the user center #10703 by @dcc123456 in https://github.com/infiniflow/ragflow/pull/11419
• component horizontal padding adjustment by @JimmyBenKlieve in https://github.com/infiniflow/ragflow/pull/11418
• Feat: Add a loop variable to the loop operator. #10427 by @cike8899 in https://github.com/infiniflow/ragflow/pull/11423