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RAG-Anything releases

"RAG-Anything: All-in-One RAG Framework"

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v1.3.1 Bug fix

Duplicate detection fix

Open
v1.3.0 Breaking risk
⚠ Upgrade required
  • Install the `docling` Python package (`pip install docling`) before using `DoclingParser`.
  • `env={...}` kwarg on `DoclingParser` parse methods is ignored; set environment variables in the parent process or use `_get_converter` kwargs such as `artifacts_path` and `table_mode`.
Breaking changes
  • `DoclingParser` no longer shells out to the `docling` CLI; requires `pip install docling` and ignores the `env={...}` kwarg.
  • `MineruParser` subprocess calls now have a default timeout and raise `TimeoutError` instead of hanging indefinitely.
Notable features
  • Add remote URL support for DoclingParser
  • OMML equation extraction utility for DOCX documents
  • MiniMax provider support
Full changelog

What's Changed

⚠️ Behavior changes worth noting

  • DoclingParser now uses the Docling Python API instead of shelling out to the docling CLI. This means:
    • You now need pip install docling to use it (the docling executable on PATH alone is no longer sufficient).
    • The env={...} kwarg on DoclingParser parse methods is still accepted for compatibility but is now ignored — set the relevant environment variables in the parent process or pass _get_converter kwargs (artifacts_path, table_mode, …).
    • <file_stem>.json and <file_stem>.md artifacts written under <output_dir>/<file_stem>/docling/ are still produced, but via export_to_dict() / export_to_markdown() rather than the CLI serializer — the logical content is the same but the files are not byte-identical.
    • check_installation() now tests Python importability rather than probing the CLI on PATH.
  • MineruParser subprocess calls now run with a default timeout (configurable) and raise TimeoutError instead of hanging indefinitely.

✨ New features

  • feat(parser): add remote URL support for DoclingParser by @bueno12223 in https://github.com/HKUDS/RAG-Anything/pull/195
  • feat(omml): add OMML equation extraction utility for DOCX documents (closes #259) by @Abdeltoto in https://github.com/HKUDS/RAG-Anything/pull/262
  • feat: add MiniMax provider support by @octo-patch in https://github.com/HKUDS/RAG-Anything/pull/264
  • feat(examples): make LLM and vision model names configurable via env vars by @zhangzhenfei in https://github.com/HKUDS/RAG-Anything/pull/231
  • feat: add Ollama integration example (closes #118) by @jwchmodx in https://github.com/HKUDS/RAG-Anything/pull/238

🛠 Refactor / performance

  • refactor(parser): replace Docling CLI subprocess with Python API (closes #222) by @Abdeltoto in https://github.com/HKUDS/RAG-Anything/pull/261

🐛 Bug fixes

  • fix: create doc_status even when LightRAG lacks multimodal insert args (closes #244) by @DeepaliPaspule in https://github.com/HKUDS/RAG-Anything/pull/255
  • fix: prevent crashes from uninitialized LightRAG, env-var stripping, and parser cleanup by @jwchmodx in https://github.com/HKUDS/RAG-Anything/pull/240
  • fix: add timeout parameter to MinerU subprocess to prevent indefinite hang (#172) by @peterCheng123321 in https://github.com/HKUDS/RAG-Anything/pull/254
  • fix: pass entity_chunks_storage and relation_chunks_storage to all merge_nodes_and_edges calls (#241) by @peterCheng123321 in https://github.com/HKUDS/RAG-Anything/pull/250
  • fix: handle messages= kwarg in vision_model_func (insert_content_list_example) (#28) by @peterCheng123321 in https://github.com/HKUDS/RAG-Anything/pull/252
  • fix: forward system_prompt parameter in aquery_with_multimodal (#257) by @kuishou68 in https://github.com/HKUDS/RAG-Anything/pull/258
  • fix(examples): preserve embedding kwargs with partial by @txhno in https://github.com/HKUDS/RAG-Anything/pull/263
  • fix: demote misleading LibreOffice 'not found' warning to debug (closes #230) by @jwchmodx in https://github.com/HKUDS/RAG-Anything/pull/237
  • fix: strip <think> tags from modal processor fallback responses (closes #159) by @jwchmodx in https://github.com/HKUDS/RAG-Anything/pull/236
  • fix: create example log directory correctly by @haosenwang1018 in https://github.com/HKUDS/RAG-Anything/pull/242
  • fix(init): remove duplicate __all__ assignment (#267) by @kuishou68 in https://github.com/HKUDS/RAG-Anything/pull/268
  • fix: improve PDF parser handling by @davidangularme in https://github.com/HKUDS/RAG-Anything/pull/243

New Contributors

  • @jwchmodx made their first contribution in https://github.com/HKUDS/RAG-Anything/pull/237
  • @davidangularme made their first contribution in https://github.com/HKUDS/RAG-Anything/pull/243
  • @zhangzhenfei made their first contribution in https://github.com/HKUDS/RAG-Anything/pull/231
  • @bueno12223 made their first contribution in https://github.com/HKUDS/RAG-Anything/pull/195
  • @kuishou68 made their first contribution in https://github.com/HKUDS/RAG-Anything/pull/268
  • @peterCheng123321 made their first contribution in https://github.com/HKUDS/RAG-Anything/pull/250
  • @txhno made their first contribution in https://github.com/HKUDS/RAG-Anything/pull/263
  • @octo-patch made their first contribution in https://github.com/HKUDS/RAG-Anything/pull/264
  • @Abdeltoto made their first contribution in https://github.com/HKUDS/RAG-Anything/pull/261
  • @DeepaliPaspule made their first contribution in https://github.com/HKUDS/RAG-Anything/pull/255

Full Changelog: https://github.com/HKUDS/RAG-Anything/compare/v1.2.10...v1.3.0

View release on GitHub
v1.2.10 Security relevant
Security fixes
  • Path traversal vulnerability
  • Local file read vulnerability
Notable features
  • vLLM backend integration
  • Custom parser plugin system
  • Processing events and callbacks
View release on GitHub

Beta — feedback welcome: [email protected]