RAG-Anything

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