Kheiss/up ovr

[kheiss-uwzoo]

NVIDIA NeMo Retriever Library is a scalable, performance-oriented framework for document content and metadata extraction. It supports both NVIDIA NIM microservices and a wide range of models to find, contextualize, and extract text, tables, charts, and infographics for use in downstream generative and retrieval-augmented applications.

[greptile-apps]

Greptile Summary

The introductory paragraph of docs/docs/extraction/overview.md is updated to describe NeMo Retriever as a "framework" supporting both NIM microservices and a broader range of models, replacing the narrower "microservice" framing.

• Line 25 still reads "NeMo Retriever Library is a microservice service that does the following:" — both redundant and now inconsistent with the "framework" framing introduced here.

Confidence Score: 5/5

Documentation-only change; safe to merge after addressing the minor terminology inconsistency on line 25.

The only finding is a P2 style inconsistency ("microservice service" vs "framework") introduced on an unchanged line. No code is touched, no logic is affected, and all remaining feedback is non-blocking.

docs/docs/extraction/overview.md — line 25 terminology should be updated to match the new "framework" framing.

Important Files Changed

Filename	Overview
docs/docs/extraction/overview.md	Intro paragraph rewritten from "microservice" to "framework" framing with broader model support mentioned; line 25 still uses the old "microservice service" terminology, creating a minor internal inconsistency.

Flowchart

%%{init: {'theme': 'neutral'}}%%
flowchart TD
    A[Document Input\npdf, docx, pptx, images, video, audio...] --> B[NeMo Retriever Library]
    B --> C[Page Splitting & Classification\ntext, tables, charts, infographics]
    C --> D[Extraction via\nNIM microservices or local models]
    D --> E[OCR & Contextualization]
    E --> F{Optional}
    F --> G[Embedding Computation]
    F --> H[Vector DB Storage\nLanceDB / Milvus]
    G --> H
    H --> I[JSON Metadata Output\nfor RAG / Generative Apps]

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This is a comment left during a code review.
Path: docs/docs/extraction/overview.md
Line: 25

Comment:
**Terminology inconsistency: "microservice service" vs "framework"**

The intro paragraph was updated from "microservice" to "framework", but line 25 still reads "NeMo Retriever Library is a microservice service that does the following:" — contradicting the new framing and also containing the redundant phrase "microservice service."

```suggestion
NeMo Retriever Library is a framework that does the following:
```

How can I resolve this? If you propose a fix, please make it concise.

_{Reviews (3): Last reviewed commit: "Merge branch 'main' into kheiss/up-ovr" | Re-trigger Greptile}