docs(extraction): move Starter kits to examples/README.md (#2266 follow-up)

[kheiss-uwzoo]

Summary

Follow-up to #2266 per @randerzander review: delete the duplicate extraction/starter-kits.md doc page, move its content to examples/README.md, and link the TOC and legacy redirects directly to that GitHub README.

• Add examples/README.md with starter-kit notebook links (docs cross-links use published docs.nvidia.com URLs; in-repo notebooks use relative paths).
• Remove docs/docs/extraction/starter-kits.md.
• Update docs/mkdocs.yml nav (Starter kits) and redirects (notebooks, starter-kits, integrations-langchain-llamaindex-haystack) to the GitHub examples README.
• Update extraction cross-links in overview, concepts, deployment-options, getting-started-about, workflow-e2e-blueprints, and agentic-retrieval-concept.

Test plan

• mkdocs build -f docs/mkdocs.yml --strict — redirects for legacy paths resolve to GitHub README
• Sidebar Starter kits opens GitHub examples/README.md
• /extraction/starter-kits/ and /extraction/notebooks/ redirect to GitHub README after republish
• Overview and related cross-links resolve to GitHub README

Related

• fix(docs): repair Starter kits redirect loop breaking docs.nvidia.com links after PR 2195 #2266 — repair Starter kits redirect loop (merged)
• PR remove custom-metadata.md; canonical path is vdbs + notebooks #2195 — doc path consolidation

[greptile-apps]

Greptile Summary

This PR consolidates the "Starter Kits" documentation by deleting docs/docs/extraction/starter-kits.md and moving its content to a new examples/README.md in the repository root, then redirecting all cross-links and legacy redirects in mkdocs.yml to the GitHub-hosted README.

• New examples/README.md: Content migrated from starter-kits.md; docs cross-links updated to docs.nvidia.com URLs, while in-repo notebook links use relative paths (all target .ipynb files verified to exist in examples/).
• docs/mkdocs.yml: Nav entry for "Starter kits" and four legacy redirect paths (notebooks/index.md, notebooks.md, starter-kits.md, integrations-langchain-llamaindex-haystack.md) now point to the GitHub README URL — consistent with the external-URL redirect pattern already used in this file.
• Six extraction docs: Cross-links updated from the local starter-kits.md relative path to the full GitHub URL; deployment-options.md also consolidates audio/video Kubernetes guidance into a reference to audio-video.md, which already contains the service.installFfmpeg=true detail.

Confidence Score: 5/5

Pure documentation reorganization with no logic or runtime changes — safe to merge.

All changes are Markdown and YAML documentation files. The new examples/README.md uses relative links verified to resolve to existing notebooks in the examples/ directory. The external-URL redirect pattern in mkdocs.yml was already established in the same file before this PR. The deployment-options.md content reduction is fully covered by audio-video.md. No code, configuration, or schema is touched.

No files require special attention.

Important Files Changed

Filename	Overview
examples/README.md	New file: migrated starter-kit content with relative links to notebooks (all verified to exist in examples/) and docs.nvidia.com absolute links for cross-docs references.
docs/mkdocs.yml	Nav entry for 'Starter kits' changed to external GitHub URL; four redirect_maps entries updated to external GitHub URL — consistent with existing external-URL redirect pattern already used in this file.
docs/docs/extraction/starter-kits.md	Deleted; content moved to examples/README.md and legacy path covered by mkdocs redirect.
docs/docs/extraction/deployment-options.md	Notebook link updated; audio/video Kubernetes paragraph consolidated to a reference to audio-video.md, which already contains the service.installFfmpeg=true detail.
docs/docs/extraction/overview.md	Notebooks link and Starter kits reference updated to GitHub URL; bullet split into two for readability.
docs/docs/extraction/concepts.md	Single cross-link updated from starter-kits.md to the GitHub examples README URL.
docs/docs/extraction/getting-started-about.md	Single cross-link updated from starter-kits.md to the GitHub examples README URL.
docs/docs/extraction/agentic-retrieval-concept.md	Single cross-link updated from starter-kits.md to the GitHub examples README URL.
docs/docs/extraction/workflow-e2e-blueprints.md	Single cross-link updated from starter-kits.md to the GitHub examples README URL.

Flowchart

%%{init: {'theme': 'neutral'}}%%
flowchart TD
    A[User visits legacy URL
/extraction/starter-kits/
/extraction/notebooks/
/extraction/integrations-*/] -->|mkdocs-redirects| B[GitHub examples/README.md]
    C[Sidebar: Starter kits nav entry] -->|external link| B
    D[Cross-links in docs
overview · concepts · deployment-options
getting-started-about · workflow-e2e-blueprints
agentic-retrieval-concept] -->|absolute GitHub URL| B
    B --> E[Relative .ipynb links
building_vdb_operator.ipynb
langchain_multimodal_rag.ipynb
llama_index_multimodal_rag.ipynb
nemo_retriever_..._filter.ipynb]
    B --> F[docs.nvidia.com absolute links
Quickstart · Ingest workflow
Vector databases · Overview]
    B --> G[External absolute links
build.nvidia.com · evaluation/*.ipynb]
    style B fill:#76b900,color:#fff

Loading

%%{init: {'theme': 'base', 'themeVariables': {"darkMode": true, "background": "#0d1117", "primaryColor": "#21262d", "primaryTextColor": "#e6edf3", "primaryBorderColor": "#8b949e", "lineColor": "#8b949e", "textColor": "#e6edf3", "edgeLabelBackground": "#161b22", "actorBkg": "#21262d", "actorBorder": "#8b949e", "actorTextColor": "#e6edf3", "actorLineColor": "#8b949e", "signalColor": "#8b949e", "signalTextColor": "#e6edf3", "noteBkgColor": "#373320", "noteBorderColor": "#d4a72c", "noteTextColor": "#f0e6c0", "labelBoxBkgColor": "#21262d", "labelBoxBorderColor": "#8b949e", "labelTextColor": "#e6edf3", "loopTextColor": "#e6edf3", "activationBkgColor": "#30363d", "activationBorderColor": "#8b949e"}}}%%
flowchart TD
    A[User visits legacy URL
/extraction/starter-kits/
/extraction/notebooks/
/extraction/integrations-*/] -->|mkdocs-redirects| B[GitHub examples/README.md]
    C[Sidebar: Starter kits nav entry] -->|external link| B
    D[Cross-links in docs
overview · concepts · deployment-options
getting-started-about · workflow-e2e-blueprints
agentic-retrieval-concept] -->|absolute GitHub URL| B
    B --> E[Relative .ipynb links
building_vdb_operator.ipynb
langchain_multimodal_rag.ipynb
llama_index_multimodal_rag.ipynb
nemo_retriever_..._filter.ipynb]
    B --> F[docs.nvidia.com absolute links
Quickstart · Ingest workflow
Vector databases · Overview]
    B --> G[External absolute links
build.nvidia.com · evaluation/*.ipynb]
    style B fill:#76b900,color:#fff

Loading

_{Reviews (7): Last reviewed commit: "Merge branch 'main' into docs/starter-ki..." | Re-trigger Greptile}