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Where DeepWiki helps CodeVetter maintainers, where it is rejected, and what would fit for generated architecture docs.

Documentation tooling — the DeepWiki boundary

Verified 2026-08-30. See tooling-decisions.md for the cross-category summary.

Verdict: wired as a maintainer query aid; rejected as a documentation pipeline or product dependency. The public DeepWiki MCP endpoint is configured in the owner’s Codex environment for questions about this public repository. It is not tracked repository configuration, does not ingest customer repositories, and does not replace committed documentation or executable proof.

Codex discovers MCP servers at session startup. After adding or changing the DeepWiki entry, start a new session before claiming the tools are callable.

Why

The privacy question is subtler than it first appears

CodeVetter’s own repository is public, so the free hosted deepwiki.com and its MCP server (https://mcp.deepwiki.com/mcp) already work on it today with zero setup. The private-repo blocker does not bite this repo.

It bites hard the moment DeepWiki-style indexing touches the product’s actual privacy-sensitive surface: the user repositories being reviewed. Adopting the pattern for our own docs normalises a dependency that cannot be extended to the product itself without contradicting its central promise.

Private repos are paid, and nothing runs offline

Private repositories require a paid Devin account (ACU-billed). The free public MCP server and web UI work only on public repos.

Exact pricing is UNVERIFIED — both devin.ai/pricing and cognition.com/pricing returned HTTP 429 to every fetch attempt.

Nothing about the deepwiki.com product runs offline. The only offline-capable option is a different, independent project (AsyncFuncAI/deepwiki-open), not the hosted product.

It fails on process grounds independently of privacy

Promoting its generated pages to product documentation would still conflict with this repo’s own documented rules:

  • “Markdown under docs/ is the source of truth.” A hosted generated wiki is a second, non-authoritative home for the same facts.
  • “One canonical home per fact.” It duplicates by construction.
  • It is invisible to scripts/check-docs.mjs and to Blume’s navigation, so nothing validates its links or keeps it in the sidebar.

This was already known

codebase-context-tools-landscape.md assessed DeepWiki in April 2026 and reached the same conclusion. That document sat in a top-level research/ directory that nothing linked to, so the finding was effectively lost and the question got asked again.

The August 2026 re-check confirmed the product/docs boundary still holds, and that the three self-hosted alternatives it named remain active:

Project Stars License Last push
AsyncFuncAI/deepwiki-open 17.8k MIT 2026-08-16
AIDotNet/OpenDeepWiki 3.5k MIT 2026-08-27
sopaco/deepwiki-rs 1.7k MIT 2026-08-14

The reusable lesson is filed in failed-approaches.md: research that lives outside docs/ gets re-done.

If auto-generated architecture docs are still wanted

sopaco/deepwiki-rs (MIT) is the closest fit. Use it as a generator, not a service:

  1. Run it locally to produce Mermaid/C4 markdown.
  2. Commit the output into docs/architecture/.
  3. Let it go through normal PR review like any other change.

That keeps markdown as the source of truth, keeps check-docs.mjs and Blume in control of validation and navigation, and adds no runtime dependency or network call. Never embed it as a live service — that reintroduces every problem listed above.

AsyncFuncAI/deepwiki-open ships Ollama Docker configs and is the option to look at if fully local model-driven generation is ever wanted, at the cost of running a container stack.

Method note

WebSearch was already at its session budget cap when this was verified, so all facts came from direct fetches of primary sources (deepwiki.com, docs.devin.ai) and gh api / gh search against GitHub. No claims here come from model memory. Pricing remains the one unverified item.

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