LRriver opened a new pull request, #355:
URL: https://github.com/apache/hugegraph-ai/pull/355

   ## Purpose
   
   Add an optional HugeGraph AI repository knowledge assistant under 
`tools/ai`. The assistant is intended for Claude Code and Codex users who want 
repository-scoped Q&A for https://github.com/apache/hugegraph-ai, using 
DeepWiki as the online knowledge source while caching wiki contents locally for 
repeated context search.
   
   ## Changes
   
   - Add `tools/ai/hugegraph-ai-deepwiki-skill` as a standalone installable 
module.
   - Include Claude and Codex plugin manifests plus marketplace manifests.
   - Add bilingual installation and usage docs: `README.md` and `README-zh.md`.
   - Add a small DeepWiki MCP client CLI for `structure`, `contents`, 
`context`, `ask`, and `tools`.
   - Keep the assistant isolated from runtime code and project dependencies.
   
   ## Verification
   
   - `python3 -m json.tool` on all new JSON manifests.
   - `python3 -m py_compile 
tools/ai/hugegraph-ai-deepwiki-skill/plugins/hugegraph-ai-deepwiki-skill/skills/hugegraph-ai-deepwiki-skill/scripts/deepwiki_mcp.py`.
   - `uv run --extra dev ruff format --check 
tools/ai/hugegraph-ai-deepwiki-skill/plugins/hugegraph-ai-deepwiki-skill/skills/hugegraph-ai-deepwiki-skill/scripts/deepwiki_mcp.py`.
   - `uv run --extra dev ruff check 
tools/ai/hugegraph-ai-deepwiki-skill/plugins/hugegraph-ai-deepwiki-skill/skills/hugegraph-ai-deepwiki-skill/scripts/deepwiki_mcp.py`.
   - `claude plugin validate tools/ai/hugegraph-ai-deepwiki-skill`.
   - `claude plugin validate 
tools/ai/hugegraph-ai-deepwiki-skill/plugins/hugegraph-ai-deepwiki-skill`.
   - Temporary Codex install via `codex plugin marketplace add` and `codex 
plugin add`.
   - DeepWiki smoke tests: `structure`, cached `context`, and online `ask` for 
`apache/hugegraph-ai`.
   
   ## Compatibility
   
   This is an optional tool module only. It does not change HugeGraph AI 
runtime behavior, public APIs, package dependencies, or default configuration.


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