brainstorming
brainstorming
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or planning anything new, in software or out of it (a talk, a business, a renovation).
integrations-and-extensionsHandle code-review-graph custom languages, embeddings, wiki, registry, daemon, GitHub Action, and eval workflows.
Independent GitHub snapshot · Automated classification · Original documentation governs
Use this sub-skill for advanced or optional workflows: custom parser languages, semantic embeddings, wiki generation, multi-repo registry and daemon support, GitHub Action integration, and evaluation/benchmark guidance.
all by default.Read references/custom-languages.md for .code-review-graph/languages.toml workflows. Read references/embeddings.md for semantic-search and provider behavior. Read references/registry-and-daemon.md for multi-repo registry, watch daemon, and repo listing. Read references/github-action.md for PR review automation. Read references/eval.md for benchmark/reproduction guidance. Read references/troubleshooting.md when an optional dependency, provider, grammar, daemon state, or eval run fails.
| User task | Do this |
|---|---|
| "Add a custom language" | Edit .code-review-graph/languages.toml and rebuild the graph. |
| "Enable semantic search" | Install the embeddings extra, then run the embedding workflow. |
| "Generate wiki pages" | Use the wiki generation workflow after communities exist. |
| "Register multiple repos" | Use the registry/daemon commands. |
| "Run a PR review in CI" | Use the GitHub Action pattern and the bundled PR renderer. |
| "Reproduce benchmarks" | Follow the eval reference and be prepared for expensive, repo-clone-heavy work. |
Only install an optional extra when the task requires it:
code-review-graph[embeddings] for local sentence-transformers embeddings.code-review-graph[google-embeddings] for Google Gemini embeddings.code-review-graph[communities] for igraph-based community detection.code-review-graph[wiki] for Ollama-backed wiki summaries.code-review-graph[eval] for benchmark and report helpers.code-review-graph[enrichment] for deeper Python call-resolution enrichment.Do not install all unless the user explicitly wants every optional feature in one environment.
.code-review-graph/languages.toml and a rebuild.install-and-setup.review-changes.graph-exploration.Native tests that ground this route include custom-language tests, embeddings tests, registry and daemon tests, wiki tests, eval tests, and PR workflow security tests. Some of these are optional or service-backed; record unverified optional capabilities explicitly instead of implying full support.