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).
askAnswer grounded questions about the codebase (onboarding / Q&A) using the reviewer RAG + code graph. Use when the user asks how the code works, where something lives, or to explain a subsystem ("where is auth", "how does X work", "explain the indexing flow", "как устроено…", "где у нас…", "объясни код"). Requires a built base index + graph (reviewer MCP ser…
Independent GitHub snapshot · Automated classification · Original documentation governs
Answer a free-text question about the codebase with a grounded response: every claim is
backed by a real path:line citation, never an invented path. Built on the reviewer MCP server
(hybrid RAG + code graph). This skill reads and explains; it does NOT modify code or review PRs.
Always answer the user in Russian (the project language), regardless of this file's language.
Tool calls, code identifiers, and path:line citations stay verbatim.
$ARGUMENTS — a free-text question about the code (e.g. "where is authentication",
"how does index freshness work", "explain the retrieval pipeline").
Use the session-less tools above.
Plus the harness file tools (Read, Grep, Glob) to read source from the local clone on disk.
repo: git remote get-url origin → strip a trailing .git, take the last two path
segments (owner/name). Pass "" to let the server use DEFAULT_REPO if origin is missing.branch:Freshness check (first code question of the session only). After resolving repo/branch and
ONLY on the first code question in this conversation — rely on conversation memory: if you have
already checked index freshness earlier in this session, skip this — run
uvx --from rag-reviewer reviewer status <path> --branch <branch> --json and read drift. If
drift > 0, emit exactly one banner line, in Russian:
«⚠ индекс отстаёт на N коммитов, ответ может не учитывать свежие изменения → rag-reviewer:sync-codebase».
Do NOT block, reindex, ask for confirmation, or call sync_board — this is warn-only. Cost ≈ 0
Voyage (reads index_meta + local git). Fail-open: any error → skip the banner silently
(Q&A is latency-sensitive).
1.5. Subsystem prior (cheap, optional). Call get_subsystem_summaries(repo, branch, query="<the user's question>").
At scale (summary count above the deploy threshold) this returns the top-k subsystems nearest the
question; on small repos it returns all (back-compat). If it returns summaries, use the one matching
the question's subsystem as a high-level orientation before search_codebase — this cuts
exploration steps for architectural / "how does subsystem X work" questions. The summary is only a
prior: every path:line you cite in the answer still comes from real code (search_codebase /
Read), never from the summary text.
Fail-open: empty / unavailable → skip this step and proceed exactly as before.
Search. Call search_codebase(repo, "<question>", branch=…). Parse the
path#fqn (path:start-end) headers to get candidate symbols (node_id) and line ranges.
If the result is (ничего не найдено), go to Fallback.
Lazy expansion (no user prompt). If the output ends with a cliff/rails note reporting a
high-scoring tail beyond the cut AND the question looks broad, you MAY re-call search_codebase
once with a higher ceiling (pass top_k=<bigger>), then merge. Do this silently — never pause to
ask the user.
Expand (only as needed). For an architectural / "how does X work" question, DEFAULT to
skipping the graph tools (related_symbols / callers / definition) — the hybrid search
usually suffices; CLAUDE.md / README are cheap priors to consult first. Only when the answer
genuinely needs call relationships, for the symbols most relevant to the question, call
related_symbols / callers / definition to follow the graph. Do NOT expand everything —
only what the answer requires. Stop once you can answer.
Confirm source. search_codebase snippets are line-numbered, so when the returned snippet
already shows the exact code you cite, you may cite path:line directly from the tool output —
a separate Read is not required for grounding. Use Read only when the snippet was truncated
([...truncated]) or you need surrounding context. Never cite a path:line not present in any
tool output.
Answer (adaptive), in Russian.
path:line + a one-line "why this is relevant".path:line.Cite ONLY paths that were returned by a tool AND confirmed by the tool's line-numbered output or a Read. Never invent or guess a
path or line number. If you cannot ground a statement, say so explicitly instead of fabricating a
citation. This is the skill's acceptance criterion.
A line-numbered search_codebase snippet that contains the cited code counts as grounding — an
extra Read of the same lines is redundant.
If the reviewer MCP server is unreachable or returns (ничего не найдено) / (граф недоступен)
(Postgres/Neo4j/index down), degrade gracefully:
Grep/Glob/Read over the local clone to locate and confirm code.reviewer index). Graph precision depends on
the backend: SCIP → IMPLEMENTS + accurate CALLS; tree-sitter → CALLS by name only.