From c59c9365c9ac6357fdd3824e4d27487f1e142421 Mon Sep 17 00:00:00 2001 From: Wada Yusuke Date: Fri, 3 Jul 2026 00:00:08 +0900 Subject: [PATCH] =?UTF-8?q?feat(lint):=20env=5Fkeys=20drift=20=E6=A4=9C?= =?UTF-8?q?=E7=9F=A5=E3=82=92=E6=9C=AC=E7=95=AA=E7=B5=8C=E8=B7=AF=E3=81=B8?= =?UTF-8?q?=E6=8B=A1=E5=BC=B5=20+=20AI=20=E3=83=95=E3=83=AC=E3=83=B3?= =?UTF-8?q?=E3=83=89=E3=83=AA=E3=83=BC=E3=81=95=E3=83=80=E3=83=83=E3=82=B7?= =?UTF-8?q?=E3=83=A5=E3=83=9C=E3=83=BC=E3=83=89=E3=82=92=E8=BF=BD=E5=8A=A0?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit lint-env-keys の強化（従来は docker-compose の正方向のみ）: - cloud_run main.tf の env 名（静的 block + secret locals キー）が env_keys.py に存在するかの逆方向検証を追加（本番注入経路を初めて機械検証下に） - docker-compose の逆方向検証を追加（rename/削除時の旧名残留・typo を検知） - backend/app のリテラル os.getenv("XXX") 参照禁止を機械強制 （従来は規律のみ。3 検知ともネガティブテストで fail することを確認済み） AI フレンドリーさダッシュボード: - scripts/metrics-ai-friendliness.sh を新規作成。手戻りコミット率 / CodeRabbit 指摘密度 / ルール追記数を PR 履歴から月次集計し、 docs/metrics/ai-friendliness.md（mermaid xychart）を再生成する - PR 単位の計測値は ai-friendliness-data.json にキャッシュ（差分のみ API 取得） - make metrics-ai-friendliness ターゲットと README 導線を追加 Co-Authored-By: Claude Fable 5 --- Makefile | 19 +- README.md | 1 + backend/app/core/env_keys.py | 17 +- docs/metrics/ai-friendliness-data.json | 2151 ++++++++++++++++++++++++ docs/metrics/ai-friendliness.md | 78 + scripts/lint-env-keys.sh | 68 +- scripts/metrics-ai-friendliness.sh | 206 +++ 7 files changed, 2530 insertions(+), 10 deletions(-) create mode 100644 docs/metrics/ai-friendliness-data.json create mode 100644 docs/metrics/ai-friendliness.md create mode 100755 scripts/metrics-ai-friendliness.sh diff --git a/Makefile b/Makefile index 0e845fb8..2a337d84 100644 --- a/Makefile +++ b/Makefile @@ -8,6 +8,7 @@ dupe-check dupe-check-html dupe-clean \ build-web build-backend deploy-web \ gen-redirects codegen-types licenses \ + metrics-ai-friendliness \ migrate migrate-create \ infra-fmt infra-fmt-check infra-validate-dev infra-validate-stg infra-validate-prod infra-validate \ clean @@ -45,7 +46,7 @@ help: @echo " typecheck-backend Backend: pyright 型チェック" @echo " lint-web Frontend: eslint" @echo " lint-web-messages Frontend: setError等にリテラル日本語が渡っていないか検知" - @echo " lint-env-keys env名/エラーコードの SSoT drift を検知 (env_keys.py↔compose, errors.py↔errorCodes.ts)" + @echo " lint-env-keys env名/エラーコードの SSoT drift を検知 (env_keys.py↔compose/cloud_run 双方向, リテラル参照禁止, errors.py↔errorCodes.ts)" @echo " lint-fix リント自動修正 (ruff + eslint)" @echo " format Prettier で整形" @echo " format-check Prettier チェック" @@ -55,6 +56,9 @@ help: @echo " dupe-check-html 同上 (HTML レポート出力後にパスを表示)" @echo " dupe-clean report/dupe/ を削除" @echo "" + @echo "計測" + @echo " metrics-ai-friendliness AI フレンドリーさ指標を GitHub 履歴から集計し docs/metrics/ を再生成" + @echo "" @echo "ビルド" @echo " build-web Vite ビルド" @echo " build-backend Docker イメージビルド" @@ -174,7 +178,8 @@ lint-web-messages: nix develop --command bash scripts/lint-web-messages.sh # env 名 / エラーコードの SSoT drift を検知。 -# env_keys.py↔docker-compose.yml、errors.py↔errorCodes.ts の集合一致を検証する。 +# env_keys.py↔docker-compose.yml（双方向）/ cloud_run main.tf（逆方向）、 +# backend のリテラル env 参照禁止、errors.py↔errorCodes.ts の集合一致を検証する。 # grep/sed/comm のみに依存（ripgrep 不要）。他 lint と揃えて nix wrap で実行する。 lint-env-keys: nix develop --command bash scripts/lint-env-keys.sh @@ -232,6 +237,16 @@ gen-redirects: codegen-types: nix develop --command bash -c "set -e; cd backend && .venv/bin/python scripts/export_openapi.py && cd ../web && node scripts/gen-types.mjs" +# ------------------------------------------------------------------ # +# 計測（AI フレンドリーさダッシュボード） +# ------------------------------------------------------------------ # + +# 手戻りコミット率・CodeRabbit 指摘密度等を GitHub 履歴から月次集計し、 +# docs/metrics/ai-friendliness.md（ダッシュボード）を再生成する。 +# gh の認証（ホスト側 keyring）を使うため nix wrap しない（依存: gh / jq / git のみ）。 +metrics-ai-friendliness: + bash scripts/metrics-ai-friendliness.sh + # ------------------------------------------------------------------ # # 使用 OSS ライセンス一覧 # ------------------------------------------------------------------ # diff --git a/README.md b/README.md index cc2a45e1..d0fd5ae0 100644 --- a/README.md +++ b/README.md @@ -14,6 +14,7 @@ GitHub活動分析、ブログ連携による発信力を集計 | [docs/data-model.md](./docs/data-model.md) | Turso (libSQL) 運用・Alembic マイグレーション・データ設計 | | [docs/adr/](./docs/adr/) | アーキテクチャ判断記録（ADR） | | [docs/runbooks/](./docs/runbooks/) | 運用 Runbook | +| [docs/metrics/ai-friendliness.md](./docs/metrics/ai-friendliness.md) | AI フレンドリーさ指標の月次ダッシュボード（`make metrics-ai-friendliness` で再生成） | ## 主な機能 diff --git a/backend/app/core/env_keys.py b/backend/app/core/env_keys.py index 1f569386..8ab674ed 100644 --- a/backend/app/core/env_keys.py +++ b/backend/app/core/env_keys.py @@ -26,10 +26,19 @@ ## drift 検知（自動） -本モジュールの定数値が `docker-compose.yml` の environment にすべて存在するかは -`scripts/lint-env-keys.sh`（`make lint-env-keys` / CI の test-backend ジョブ）で機械検証する。 -rename / 追加で compose 追従を忘れると lint が落ちる。ローカル開発で意図的に注入しない -定数（起動時内部フラグ等）は同スクリプトの `COMPOSE_ALLOWLIST` に明示的に追記する。 +`scripts/lint-env-keys.sh`（`make lint-env-keys` / CI）が以下を機械検証する: + +- 本モジュールの定数値が `docker-compose.yml` の environment にすべて存在するか。 + ローカル開発で意図的に注入しない定数（起動時内部フラグ等）は同スクリプトの + `COMPOSE_ALLOWLIST` に明示的に追記する。 +- `docker-compose.yml` / `infra/modules/cloud_run/main.tf` に書かれた env 名が + すべて本モジュールに存在するか（rename / 削除時の旧名残留・typo を検知）。 + cloud_run は環境変数ごとに注入要否が異なるため逆方向のみ検証する。 +- backend/app が `os.getenv("XXX")` 等の文字列リテラルで env を参照していないか + （本モジュールの定数経由を機械強制する）。 + +`.github/workflows/ci.yml` は検証対象外（実 API を CI から呼ばないため。 +OPENAI_API_KEY のコメント参照）。`docs/api.md` の環境変数表は手動同期のまま。 ## 関連ドキュメント diff --git a/docs/metrics/ai-friendliness-data.json b/docs/metrics/ai-friendliness-data.json new file mode 100644 index 00000000..04d20cfc --- /dev/null +++ b/docs/metrics/ai-friendliness-data.json @@ -0,0 +1,2151 @@ +[ + { + "number": 1, + "merged_at": "2026-02-21T14:33:20Z", + "commits_total": 1, + "commits_rework": 0, + "review_comments": 0 + }, + { + "number": 3, + "merged_at": 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+「AI エージェントが不変条件を壊さず開発できるアーキテクチャ」（scoped rules / SSoT lint / +codegen drift 検知）の効果を、GitHub 履歴から取れる代理指標の**月次推移**で観測する。 + +- 再生成: `make metrics-ai-friendliness`（判定パターン変更後は `--full` で全再取得） +- データ正本: [`ai-friendliness-data.json`](./ai-friendliness-data.json)（PR 単位の計測値。マージ済み PR は不変のため差分のみ取得） +- 最終生成日: 2026-07-02 + +## 指標の定義 + +| 指標 | 定義 | 望ましい向き | +|---|---|---| +| 手戻りコミット率 | PR 内コミット（Merge 除く）のうち `review(...)` / `fix(ci)` 等のレビュー・CI 対応コミットの割合 | 低いほど「一発で不変条件を守れている」 | +| CodeRabbit 指摘数 / PR | PR の inline review comments のうち CodeRabbit による件数の PR 平均 | 低いほど機械レビュー前に品質が担保されている | +| ルール追記コミット数 | `.claude/rules` / `CLAUDE.md`（旧 `AGENTS.md`）に触れたコミット数 | 事故由来の追記が減り漸近するのが理想（proxy） | + +## 読み方の注意（交絡） + +- **比較が有効なのは 2026-05 以降のみ**。レビュー対応コミット規約（`review(...)`）と CodeRabbit の導入以前の月は、手戻り率・指摘数が「ゼロ」に見えるが実際は**観測不能**（規約が無く squash 前の手戻りを識別できない） +- 期間中に **LLM モデル自体が世代交代**しており、改善がアーキテクチャ起因かモデル起因かは分離できない。**因果ではなく記述統計**として読む +- 作者のプロンプト習熟・タスク難度の変動も混ざる +- 直近月は PR 数が少なく率が暴れる（小標本）。月次 PR 数と併せて読む +- ルール追記コミットは構成整理・初期整備も含む proxy であり、すべてが「事故」ではない +- Renovate 等の bot PR は母数から除外している + +## 手戻りコミット率（%） + +```mermaid +xychart-beta + title "手戻りコミット率（% / 月）" + x-axis ["2026-02", "2026-03", "2026-04", "2026-05", "2026-06", "2026-07"] + y-axis "%" + line [0, 0, 0, 1, 15.4, 37.5] +``` + +## CodeRabbit 指摘数 / PR + +```mermaid +xychart-beta + title "CodeRabbit 指摘数 / PR（月平均）" + x-axis ["2026-02", "2026-03", "2026-04", "2026-05", "2026-06", "2026-07"] + y-axis "件 / PR" + line [0, 0, 0, 1.1, 1.6, 0] +``` + +## 月次 PR 数（母数の文脈） + +```mermaid +xychart-beta + title "マージ済み PR 数（bot 除く / 月）" + x-axis ["2026-02", "2026-03", "2026-04", "2026-05", "2026-06", "2026-07"] + y-axis "件" + bar [9, 92, 64, 74, 64, 4] +``` + +## ルール追記コミット数 + +```mermaid +xychart-beta + title "rules / CLAUDE.md 追記コミット数（月）" + x-axis ["2026-02", "2026-03", "2026-04", "2026-05", "2026-06", "2026-07"] + y-axis "件" + bar [0, 4, 2, 26, 22, 2] +``` + +## 月次データ + +| 月 | PR 数 | コミット | 手戻り | 手戻り率 % | 指摘 | 指摘 / PR | ルール追記 | +|---|---|---|---|---|---|---|---| +| 2026-02 | 9 | 11 | 0 | 0 | 0 | 0 | 0 | +| 2026-03 | 92 | 346 | 0 | 0 | 0 | 0 | 4 | +| 2026-04 | 64 | 622 | 0 | 0 | 0 | 0 | 2 | +| 2026-05 | 74 | 401 | 4 | 1 | 79 | 1.1 | 26 | +| 2026-06 | 64 | 169 | 26 | 15.4 | 101 | 1.6 | 22 | +| 2026-07 | 4 | 8 | 3 | 37.5 | 0 | 0 | 2 | diff --git a/scripts/lint-env-keys.sh b/scripts/lint-env-keys.sh index 315e7f35..124c8a2e 100755 --- a/scripts/lint-env-keys.sh +++ b/scripts/lint-env-keys.sh @@ -7,14 +7,27 @@ # 複製を消せないため、複製を消す代わりに「複製が正本と一致しているか」を機械検証する。 # # 検証内容: -# (1) env 名: backend/app/core/env_keys.py の定数値（= 実 env 名）が +# (1) env 名（正方向）: backend/app/core/env_keys.py の定数値（= 実 env 名）が # docker-compose.yml の environment ブロックにすべて存在するか # （ALLOWLIST で起動時内部フラグ等を除外）。rename / 削除時の同期忘れを CI で止める。 -# (2) エラーコード: backend/app/core/errors.py の ErrorCode 値集合と +# (2) env 名（逆方向）: docker-compose.yml / infra/modules/cloud_run/main.tf に +# 書かれた env 名がすべて env_keys.py に存在するか。rename / 削除時に downstream へ +# 旧名が残留する drift と typo を検知する。本番注入経路（cloud_run）は環境変数ごとに +# 注入要否が異なる（ローカル専用の OLLAMA_* 等がある）ため、正方向（すべて注入 +# されているか）は検証できず逆方向のみ検証する。 +# (3) リテラル参照禁止: backend/app が os.getenv("XXX") / os.environ["XXX"] / +# os.environ.get("XXX") の文字列リテラルで env を参照していないか +# （env_keys 定数経由を機械強制する。従来は規律のみだった）。 +# (4) エラーコード: backend/app/core/errors.py の ErrorCode 値集合と # web/src/constants/errorCodes.ts の ERROR_CODES が完全一致するか。 # FE 側の型検査（Record）は FE 内で完結するため、 # BE が新コードを追加して FE 未反映の drift は型エラーにならない。それを補う。 # +# 対象外（意図的）: +# - .github/workflows/ci.yml: 実 API を CI から呼ばないため（env_keys.py の +# OPENAI_API_KEY コメント参照） +# - docs/api.md の環境変数表: 手動同期のまま（doc drift は実害が小さい） +# # 正本: # - env 名: backend/app/core/env_keys.py # - エラーコード: backend/app/core/errors.py の ErrorCode @@ -26,6 +39,7 @@ cd "$(dirname "$0")/.." ENV_KEYS="backend/app/core/env_keys.py" COMPOSE="docker-compose.yml" +CLOUD_RUN_TF="infra/modules/cloud_run/main.tf" ERRORS_PY="backend/app/core/errors.py" ERROR_CODES_TS="web/src/constants/errorCodes.ts" @@ -74,7 +88,53 @@ if [ -n "$missing_in_compose" ]; then fail=1 fi -# ── (2) errors.py ErrorCode == errorCodes.ts ERROR_CODES ────────────────── +# ── (2) 逆方向: downstream の env 名 ⊆ env_keys.py ───────────────────────── +# rename / 削除時に compose / cloud_run へ旧名が残留する drift と typo を検知する。 +# +# cloud_run の env 名は 2 形式から取る: +# - 静的 env block: name = "XXX" +# - secret env の locals: XXX = "secret-name"（dynamic env の name は locals キーが正本） +cloud_run_names=$({ + grep -E 'name[[:space:]]+=[[:space:]]+"[A-Z_]+"' "$CLOUD_RUN_TF" \ + | sed -E 's/.*"([A-Z_]+)".*/\1/' + grep -E '^[[:space:]]*[A-Z_]+[[:space:]]*=[[:space:]]*"' "$CLOUD_RUN_TF" \ + | sed -E 's/^[[:space:]]*([A-Z_]+).*/\1/' +} | sort -u) + +unknown_in_compose=$(comm -23 <(printf '%s\n' "$compose_names") <(printf '%s\n' "$env_names")) +unknown_in_cloud_run=$(comm -23 <(printf '%s\n' "$cloud_run_names") <(printf '%s\n' "$env_names")) + +if [ -n "$unknown_in_compose" ] || [ -n "$unknown_in_cloud_run" ]; then + echo "ERROR: $ENV_KEYS に存在しない env 名が downstream に残っています:" >&2 + if [ -n "$unknown_in_compose" ]; then + echo " $COMPOSE:" >&2 + printf ' - %s\n' $unknown_in_compose >&2 + fi + if [ -n "$unknown_in_cloud_run" ]; then + echo " $CLOUD_RUN_TF:" >&2 + printf ' - %s\n' $unknown_in_cloud_run >&2 + fi + echo "" >&2 + echo "rename / 削除した env 名の旧名残留か typo です。downstream 側を追従してください。" >&2 + echo "" >&2 + fail=1 +fi + +# ── (3) backend のリテラル env 参照禁止（env_keys 定数経由を強制） ────────── +# env_keys.py 自身は docstring にリテラル例を含むため除外する。 +literal_refs=$(grep -rnE 'os\.(getenv|environ\.get)\([[:space:]]*"|os\.environ\[[[:space:]]*"' \ + backend/app --include='*.py' | grep -v 'app/core/env_keys\.py' || true) + +if [ -n "$literal_refs" ]; then + echo "ERROR: backend/app に文字列リテラルでの env 参照があります:" >&2 + printf '%s\n' "$literal_refs" | sed 's/^/ /' >&2 + echo "" >&2 + echo "from app.core import env_keys した上で os.getenv(env_keys.XXX) を使ってください。" >&2 + echo "" >&2 + fail=1 +fi + +# ── (4) errors.py ErrorCode == errorCodes.ts ERROR_CODES ────────────────── be_codes=$(grep -E '^[[:space:]]+[A-Z_]+[[:space:]]*=[[:space:]]*"[A-Z_]+"' "$ERRORS_PY" \ | sed -E 's/.*=[[:space:]]*"([A-Z_]+)".*/\1/' | sort -u) fe_codes=$(grep -E '^[[:space:]]+"[A-Z_]+",' "$ERROR_CODES_TS" \ @@ -103,4 +163,4 @@ if [ "$fail" -ne 0 ]; then exit 1 fi -echo "lint-env-keys: OK（env 名 / ErrorCode の SSoT drift なし）" +echo "lint-env-keys: OK（env 名 compose/cloud_run・リテラル参照・ErrorCode の SSoT drift なし）" diff --git a/scripts/metrics-ai-friendliness.sh b/scripts/metrics-ai-friendliness.sh new file mode 100755 index 00000000..99086e12 --- /dev/null +++ b/scripts/metrics-ai-friendliness.sh @@ -0,0 +1,206 @@ +#!/usr/bin/env bash +# AI フレンドリーさの推移指標を GitHub 履歴から集計し、ダッシュボード md を再生成する。 +# +# 背景: +# 本リポジトリは「AI エージェントが不変条件を壊さず開発できるアーキテクチャ」を +# 主目的の一つとしている（scoped rules / SSoT lint / codegen drift 検知）。 +# その効果を「そう感じる」で終わらせず、PR 履歴から観測可能な代理指標の月次推移で追う。 +# +# 指標（いずれも月次・マージ済み PR ベース。bot PR は母数から除外）: +# (1) 手戻りコミット率: PR 内コミットのうち REWORK_PATTERN（review(...) 等の +# レビュー/CI 対応 prefix）に一致する割合。squash merge 運用のため main の +# git log からは復元できず、GitHub API で PR ごとの生コミットを取得する。 +# (2) CodeRabbit 指摘数 / PR: PR の inline review comments のうち CodeRabbit による件数。 +# (3) ルール追記コミット数: .claude/rules / CLAUDE.md（旧 AGENTS.md）に触れたコミット数。 +# 「不変条件が壊れて再発防止ルールを足した」の代理指標（構成整理も含む proxy）。 +# +# データの正本とキャッシュ: +# - PR ごとの計測値は docs/metrics/ai-friendliness-data.json に保持する。 +# マージ済み PR は不変なので、既取得の PR は再取得しない（差分のみ API を叩く）。 +# - docs/metrics/ai-friendliness.md は本スクリプトが全体を再生成する生成物。手で編集しない。 +# - 判定パターン変更後など全再取得したい場合は --full を付ける（data JSON を作り直す）。 +# +# 依存: gh（認証済み）/ jq / git。ホスト側で実行する（nix devshell 不要）。 +set -euo pipefail + +cd "$(dirname "$0")/.." + +DATA="docs/metrics/ai-friendliness-data.json" +OUT="docs/metrics/ai-friendliness.md" + +# 手戻りコミット判定（コミットメッセージ先頭行に適用）。 +# コミット規約: review(scope): は CodeRabbit / レビュー指摘対応、fix(ci) は CI こけ対応。 +REWORK_PATTERN='^review[(:]|^fix\(ci\)|[Cc]ode[Rr]abbit' +# 集計対象外の bot author（依存更新 PR 等は AI 開発の観測対象ではない） +BOT_PATTERN='renovate|dependabot|coderabbit|github-actions' + +for cmd in gh jq git; do + command -v "$cmd" >/dev/null 2>&1 || { echo "ERROR: $cmd が必要です" >&2; exit 1; } +done + +if [ "${1:-}" = "--full" ]; then + rm -f "$DATA" +fi +mkdir -p docs/metrics +[ -f "$DATA" ] || echo "[]" > "$DATA" + +REPO=$(gh repo view --json nameWithOwner -q .nameWithOwner) + +# ── 1. マージ済み PR 一覧（bot 除外） ──────────────────────────────────── +prs=$(gh pr list --state merged --limit 1000 --json number,author,mergedAt \ + | jq --arg bot "$BOT_PATTERN" \ + '[ .[] + | select((.author.is_bot | not) and (((.author.login // "") | test($bot; "i")) | not)) + | {number, mergedAt} ]') + +# ── 2. 未取得 PR の詳細を API から取得して data JSON へ追記 ──────────────── +new_numbers=$(jq -n --argjson prs "$prs" --slurpfile known "$DATA" \ + '(($prs | map(.number)) - ($known[0] | map(.number))) | sort | .[]') + +total_new=$(printf '%s\n' "$new_numbers" | grep -c . || true) +echo "対象 PR: $(jq -n --argjson p "$prs" '$p | length') 件（新規取得: $total_new 件）" + +i=0 +for n in $new_numbers; do + i=$((i + 1)) + merged_at=$(jq -rn --argjson prs "$prs" --argjson n "$n" \ + '$prs[] | select(.number == $n) | .mergedAt') + # --paginate はページごとに JSON 配列を吐くため jq -s 'add' で結合する + msgs=$(gh api "repos/$REPO/pulls/$n/commits" --paginate \ + | jq -s '[(add // [])[] | .commit.message | split("\n")[0]]') + comments=$(gh api "repos/$REPO/pulls/$n/comments" --paginate \ + | jq -s '[(add // [])[] | select(((.user.login // "") | test("coderabbit"; "i")))] | length') + record=$(jq -n --argjson n "$n" --arg m "$merged_at" --argjson msgs "$msgs" \ + --argjson c "$comments" --arg re "$REWORK_PATTERN" ' + { + number: $n, + merged_at: $m, + commits_total: ([$msgs[] | select(startswith("Merge ") | not)] | length), + commits_rework: ([$msgs[] | select(test($re))] | length), + review_comments: $c + }') + jq --argjson r "$record" '. + [$r] | sort_by(.number)' "$DATA" > "$DATA.tmp" \ + && mv "$DATA.tmp" "$DATA" + if [ $((i % 25)) -eq 0 ]; then + echo " ... $i / $total_new" + fi +done + +# ── 3. ルール追記コミット（git log から毎回全量を再計算） ────────────────── +rule_months=$(git log --format=%as -- .claude/rules .claude/CLAUDE.md AGENTS.md \ + | cut -c1-7 | sort | uniq -c \ + | awk '{printf "{\"month\":\"%s\",\"count\":%s}\n", $2, $1}' | jq -s '.') + +# ── 4. 月次集計 ─────────────────────────────────────────────────────────── +summary=$(jq --argjson rules "$rule_months" ' + group_by(.merged_at[:7]) + | map( + { + month: .[0].merged_at[:7], + prs: length, + commits: (map(.commits_total) | add), + rework: (map(.commits_rework) | add), + comments: (map(.review_comments) | add) + } + | . + { + rework_rate: (if .commits > 0 then ((1000 * .rework / .commits | round) / 10) else 0 end), + comments_per_pr: ((10 * .comments / .prs | round) / 10) + } + | . as $row + | $row + {rule_commits: (($rules | map(select(.month == $row.month) | .count) | first) // 0)} + ) + | sort_by(.month)' "$DATA") + +# ── 5. ダッシュボード md を再生成 ───────────────────────────────────────── +# 観測開始月: レビュー対応コミット規約 / CodeRabbit が観測に現れた最初の月。 +# それ以前の月の手戻り率・指摘数は「ゼロ」ではなく「観測不能」（比較対象外）。 +observable_from=$(jq -r '[.[] | select(.rework > 0 or .comments > 0)] | first | .month // "N/A"' <<<"$summary") +months_q=$(jq -r '[.[].month | "\"" + . + "\""] | join(", ")' <<<"$summary") +rework_vals=$(jq -r '[.[].rework_rate] | join(", ")' <<<"$summary") +comment_vals=$(jq -r '[.[].comments_per_pr] | join(", ")' <<<"$summary") +pr_vals=$(jq -r '[.[].prs] | join(", ")' <<<"$summary") +rule_vals=$(jq -r '[.[].rule_commits] | join(", ")' <<<"$summary") +table_rows=$(jq -r '.[] | "| \(.month) | \(.prs) | \(.commits) | \(.rework) | \(.rework_rate) | \(.comments) | \(.comments_per_pr) | \(.rule_commits) |"' <<<"$summary") +generated_at=$(date '+%Y-%m-%d') + +cat > "$OUT" < + +「AI エージェントが不変条件を壊さず開発できるアーキテクチャ」（scoped rules / SSoT lint / +codegen drift 検知）の効果を、GitHub 履歴から取れる代理指標の**月次推移**で観測する。 + +- 再生成: \`make metrics-ai-friendliness\`（判定パターン変更後は \`--full\` で全再取得） +- データ正本: [\`ai-friendliness-data.json\`](./ai-friendliness-data.json)（PR 単位の計測値。マージ済み PR は不変のため差分のみ取得） +- 最終生成日: $generated_at + +## 指標の定義 + +| 指標 | 定義 | 望ましい向き | +|---|---|---| +| 手戻りコミット率 | PR 内コミット（Merge 除く）のうち \`review(...)\` / \`fix(ci)\` 等のレビュー・CI 対応コミットの割合 | 低いほど「一発で不変条件を守れている」 | +| CodeRabbit 指摘数 / PR | PR の inline review comments のうち CodeRabbit による件数の PR 平均 | 低いほど機械レビュー前に品質が担保されている | +| ルール追記コミット数 | \`.claude/rules\` / \`CLAUDE.md\`（旧 \`AGENTS.md\`）に触れたコミット数 | 事故由来の追記が減り漸近するのが理想（proxy） | + +## 読み方の注意（交絡） + +- **比較が有効なのは $observable_from 以降のみ**。レビュー対応コミット規約（\`review(...)\`）と CodeRabbit の導入以前の月は、手戻り率・指摘数が「ゼロ」に見えるが実際は**観測不能**（規約が無く squash 前の手戻りを識別できない） +- 期間中に **LLM モデル自体が世代交代**しており、改善がアーキテクチャ起因かモデル起因かは分離できない。**因果ではなく記述統計**として読む +- 作者のプロンプト習熟・タスク難度の変動も混ざる +- 直近月は PR 数が少なく率が暴れる（小標本）。月次 PR 数と併せて読む +- ルール追記コミットは構成整理・初期整備も含む proxy であり、すべてが「事故」ではない +- Renovate 等の bot PR は母数から除外している + +## 手戻りコミット率（%） + +\`\`\`mermaid +xychart-beta + title "手戻りコミット率（% / 月）" + x-axis [$months_q] + y-axis "%" + line [$rework_vals] +\`\`\` + +## CodeRabbit 指摘数 / PR + +\`\`\`mermaid +xychart-beta + title "CodeRabbit 指摘数 / PR（月平均）" + x-axis [$months_q] + y-axis "件 / PR" + line [$comment_vals] +\`\`\` + +## 月次 PR 数（母数の文脈） + +\`\`\`mermaid +xychart-beta + title "マージ済み PR 数（bot 除く / 月）" + x-axis [$months_q] + y-axis "件" + bar [$pr_vals] +\`\`\` + +## ルール追記コミット数 + +\`\`\`mermaid +xychart-beta + title "rules / CLAUDE.md 追記コミット数（月）" + x-axis [$months_q] + y-axis "件" + bar [$rule_vals] +\`\`\` + +## 月次データ + +| 月 | PR 数 | コミット | 手戻り | 手戻り率 % | 指摘 | 指摘 / PR | ルール追記 | +|---|---|---|---|---|---|---|---| +$table_rows +EOF + +echo "" +echo "生成完了:" +echo " - $OUT" +echo " - $DATA" +jq -r '.[-3:][] | " \(.month): 手戻り率 \(.rework_rate)% / 指摘 \(.comments_per_pr) 件/PR（PR \(.prs) 件）"' <<<"$summary"