refactor: rename Step4 to AI 排除問題過濾

.gitea/ai-review/findings.json

@@ -1,58 +1,114 @@
 [
   {
-    "level": "critical",
+    "level": "warning",
     "role": "Rex",
-    "location": "app/git.js:12",
-    "suggestion": "請避免將敏感資料（如 GITEA_TOKEN）直接寫入環境變數，應使用安全的秘密管理工具來管理這些敏感資訊。",
-    "is_new": true
-  },
-  {
-    "level": "warning",
-    "role": "Leo",
-    "location": "app/git.js:21",
-    "suggestion": "建議在函式開頭添加文件註解，說明函式的用途、參數及回傳值，以增強可讀性和可維護性。",
-    "is_new": true
-  },
-  {
-    "level": "warning",
-    "role": "Leo",
-    "location": "app/git.js:21",
-    "suggestion": "建議將硬編碼的 'x-token' 和 'GIT_TOKEN' 提取為常數，並在程式碼中使用這些常數，以提高可維護性。",
-    "is_new": true
-  },
-  {
-    "level": "warning",
-    "role": "Aria",
-    "location": "app/git.js:12",
-    "suggestion": "建議將註解中的「that reads the token from an env var」改為「從環境變數讀取令牌」，以提高可讀性。",
-    "is_new": true
-  },
-  {
-    "level": "warning",
-    "role": "Aria",
     "location": "app/git.js:14",
-    "suggestion": "建議將註解中的「the token value never appears in the script file itself」改為「令牌值不會出現在腳本文件中」，以提高可讀性。",
-    "is_new": true
+    "suggestion": "在 cloneRepo 函數中，請確保 GIT_TOKEN 不會被寫入到檔案系統中，避免敏感資訊洩漏。",
+    "is_new": false
+  },
+  {
+    "level": "warning",
+    "role": "Leo",
+    "location": "app/findings.js:93",
+    "suggestion": "建議在 loadExclusions 函式中增加對於 JSON 格式的驗證，確保讀取的資料符合預期格式，避免潛在的錯誤。",
+    "is_new": false
+  },
+  {
+    "level": "warning",
+    "role": "Leo",
+    "location": "app/findings.js:40",
+    "suggestion": "在 applyExclusions 函式中，建議增加對於 findings 和 exclusions 參數的有效性檢查，以提高程式的健壯性。",
+    "is_new": false
+  },
+  {
+    "level": "warning",
+    "role": "Zara",
+    "location": "app/findings.js:40",
+    "suggestion": "在 applyExclusions 函數中，使用 Array.prototype.some 進行過濾時，可能會導致性能問題，特別是當 findings 和 exclusions 的數量都很大時。建議使用更高效的資料結構（如 HashSet）來加速查詢。",
+    "is_new": false
   },
   {
     "level": "warning",
     "role": "Maya",
-    "location": "app/git.js:21",
-    "suggestion": "應該為 commitAndPush 函數撰寫單元測試，以確保其功能正確性和邊界條件處理。",
-    "is_new": true
+    "location": "app/findings.js:40",
+    "suggestion": "建議在 applyExclusions 函數中增加對 findings 內容的驗證，確保其格式正確，以提高測試的穩定性和可靠性。",
+    "is_new": false
+  },
+  {
+    "level": "info",
+    "role": "Leo",
+    "location": "README.md",
+    "suggestion": "建議在 README 中增加對於新功能（如排除問題過濾）的詳細說明，以便未來的維護者能快速了解其功能。",
+    "is_new": false
+  },
+  {
+    "level": "info",
+    "role": "Leo",
+    "location": "app/main.js",
+    "suggestion": "建議在 main 函式中增加對於每個步驟的詳細註解，讓未來的維護者能更容易理解程式邏輯。",
+    "is_new": false
+  },
+  {
+    "level": "info",
+    "role": "Zara",
+    "location": "app/findings.js:39",
+    "suggestion": "在過濾 findings 時，建議將過濾條件的邏輯提取為獨立函數，以提高可讀性和可維護性。",
+    "is_new": false
+  },
+  {
+    "level": "info",
+    "role": "Zara",
+    "location": "app/main.js:64",
+    "suggestion": "在讀取排除問題檔案時，建議考慮使用非同步方法（如 fs.promises.readFile）來避免阻塞事件循環，提升效能。",
+    "is_new": false
   },
   {
     "level": "info",
     "role": "Aria",
-    "location": "app/git.js:15",
-    "suggestion": "考慮將 GIT_TOKEN 的命名改為 GITEA_TOKEN，以保持一致性。",
-    "is_new": true
+    "location": "README.md:8",
+    "suggestion": "建議將「如果PR問題表格中有嚴重問題，則不要讓 workflow 執行成功(exit 1)」的描述改為「如果 PR 問題表格中有嚴重問題，則不要讓 workflow 執行成功（exit 1）」以提高可讀性。",
+    "is_new": false
+  },
+  {
+    "level": "info",
+    "role": "Aria",
+    "location": "TODO.md:4",
+    "suggestion": "建議將「階段四：findings 寫入與 comment 發布」的標題改為「階段四：排除問題過濾」，以更清楚地反映內容。",
+    "is_new": false
+  },
+  {
+    "level": "info",
+    "role": "Aria",
+    "location": "app/config.js",
+    "suggestion": "建議在 EXCLUSIONS_PATH 的定義上方添加註解，說明該常數的用途，以提高可讀性。",
+    "is_new": false
+  },
+  {
+    "level": "info",
+    "role": "Aria",
+    "location": "app/findings.js",
+    "suggestion": "建議在 loadExclusions 函數的開頭添加註解，說明該函數的用途，以提高可讀性。",
+    "is_new": false
+  },
+  {
+    "level": "info",
+    "role": "Aria",
+    "location": "app/findings.js",
+    "suggestion": "建議在 applyExclusions 函數的開頭添加註解，說明該函數的用途，以提高可讀性。",
+    "is_new": false
   },
   {
     "level": "info",
     "role": "Maya",
-    "location": "app/git.js:21",
-    "suggestion": "建議在測試中模擬環境變數，以避免在測試過程中暴露敏感資訊。",
-    "is_new": true
+    "location": "app/findings.js:7",
+    "suggestion": "建議為 loadExclusions 和 applyExclusions 函數撰寫單元測試，以確保其功能正確並能處理邊界條件。",
+    "is_new": false
+  },
+  {
+    "level": "info",
+    "role": "Maya",
+    "location": "app/main.js:48",
+    "suggestion": "建議在每個主要步驟之後增加測試用例，以驗證每個步驟的輸出是否符合預期。",
+    "is_new": false
   }
 ]

TODO.md

@@ -15,14 +15,14 @@
 - 驗收：log 中能看到 deduplication/resolution confirmation 成功或失敗（如 402），降級時有「保留所有問題」等明確訊息。
 - 完成
 
-## 階段四：排除問題過濾
-- 目標：讀取排除問題檔案，過濾 PR 問題表格中不需要處理的問題。
-- 驗收：log 中能看到排除問題檔案讀取成功或不存在的訊息，以及過濾後 findings 數量變化。
+## 階段四：AI 排除問題過濾
+- 目標：讀取排除問題檔案（exclusions.json）進行規則過濾，並呼叫 AI 判斷剩餘問題是否為誤報或不適用，兩層過濾後產生最終問題清單。
+- 驗收：log 中能看到排除問題檔案讀取成功或不存在的訊息、規則過濾數量變化，以及「AI 誤報過濾: N -> M 筆」或降級訊息。
 - 完成
 
 ## 階段五：findings 寫入與 comment 發布
 - 目標：findings.jsonl 正確寫入，comment 發布順序正確（舊問題→非嚴重→嚴重），每步有 log。
-- 驗收：log 中能看到 findings 寫入、comment sync 的詳細訊息與順序。
+- 驗收：log 中能看到 findings.json 寫入、comment sync 的詳細訊息與順序。
 - 完成
 
 ## 階段六：記憶區 commit/push 與錯誤處理

app/findings.js

@@ -124,9 +124,43 @@ export function applyExclusions(findings, exclusions) {
   const before = findings.length;
   const filtered = findings.filter(f => !exclusions.some(ex =>
     (!ex.role || ex.role === f.role) &&
-    (!ex.location || ex.location === f.location) &&
-    (!ex.suggestion || String(f.suggestion).startsWith(String(ex.suggestion).slice(0, 50)))
+    (!ex.location || String(f.location).includes(ex.location)) &&
+    (!ex.suggestion || String(f.suggestion).includes(String(ex.suggestion).slice(0, 20)))
   ));
   console.log(`  排除過濾: ${before} -> ${filtered.length} 筆（排除 ${before - filtered.length} 筆）`);
   return filtered;
 }
+
+/**
+ * 呼叫 AI 判斷哪些問題是誤報或不需處理，回傳需保留的 findings
+ * 失敗時降級回傳原始 findings
+ */
+export async function filterFalsePositivesWithAI(findings) {
+  if (findings.length === 0) return findings;
+
+  const systemPrompt = `你是一位資深程式碼審查專家，負責判斷審查問題是否為誤報或不需處理。
+給你一份問題清單（JSON 陣列），每筆包含 level、role、location、suggestion。
+請移除以下類型的問題：
+1. 誤報：問題描述與實際程式碼不符（例如：程式碼已正確使用環境變數或 secrets，卻被標記為硬編碼敏感資料）
+2. 不適用：問題在此專案情境下不需處理（例如：CI/CD action 本來就需要透過環境變數傳遞 token）
+只回傳需要保留的問題 JSON 陣列，不要有其他文字。`;
+
+  const userContent = `請判斷以下問題清單，移除誤報或不需處理的問題：\n\n${JSON.stringify(findings, null, 2)}`;
+
+  try {
+    const result = await chatJSON(systemPrompt, userContent);
+    if (Array.isArray(result)) {
+      console.log(`  AI 誤報過濾: ${findings.length} -> ${result.length} 筆`);
+      return result;
+    }
+    throw new Error('AI 回傳非陣列');
+  } catch (e) {
+    const status = e.response?.status;
+    if (status === 402 || status === 429) {
+      console.log(`  ⚠️  AI 誤報過濾失敗（${status} 額度/限流），降級：保留所有問題`);
+    } else {
+      console.log(`  ⚠️  AI 誤報過濾失敗（${e.message}），降級：保留所有問題`);
+    }
+    return findings;
+  }
+}

app/git.js

@@ -14,6 +14,34 @@ function makeRunner(spawn) {
   };
 }
 
+/**
+ * Clone PR head branch to workspace/repo (idempotent)
+ */
+export function cloneRepo(workspace, _spawnSync = spawnSync) {
+  const run = makeRunner(_spawnSync);
+  const baseUrl = GITEA_SERVER_URL.replace(/\/$/, '');
+  const remoteUrl = `${baseUrl}/${GITEA_REPOSITORY}.git`;
+  const repoDir = path.join(workspace, 'repo');
+
+  const askpassScript = path.join(workspace, '.git-askpass.sh');
+  fs.writeFileSync(askpassScript, '#!/bin/sh\necho "$GIT_TOKEN"\n', { mode: 0o700 });
+  const credEnv = { ...process.env, GIT_ASKPASS: askpassScript, GIT_USERNAME: 'x-token', GIT_TOKEN: GITEA_TOKEN };
+
+  try {
+    if (!fs.existsSync(repoDir)) {
+      run(['clone', '--depth=1', '--branch', PR_HEAD_BRANCH, remoteUrl, repoDir], workspace, credEnv);
+      console.log(`  ✅ repo cloned to ${repoDir}`);
+    } else {
+      run(['fetch', 'origin', PR_HEAD_BRANCH], repoDir, credEnv);
+      run(['checkout', PR_HEAD_BRANCH], repoDir);
+      console.log(`  ✅ repo already exists, fetched latest`);
+    }
+  } finally {
+    try { fs.unlinkSync(askpassScript); } catch {}
+  }
+  return repoDir;
+}
+
 export async function commitAndPush(workspace, _spawnSync = spawnSync) {
   const run = makeRunner(_spawnSync);
 

app/main.js

@@ -1,9 +1,9 @@
 import { GITEA_REPOSITORY, PR_NUMBER, PR_HEAD_BRANCH, PR_BASE_BRANCH, getLLMConfig } from './config.js';
 import { loadRoles, getRoleIntro } from './roles.js';
 import { getPRDiff, postComment } from './gitea.js';
-import { analyzeWithRole, loadOldFindings, mergeFindings, sortByLevel, deduplicateWithAI, loadExclusions, applyExclusions } from './findings.js';
+import { analyzeWithRole, loadOldFindings, mergeFindings, sortByLevel, deduplicateWithAI, loadExclusions, applyExclusions, filterFalsePositivesWithAI } from './findings.js';
 import { saveFindings, postOldFindingsComment, postNewNonCriticalComment, postNewCriticalComments } from './comments.js';
-import { commitAndPush } from './git.js';
+import { cloneRepo, commitAndPush } from './git.js';
 
 const WORKSPACE = process.env.GITHUB_WORKSPACE || '/workspace';
 
@@ -65,7 +65,14 @@ async function main() {
 
   // Step3: 讀取舊 findings，合併去重（含 AI 語意去重）
   console.log('\n🔀 Step3: Findings 合併');
-  const oldFindings = loadOldFindings(WORKSPACE);
+  // Clone repo 以讀取舊 findings 與排除清單
+  let repoDir;
+  try {
+    repoDir = cloneRepo(WORKSPACE);
+  } catch (e) {
+    console.log(`  ⚠️  clone repo 失敗（繼續執行）: ${e.message}`);
+  }
+  const oldFindings = loadOldFindings(repoDir || WORKSPACE);
   const mergedFindings = mergeFindings(oldFindings, newFindings);
   console.log(`  Step3 merged findings total=${mergedFindings.length}`);
 
@@ -74,10 +81,11 @@ async function main() {
   const sorted = sortByLevel(deduped);
   console.log(`  Step3b dedup findings total=${sorted.length} (critical=${sorted.filter(f=>f.level==='critical').length} warning=${sorted.filter(f=>f.level==='warning').length} info=${sorted.filter(f=>f.level==='info').length})`);
 
-  // Step4: 讀取排除問題檔案，過濾 PR 問題表格
-  console.log('\n🚫 Step4: 排除問題過濾');
-  const exclusions = loadExclusions(WORKSPACE);
-  const filtered = applyExclusions(sorted, exclusions);
+  // Step4: 讀取排除問題檔案，過濾 PR 問題表格，並請 AI 判斷誤報
+  console.log('\n🚫 Step4: AI 排除問題過濾');
+  const exclusions = loadExclusions(repoDir || WORKSPACE);
+  const ruleFiltered = applyExclusions(sorted, exclusions);
+  const filtered = await filterFalsePositivesWithAI(ruleFiltered);
   console.log(`  Step4 完成: findings total=${filtered.length}`);
 
   // Step5: 寫入 findings.json，依序發布 comment