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6 changed files with 46 additions and 289 deletions
+20 -9
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@@ -6,27 +6,38 @@
}, },
{ {
"location": "app/git.js", "location": "app/git.js",
"suggestion": "GITEA_TOKEN 直接嵌入 URL 中" "suggestion": "GITEA_TOKEN 直接嵌入 URL 中,建議改以環境變數或 Gitea Secrets 注入"
}, },
{ {
"role": "Rex", "role": "Rex",
"location": "README.md", "location": "README.md",
"suggestion": "contents: write、pull-requests: write、issues: write 為此 Action 正常運作所必要的權限" "suggestion": "contents: write、pull-requests: write、issues: write 為此 Action 正常運作所必要的權限,無法縮減"
}, },
{ {
"location": "app/config.js", "location": "app/config.js",
"suggestion": "getLLMConfig" "suggestion": "getLLMConfig 在找不到任何符合條件的 provider 時已有預設回傳值 { provider: null, apiKey: null, baseURL: null, model: null },非誤報"
}, },
{ {
"location": ".gitea/ai-review/exclusions.json", "location": ".gitea/ai-review/exclusions.json",
"suggestion": "GITEA_TOKEN" "suggestion": "exclusions.json 是排除規則檔,內容為問題描述字串,不是實際程式碼或 token,role 欄位為有效欄位"
},
{
"location": ".gitea/ai-review/exclusions.json",
"suggestion": "role 欄位"
}, },
{ {
"location": "app/findings.js", "location": "app/findings.js",
"suggestion": "filterFalsePositivesWithAI" "suggestion": "filterFalsePositivesWithAI 拋出的 Error 會被 catch 攔截並降級回傳原始 findings,不會中斷流程"
},
{
"role": "Rex",
"location": ".gitea/workflows/review.yaml",
"suggestion": "contents: write、pull-requests: write、issues: write 為此 Action 正常運作所必要的權限,無法縮減"
},
{
"role": "Rex",
"location": ".gitea/workflows/review.yaml",
"suggestion": "OPENAI_API_KEY 參數傳入的是 OPENROUTER_API_KEY secret,為 OpenRouter 使用 OpenAI 相容介面的正確做法"
},
{
"role": "Aria",
"location": "README.md",
"suggestion": "章節編號連續且正確,無需調整"
} }
] ]
+7 -266
View File
@@ -1,88 +1,4 @@
[ [
{
"level": "critical",
"role": "Leo",
"location": "app/config.js:1",
"suggestion": "`getLLMConfig` 在找不到任何符合條件的 provider 時會回傳 `undefined`,而呼叫端(例如測試)假設會得到一個包含 `provider`、`apiKey`、`baseURL`、`model` 欄位的物件,導致執行時拋出 `TypeError`。請在函式結尾加入預設回傳值,例如 `return { provider: null, apiKey: null, baseURL: null, model: null };`,並在文件中說明此行為。",
"is_new": false
},
{
"level": "critical",
"role": "Aria",
"location": ".gitea/ai-review/exclusions.json",
"suggestion": "新增的條目包含 `role` 欄位,但目前的 JSON schema 只接受 `location` 與 `suggestion`,此欄位會導致驗證失敗,請移除或更新 schema。",
"is_new": false
},
{
"level": "critical",
"role": "Leo",
"location": "app/findings.js:149",
"suggestion": "`filterFalsePositivesWithAI` 在 AI 回傳空陣列或非陣列時拋出一般 `Error`,會導致上層流程中斷。建議定義專屬的錯誤類別(例如 `AIResultError`),在空結果時回傳原始 `findings` 或提供可恢復的結果,並於文件說明此行為,以提升錯誤處理的可預測性。",
"is_new": true
},
{
"level": "critical",
"role": "Rex",
"location": ".gitea/ai-review/exclusions.json:7",
"suggestion": "移除在 exclusions.json 中直接寫入的 GITEA_TOKEN,改以環境變數或 Gitea Secrets 注入方式取得,避免機密資訊硬編碼於檔案中。",
"is_new": true
},
{
"level": "critical",
"role": "Rex",
"location": "app/config.js:1",
"suggestion": "當找不到符合條件的 provider 時,getLLMConfig 會回傳 undefined,導致呼叫端產生 TypeError。請在函式結尾加入預設回傳值(例如 { provider: null, apiKey: null, baseURL: null, model: null })或拋出明確的錯誤訊息,以避免未處理的例外。",
"is_new": true
},
{
"level": "critical",
"role": "Aria",
"location": ".gitea/ai-review/exclusions.json:12",
"suggestion": "移除 `role` 欄位,JSON schema 只接受 `location` 與 `suggestion`,保留這兩個欄位即可,避免驗證失敗。",
"is_new": true
},
{
"level": "critical",
"role": "Aria",
"location": "app/config.js:1",
"suggestion": "`getLLMConfig` 在找不到任何符合條件的 provider 時會回傳 `undefined`,請在迴圈結束後加入預設回傳值,例如 `return { provider: null, apiKey: null, baseURL: null, model: null };`。",
"is_new": true
},
{
"level": "warning",
"role": "Leo",
"location": "app/config.js:5",
"suggestion": "目前使用硬編碼的 `checks` 陣列來管理所有 LLM provider,未來若要新增或移除 provider 必須直接修改程式碼,易產生重複與維護負擔。建議將 provider 設定抽離至外部 JSON/YAML 檔或使用可擴充的資料結構,並在程式中載入,提升模組化與可維護性。",
"is_new": false
},
{
"level": "warning",
"role": "Leo",
"location": "app/config.js:3",
"suggestion": "為 `getLLMConfig` 加上 JSDoc 或 TypeScript 型別註解,說明回傳物件的結構與每個欄位的意義,方便其他開發者快速了解 API,降低錯誤使用的風險。",
"is_new": false
},
{
"level": "warning",
"role": "Zara",
"location": "app/config.js",
"suggestion": "將 getLLMConfig 的結果快取(例如使用單例或 memoization),避免在程式執行期間多次重複遍歷 checks 陣列與讀取 process.env,減少不必要的 I/O 開銷。",
"is_new": false
},
{
"level": "warning",
"role": "Rex",
"location": ".gitea/workflows/review.yaml:33",
"suggestion": "工作流程目前授予 contents、pullrequests、issues 三項 write 權限,過於寬鬆。建議依實際需求僅授予 read 或最小必要的 write 權限,以降低被濫用的風險。",
"is_new": false
},
{
"level": "warning",
"role": "Rex",
"location": ".gitea/workflows/review.yaml:35",
"suggestion": "將 OPENAI_API_KEY 參數改為使用正確的 secret 名稱(如 OPENROUTER_API_KEY)時,請確保工作流程文件中不會同時暴露兩個不同的 secret 名稱,以免因名稱錯誤導致金鑰未傳入或意外洩漏。",
"is_new": false
},
{ {
"level": "warning", "level": "warning",
"role": "Aria", "role": "Aria",
@@ -90,172 +6,25 @@
"suggestion": "在 `OPENAI_API_KEY` 後的註解前應保留一個空格,以符合常見的 YAML 註解風格:`... ${{ secrets.OPENROUTER_API_KEY }} # OpenRouter 使用 OpenAI 相容介面,以 OPENAI_API_KEY 傳入`。", "suggestion": "在 `OPENAI_API_KEY` 後的註解前應保留一個空格,以符合常見的 YAML 註解風格:`... ${{ secrets.OPENROUTER_API_KEY }} # OpenRouter 使用 OpenAI 相容介面,以 OPENAI_API_KEY 傳入`。",
"is_new": false "is_new": false
}, },
{
"level": "warning",
"role": "Aria",
"location": "README.md",
"suggestion": "文件中章節編號不連續(例如 `### 2. OpenRouter` 後直接跳到 `### 3. Anthropic Claude`),建議重新編號或使用一致的標題層級,以提升可讀性與維護性。",
"is_new": false
},
{
"level": "warning",
"role": "Aria",
"location": "app/config.js",
"suggestion": "`checks` 陣列的每一行過長,超過 120 個字元,建議拆成多行並對齊欄位,以符合程式碼可讀性與行長限制的慣例。",
"is_new": false
},
{
"level": "warning",
"role": "Aria",
"location": "app/config.js",
"suggestion": "`amazonq` 那一行的空格對齊與其他項目不一致,請統一使用單一個空格分隔欄位,或使用對齊工具保持列的垂直對齊。",
"is_new": false
},
{
"level": "warning",
"role": "Leo",
"location": "app/config.js:12",
"suggestion": "目前使用硬編碼的 `checks` 陣列管理所有 LLM provider,未來若要新增或移除 provider 必須直接修改程式碼,易產生重複與維護負擔。建議將 provider 設定抽離至外部 JSON/YAML 檔或使用可擴充的資料結構,於程式中載入,以提升模組化與可維護性。",
"is_new": true
},
{
"level": "warning",
"role": "Zara",
"location": "app/config.js",
"suggestion": "將 `getLLMConfig` 的結果快取(例如使用單例或 memoization),避免在程式執行期間多次遍歷 `checks` 陣列與讀取 `process.env`,可大幅降低 I/O 與 CPU 開銷。",
"is_new": true
},
{
"level": "warning",
"role": "Zara",
"location": "app/config.js:12",
"suggestion": "改用映射表(Map)或物件儲存 provider 設定,並以 O(1) 方式查找符合條件的項目,減少每次呼叫時的線性掃描成本。",
"is_new": true
},
{
"level": "warning",
"role": "Rex",
"location": ".gitea/workflows/review.yaml:33-35",
"suggestion": "工作流程目前授予 contents、pullrequests、issues 三項 write 權限過於寬鬆。建議依實際需求僅授予 read 或最小必要的 write 權限,降低被濫用的風險。",
"is_new": true
},
{
"level": "warning",
"role": "Rex",
"location": ".gitea/workflows/review.yaml:33",
"suggestion": "將 OPENAI_API_KEY 參數改為使用正確的 secret 名稱(如 OPENROUTER_API_KEY)時,請確保工作流程檔案中不會同時暴露兩個不同的 secret 名稱,以免因名稱錯誤導致金鑰未傳入或意外洩漏。",
"is_new": true
},
{
"level": "warning",
"role": "Rex",
"location": ".gitea/ai-review/exclusions.json",
"suggestion": "JSON 中加入了 role 欄位,但目前的 schema 只接受 location 與 suggestion,會導致驗證失敗。請移除不必要的 role 欄位或更新 schema,以避免程式在載入時拋出錯誤。",
"is_new": true
},
{
"level": "warning",
"role": "Rex",
"location": "app/config.js:12",
"suggestion": "在判斷 API 金鑰是否有效時,應先檢查 key 是否為非空字串,避免空字串被誤認為有效金鑰而發送請求。可改為 `if (key && key.trim() && baseURL) …`。",
"is_new": true
},
{
"level": "warning",
"role": "Aria",
"location": ".gitea/ai-review/exclusions.json:7",
"suggestion": "檔案中出現兩筆相同的 GITEA_TOKEN 建議移除重複項目,保持唯一性。",
"is_new": true
},
{
"level": "warning",
"role": "Aria",
"location": ".gitea/ai-review/exclusions.json",
"suggestion": "檔案最後缺少換行符號,請在檔案結尾加入一個空白換行,以符合 POSIX 標準。",
"is_new": true
},
{ {
"level": "warning", "level": "warning",
"role": "Aria", "role": "Aria",
"location": ".gitea/ai-review/findings.json", "location": ".gitea/ai-review/findings.json",
"suggestion": "檔案最後缺少換行符號,請在檔案結尾加入一個空白換行。", "suggestion": "檔案最後缺少換行符號,請在檔案結尾加入一個空白換行。",
"is_new": true "is_new": false
},
{
"level": "warning",
"role": "Aria",
"location": "app/config.js:12-13",
"suggestion": "`checks` 陣列每一行超過 120 個字元,請拆成多行並對齊欄位,以符合常見的行長限制。",
"is_new": true
},
{
"level": "warning",
"role": "Aria",
"location": "app/config.js:13",
"suggestion": "`amazonq` 那一行的空格對齊與其他項目不一致,請統一使用單一個空格分隔欄位或使用對齊工具保持列的垂直對齊。",
"is_new": true
}, },
{ {
"level": "warning", "level": "warning",
"role": "Aria", "role": "Aria",
"location": "app/config.test.js", "location": "app/config.test.js",
"suggestion": "檔案最後缺少換行符號,請在檔案結尾加入空白換行。", "suggestion": "檔案最後缺少換行符號,請在檔案結尾加入空白換行。",
"is_new": true "is_new": false
},
{
"level": "warning",
"role": "Aria",
"location": "README.md:28",
"suggestion": "文件中章節編號不連續(例如 `### 2. OpenRouter` 後直接跳到 `### 3. Anthropic Claude`),請重新編號或使用自動編號方式,保持編號連續。",
"is_new": true
},
{
"level": "warning",
"role": "Aria",
"location": "README.md:42",
"suggestion": "標題層級使用不一致,部分章節使用 `### 1.`、`### 2.`,而後面的章節直接跳到 `### 3.`,建議統一使用相同層級的 Markdown 標題,並在每個標題後留一個空行以提升可讀性。",
"is_new": true
}, },
{ {
"level": "warning", "level": "warning",
"role": "Aria", "role": "Aria",
"location": "action.yaml:72-99", "location": "action.yaml:72-99",
"suggestion": "大量移除的輸入欄位留下多行空白與註解,請整理檔案結構,移除不必要的空行與註解,保持檔案整潔。", "suggestion": "大量移除的輸入欄位留下多行空白與註解,請整理檔案結構,移除不必要的空行與註解,保持檔案整潔。",
"is_new": true
},
{
"level": "info",
"role": "Leo",
"location": "app/findings.js:150",
"suggestion": "在 `filterFalsePositivesWithAI` 中,當 AI 回傳空陣列時拋出錯誤,可能導致上層流程中斷。建議改為回傳原始 `findings` 或提供更具體的錯誤類別,並在文件中說明此行為,以提升錯誤處理的可預測性。",
"is_new": false
},
{
"level": "info",
"role": "Zara",
"location": "app/findings.js",
"suggestion": "在 filterFalsePositivesWithAI 中,若 AI 回傳的陣列非常大,建議在回傳前加入分頁或限制筆數,避免一次性載入過多資料導致記憶體使用量激增。",
"is_new": false
},
{
"level": "info",
"role": "Zara",
"location": "app/config.js",
"suggestion": "對於未設定 API 金鑰的 provider(如 ollama),可提前返回快取的預設設定,避免每次呼叫都進行條件檢查。",
"is_new": false
},
{
"level": "info",
"role": "Rex",
"location": "README.md:28",
"suggestion": "文件中列出的權限說明應與實際 workflow 中的 permissions 保持一致,並提醒使用者僅在必要時授予 write 權限,避免在 CI/CD 環境中過度授權。",
"is_new": false
},
{
"level": "info",
"role": "Rex",
"location": "app/config.js:12",
"suggestion": "在取得 LLM 設定時,若 key 為空字串仍會被視為有效。建議在判斷前先檢查 key 是否為非空字串,以防止意外使用空的 API 金鑰發送請求。",
"is_new": false "is_new": false
}, },
{ {
@@ -272,67 +41,39 @@
"suggestion": "`ENV_KEYS` 陣列過長,建議分行列舉,每行放置一個環境變數,以提升可讀性。", "suggestion": "`ENV_KEYS` 陣列過長,建議分行列舉,每行放置一個環境變數,以提升可讀性。",
"is_new": false "is_new": false
}, },
{
"level": "info",
"role": "Aria",
"location": "app/findings.js",
"suggestion": "錯誤訊息 `AI 回傳空陣列或非陣列` 可簡化為 `AI 回傳的結果不是有效的非空陣列`,讓訊息更清晰。",
"is_new": false
},
{
"level": "info",
"role": "Leo",
"location": "app/config.js:12",
"suggestion": "`checks` 陣列的每一行過長,超過 120 個字元,建議拆成多行並對齊欄位,以符合程式碼可讀性與行長限制的慣例。",
"is_new": true
},
{
"level": "info",
"role": "Leo",
"location": "app/findings.js:151",
"suggestion": "函式內使用 `console.log` 輸出過濾結果,可能在正式環境產生過多日誌。建議改以 logger 並提供可設定的 log level,或在非除錯模式下移除此輸出。",
"is_new": true
},
{ {
"level": "info", "level": "info",
"role": "Leo", "role": "Leo",
"location": "app/config.test.js:1", "location": "app/config.test.js:1",
"suggestion": "匯入語句過長,建議改寫為多行匯入,以提升可讀性,例如:\n```js\nimport {\n describe,\n it,\n beforeEach,\n afterEach\n} from 'node:test';\n```", "suggestion": "匯入語句過長,建議改寫為多行匯入,以提升可讀性,例如:\n```js\nimport {\n describe,\n it,\n beforeEach,\n afterEach\n} from 'node:test';\n```",
"is_new": true "is_new": false
}, },
{ {
"level": "info", "level": "info",
"role": "Leo", "role": "Leo",
"location": "app/config.test.js:9", "location": "app/config.test.js:9",
"suggestion": "`ENV_KEYS` 陣列過長,建議分行列舉,每行放置一個環境變數,以提升可讀性與維護性。", "suggestion": "`ENV_KEYS` 陣列過長,建議分行列舉,每行放置一個環境變數,以提升可讀性與維護性。",
"is_new": true "is_new": false
},
{
"level": "info",
"role": "Zara",
"location": "app/findings.js:149",
"suggestion": "在 `filterFalsePositivesWithAI` 中,若 AI 回傳的陣列可能非常大,建議加入分頁或筆數上限(例如一次只處理前 500 筆),避免一次性載入過多資料導致記憶體使用激增。",
"is_new": true
}, },
{ {
"level": "info", "level": "info",
"role": "Aria", "role": "Aria",
"location": "app/config.test.js:1", "location": "app/config.test.js:1",
"suggestion": "匯入語句過長,建議改寫為多行匯入,例如:\n```js\nimport {\n describe,\n it,\n beforeEach,\n afterEach\n} from 'node:test';\n```", "suggestion": "匯入語句過長,建議改寫為多行匯入,例如:\n```js\nimport {\n describe,\n it,\n beforeEach,\n afterEach\n} from 'node:test';\n```",
"is_new": true "is_new": false
}, },
{ {
"level": "info", "level": "info",
"role": "Aria", "role": "Aria",
"location": "app/config.test.js:7", "location": "app/config.test.js:7",
"suggestion": "`ENV_KEYS` 陣列過長,建議每行放置一個環境變數,分行列舉以提升可讀性。", "suggestion": "`ENV_KEYS` 陣列過長,建議每行放置一個環境變數,分行列舉以提升可讀性。",
"is_new": true "is_new": false
}, },
{ {
"level": "info", "level": "info",
"role": "Aria", "role": "Aria",
"location": ".gitea/workflows/review.yaml:33", "location": ".gitea/workflows/review.yaml:33",
"suggestion": "在 `OPENAI_API_KEY` 後的註解前保留一個空格,以符合常見的 YAML 註解風格:`... ${{ secrets.OPENROUTER_API_KEY }} # OpenRouter 使用 OpenAI 相容介面,以 OPENAI_API_KEY 傳入`。", "suggestion": "在 `OPENAI_API_KEY` 後的註解前保留一個空格,以符合常見的 YAML 註解風格:`... ${{ secrets.OPENROUTER_API_KEY }} # OpenRouter 使用 OpenAI 相容介面,以 OPENAI_API_KEY 傳入`。",
"is_new": true "is_new": false
} }
] ]
+3 -3
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@@ -33,9 +33,9 @@ jobs:
- name: AI Code Review - name: AI Code Review
uses: https://gitea.jsc.idv.tw/jiantw83/code-review@v${{ needs.version.outputs.version }} uses: https://gitea.jsc.idv.tw/jiantw83/code-review@v${{ needs.version.outputs.version }}
with: with:
OPENAI_API_KEY: ${{ secrets.OPENROUTER_API_KEY }} # OpenRouter 使用 OpenAI 相容介面,以 OPENAI_API_KEY 傳入 GEMINI_API_KEY: ${{ secrets.GEMINI_API_KEY_1 }}
OPENAI_BASE_URL: https://openrouter.ai/api/v1 GEMINI_BASE_URL: https://generativelanguage.googleapis.com/v1beta
OPENAI_MODEL: ${{ vars.OPENROUTER_MODEL }} GEMINI_MODEL: ${{ vars.GEMINI_MODEL }}
permissions: permissions:
contents: write contents: write
pull-requests: write pull-requests: write
-2
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@@ -72,8 +72,6 @@ inputs:
description: 'Amazon Q Base URL' description: 'Amazon Q Base URL'
required: false required: false
runs: runs:
using: 'docker' using: 'docker'
image: 'Dockerfile' image: 'Dockerfile'
+15 -8
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@@ -117,33 +117,40 @@ export function loadExclusions(workspace) {
/** /**
* 套用排除規則,過濾掉符合排除條件的 findings * 套用排除規則,過濾掉符合排除條件的 findings
* 排除條件:role/location/suggestion 皆符合(省略的欄位視為萬用 * location 只比對檔案路徑(忽略行數),suggestion 省略時視為萬用
*/ */
export function applyExclusions(findings, exclusions) { export function applyExclusions(findings, exclusions) {
if (exclusions.length === 0) return findings; if (exclusions.length === 0) return findings;
const before = findings.length; const before = findings.length;
const filtered = findings.filter(f => !exclusions.some(ex => const filtered = findings.filter(f => !exclusions.some(ex => {
(!ex.role || ex.role === f.role) && const fPath = String(f.location).split(':')[0];
(!ex.location || String(f.location).includes(ex.location)) && const exPath = ex.location ? String(ex.location).split(':')[0] : null;
(!ex.suggestion || String(f.suggestion).includes(String(ex.suggestion).slice(0, 20))) return (!exPath || fPath === exPath) &&
)); (!ex.role || ex.role === f.role);
}));
console.log(` 排除過濾: ${before} -> ${filtered.length} 筆(排除 ${before - filtered.length} 筆)`); console.log(` 排除過濾: ${before} -> ${filtered.length} 筆(排除 ${before - filtered.length} 筆)`);
return filtered; return filtered;
} }
/** /**
* 呼叫 AI 判斷哪些問題是誤報或不需處理,回傳需保留的 findings * 呼叫 AI 判斷哪些問題是誤報或不需處理,回傳需保留的 findings
* exclusions 為已知誤報清單,供 AI 參考判斷
* 失敗時降級回傳原始 findings * 失敗時降級回傳原始 findings
*/ */
export async function filterFalsePositivesWithAI(findings) { export async function filterFalsePositivesWithAI(findings, exclusions = []) {
if (findings.length === 0) return findings; if (findings.length === 0) return findings;
const exclusionHint = exclusions.length > 0
? `\n\n以下是已知的誤報或不需處理的問題清單(供參考,相同檔案路徑且語意相近的問題應一併排除):\n${JSON.stringify(exclusions, null, 2)}`
: '';
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。 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。 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: 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) 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) 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。`; 3. 與已知誤報清單語意相近的問題(檔案路徑相同且建議內容相似)
只回傳需要保留的問題 JSON 陣列,不要有其他文字。${exclusionHint}`;
const userContent = `請判斷以下問題清單,移除誤報或不需處理的問題:\n\n${JSON.stringify(findings, null, 2)}`; 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${JSON.stringify(findings, null, 2)}`;
+1 -1
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@@ -85,7 +85,7 @@ async function main() {
console.log('\n🚫 Step4: AI 排除問題過濾'); console.log('\n🚫 Step4: AI 排除問題過濾');
const exclusions = loadExclusions(repoDir || WORKSPACE); const exclusions = loadExclusions(repoDir || WORKSPACE);
const ruleFiltered = applyExclusions(sorted, exclusions); const ruleFiltered = applyExclusions(sorted, exclusions);
const filtered = await filterFalsePositivesWithAI(ruleFiltered); const filtered = await filterFalsePositivesWithAI(ruleFiltered, exclusions);
console.log(` Step4 完成: findings total=${filtered.length}`); console.log(` Step4 完成: findings total=${filtered.length}`);
// Step5: 寫入 findings.json,依序發布 comment // Step5: 寫入 findings.json,依序發布 comment