AI Slop Code RIsk Monitor

the-open-agent/openagent

⚡️next-generation personal AI assistant powered by LLM, RAG and agent loops, supporting computer-use, browser-use and coding agent, demo: https://demo.openagentai.org

4.8 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for the-open-agent/openagent, a Go project with 5,683 GitHub stars. SynthScan examined 203,215 lines of code across 991 source files, recording 917 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 4.8 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

4.8
Adjusted Signal
4.8
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
5.7K
Stars
Go
Language
203.2K
Lines of Code
991
Files
917
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 20.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 885 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 2.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 63 finding(s).

PR Review Velocity Impact 21.2/100 · LOW

Which changes need focused human review? 917 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 2MEDIUM 20LOW 895

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 917 distinct pattern matches across 11 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block825 hits · 825 pts
SeverityFileLineSnippetContext
LOWembed.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWembed.go41// Vite writes the hashed bundles, the stylesheet and the fonts intoCOMMENT
LOWmain.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/auto_signin_filter.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/cors_filter.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/track_store_visit.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/track_store_visit.go81 Language: language,COMMENT
LOWrouters/authz_filter.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/body_limit_filter.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/static_filter.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/prometheus_filter.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/upload_rate_limit_filter.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/record.go1// Copyright 2024 The OpenAgent Authors.. All Rights Reserved.COMMENT
LOWrouters/cache_control_filter.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/hsts_filter.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/hsts_filter.go21// HstsFilter adds HTTP Strict Transport Security header to HTTPS responsesCOMMENT
LOWrouters/base.go1// Copyright 2024 The OpenAgent Authors.. All Rights Reserved.COMMENT
LOWrouters/secure_cookie_filter.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/endpoint_filter.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWrouters/router.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWsplit/provider.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWsplit/provider_test.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWsplit/markdown_test.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWsplit/markdown.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWsplit/basic.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWsplit/default.go1// Copyright 2024 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWsplit/qa.go1// Copyright 2024 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWvideo/provider.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWvideo/volcengine.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/whatsapp.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/facebook_messenger.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/weixin_claw.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/discord.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/telegram.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/x_dm.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/http.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/snapchat.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/threads.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/wechat.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/slack.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWpipe/pipe.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWproxy/proxy.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/docx.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/pdf.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/txt.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/txt_test.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/util.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/xlsx.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/plain.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/csv.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/markitdown.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/pdf_alibaba_cloud.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/pptx.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWtxt/pdf_test.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWutil/permission.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWutil/header.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWutil/header.go21COMMENT
LOWutil/slice.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWutil/useragent.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWutil/system.go1// Copyright 2025 The OpenAgent Authors. All Rights Reserved.COMMENT
765 more matches not shown…
Decorative Section Separators18 hits · 54 pts
SeverityFileLineSnippetContext
MEDIUMscripts/install.sh28# ── resolve version ────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/install.sh37# ── detect OS / arch ───────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/install.sh56# ── download binary ─────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/install.sh64# ── install ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/install.sh81# ── record the version so it can be read without running the binary ────────────COMMENT
MEDIUMscripts/install.sh93# ── add binary to PATH via BIN_DIR symlink ────────────────────────────────────COMMENT
MEDIUMtool/office_excel.go30// ── Excel read ────────────────────────────────────────────────────────────────COMMENT
MEDIUMtool/office_excel.go75// ── Excel write ───────────────────────────────────────────────────────────────COMMENT
MEDIUMtool/office_excel.go135// ── excelize helpers ──────────────────────────────────────────────────────────COMMENT
MEDIUMtool/office.go103// ── shared response helpers ───────────────────────────────────────────────────COMMENT
MEDIUMtool/office_ppt_read.go26// ── PowerPoint read ───────────────────────────────────────────────────────────COMMENT
MEDIUMtool/office_ppt_read.go64// ── goppt helpers ─────────────────────────────────────────────────────────────COMMENT
MEDIUMtool/office_word.go28// ── Word read ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtool/office_word.go68// ── Word write ────────────────────────────────────────────────────────────────COMMENT
MEDIUMtool/office_word.go114// ── gooxml helpers ────────────────────────────────────────────────────────────COMMENT
MEDIUMtool/video_download.go232// ─── video_download ───────────────────────────────────────────────────────────COMMENT
MEDIUMtool/video_download.go324// ─── video_info ───────────────────────────────────────────────────────────────COMMENT
MEDIUMtool/video_download.go384// ─── video_audio_extract ──────────────────────────────────────────────────────COMMENT
Hyper-Verbose Identifiers44 hits · 44 pts
SeverityFileLineSnippetContext
LOWweb-old/src/OpenAiCompatibleSetting.js15export function getOpenAiCompatibleBaseUrl() {CODE
LOWweb-old/src/OpenAiCompatibleSetting.js22export function getOpenAiCompatibleChatCompletionsUrl() {CODE
LOWweb-old/src/ProviderSetting.js395export function getCompatibleProviderOptions(category) {CODE
LOWweb-old/src/ProviderSetting.js556export function isProviderSupportWebSearch(provider) {CODE
LOWweb-old/src/ProviderSetting.js1313export function getEmbeddingSubTypeOptions(type) {CODE
LOWweb-old/src/ProviderSetting.js1383export function getProviderSubTypeOptions(category, type) {CODE
LOWweb-old/src/ProviderSetting.js1462export function getProviderAzureApiVersionOptions() {CODE
LOWweb-old/src/ProviderSetting.js1543function isAlibabaImageGenerationModel(lower) {CODE
LOWweb-old/src/ProviderSetting.js1548export function isImageGenerationModelProvider(provider) {CODE
LOWweb-old/src/ProviderSetting.js1597export function getThinkingModelMaxTokens(subType) {CODE
LOWweb-old/src/taskAnalysisScoreBands.js20export function collectScoresFromCategories(categories) {CODE
LOWweb-old/src/taskReportDocx.js89function imageParagraphFromDataUrl(dataUrl, widthEmu, heightEmu) {CODE
LOWweb-old/src/taskReportDocx.js127export async function downloadTaskAnalysisReportDocx(result, options) {CODE
LOWweb-old/src/TaskListPage.js32function formatTaskListScoreNumber(score) {CODE
LOWweb-old/src/TaskAnalysisBarChart.js63function getLowScoreVerticalAxisBounds(items) {CODE
LOWweb-old/src/ManagementPage.js572 function renderSigninIfNotSignedIn(component) {CODE
LOWweb-old/src/taskResultFormat.js19export function categoryNameHasLeadingIndex(name) {CODE
LOWweb-old/src/taskResultFormat.js42export function formatCategoryTitleForDocx(cat, index, zh) {CODE
LOWweb-old/src/chat/GeneratedResourceList.js62export function extractGeneratedResources(toolCalls) {CODE
LOWweb-old/src/backend/TtsBackend.js17export function generateTextToSpeechAudio(storeId, providerId, messageId, text) {CODE
LOWweb-old/src/backend/TtsBackend.js43export function generateTextToSpeechAudioStream(storeId, messageId) {CODE
LOWweb-old/src/carrier/titleUtils.js22export function sanitizeUserMessageForTitle(text) {CODE
LOWweb-old/src/carrier/titleUtils.js65export function fallbackTitleFromUserMessage(text, maxRunes = FALLBACK_TITLE_MAX_RUNES) {CODE
LOWweb/src/backend/TtsBackend.ts17export function generateTextToSpeechAudio(storeId, providerId, messageId, text) {CODE
LOWweb/src/backend/TtsBackend.ts43export function generateTextToSpeechAudioStream(storeId, messageId) {CODE
LOWweb/src/components/chat/MessageParts.tsx166export function extractGeneratedResources(toolCalls?: ToolCall[]): GeneratedResource[] {CODE
LOWweb/src/components/common/ProviderLogo.tsx29export function getProviderTypeSelectOptions(category: string) {CODE
LOWweb/src/components/common/ProviderLogo.tsx37export function getProviderSubTypeSelectOptions(category: string, type: string) {CODE
LOWweb/src/components/common/OpenAiCompatibleConfig.tsx22export function getOpenAiCompatibleBaseUrl() {CODE
LOWweb/src/components/common/OpenAiCompatibleConfig.tsx30export function getOpenAiCompatibleChatCompletionsUrl() {CODE
LOWweb/src/components/common/Loading.tsx5function alignSpinToDocumentTimeline(element: Element | null) {CODE
LOWweb/src/hooks/use-unread-notifications.ts23export function setUnreadNotificationCount(count: number) {CODE
LOWweb/src/hooks/use-unread-notifications.ts28export function useUnreadNotificationCount(account: any) {CODE
LOWweb/src/lib/task-report.ts187export function formatCategoryTitleForDocx(category: ReportCategory, index: number, zh: boolean) {CODE
LOWweb/src/lib/provider-setting.ts395export function getCompatibleProviderOptions(category) {CODE
LOWweb/src/lib/provider-setting.ts556export function isProviderSupportWebSearch(provider) {CODE
LOWweb/src/lib/provider-setting.ts1313export function getEmbeddingSubTypeOptions(type) {CODE
LOWweb/src/lib/provider-setting.ts1383export function getProviderSubTypeOptions(category, type) {CODE
LOWweb/src/lib/provider-setting.ts1462export function getProviderAzureApiVersionOptions() {CODE
LOWweb/src/lib/provider-setting.ts1543function isAlibabaImageGenerationModel(lower) {CODE
LOWweb/src/lib/provider-setting.ts1548export function isImageGenerationModelProvider(provider) {CODE
LOWweb/src/lib/provider-setting.ts1597export function getThinkingModelMaxTokens(subType) {CODE
LOWweb/src/lib/task-report-docx.ts89function imageParagraphFromDataUrl(dataUrl: string, widthEmu: number, heightEmu: number) {CODE
LOWweb/src/lib/task-report-docx.ts131export async function downloadTaskAnalysisReportDocx(result: TaskReport, options: {fileName?: string; chartImages?: RepoCODE
Structural Annotation Overuse9 hits · 15 pts
SeverityFileLineSnippetContext
LOW⚡object/store_test.go31 // Step 1: collect all "update-store" records ordered earliest firstCOMMENT
LOW⚡object/store_test.go38 // Step 2: build storeName -> ordered unique non-"admin" users,COMMENT
LOWobject/store_test.go76 // Step 3: migrate ALL stores (re-entrant: matches by Name regardless of current Owner).COMMENT
LOWskills/skill-creator/SKILL.md222### Step 1: Understanding the Skill with Concrete ExamplesCOMMENT
LOWskills/skill-creator/SKILL.md239### Step 2: Planning the Reusable Skill ContentsCOMMENT
LOWskills/skill-creator/SKILL.md263### Step 3: Initializing the SkillCOMMENT
LOWskills/skill-creator/SKILL.md294### Step 4: Edit the SkillCOMMENT
LOWskills/skill-creator/SKILL.md335### Step 5: Packaging a SkillCOMMENT
LOWskills/skill-creator/SKILL.md363### Step 6: IterateCOMMENT
Fake / Example Data12 hits · 14 pts
SeverityFileLineSnippetContext
LOWswagger/swagger-ui.js16!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"function"==typeof define&&define.amCODE
LOWswagger/swagger-ui-es-bundle-core.js16module.exports=function(e){var t={};function n(r){if(t[r])return t[r].exports;var a=t[r]={i:r,l:!1,exports:{}};return e[CODE
LOWswagger/swagger-ui-standalone-preset.js16!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amCODE
LOWskills/himalaya/references/message-composition.md34To: "John Doe" <john@example.com>CODE
LOW⚡skills/himalaya/references/configuration.md9email = "user@example.com"CODE
LOW⚡skills/himalaya/references/configuration.md18backend.login = "user@example.com"CODE
LOW⚡skills/himalaya/references/configuration.md27message.send.backend.login = "user@example.com"CODE
LOWskills/himalaya/references/configuration.md143email = "user@example.com"CODE
LOWskills/peekaboo/SKILL.md123peekaboo type "user@example.com" --app SafariCODE
LOWtool/browser_use.go629 Placeholder string `json:"placeholder"`CODE
LOWtool/browser_use.go980 el.getAttribute('placeholder'),CODE
LOWtool/browser_use.go1008 placeholder: el.getAttribute('placeholder') || '',CODE
Synthetic Comment Markers1 hit · 8 pts
SeverityFileLineSnippetContext
HIGHcarrier/title.go80// ResolveChatTitle prefers the AI-generated title and falls back to a truncated user message.COMMENT
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md142### 📚 RAG & Knowledge BaseCOMMENT
MEDIUMREADME_zh.md137### 📚 RAG 与知识库COMMENT
Verbosity Indicators3 hits · 6 pts
SeverityFileLineSnippetContext
LOW⚡object/store_test.go31 // Step 1: collect all "update-store" records ordered earliest firstCOMMENT
LOW⚡object/store_test.go38 // Step 2: build storeName -> ordered unique non-"admin" users,COMMENT
LOWobject/store_test.go76 // Step 3: migrate ALL stores (re-entrant: matches by Name regardless of current Owner).COMMENT
Magic Placeholder Names1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHskills/trello/SKILL.md22 export TRELLO_API_KEY="your-api-key"CODE
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOWscripts/install.sh3# Usage:COMMENT
Excessive Try-Catch Wrapping1 hit · 1 pts
SeverityFileLineSnippetContext
LOWdeploy/ocr-service/app.py28 except Exception as err:CODE