Repository Analysis

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 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of the-open-agent/openagent, a Go project with 5,401 GitHub stars. SynthScan v2.0 examined 146,692 lines of code across 671 source files, recording 651 pattern matches distributed across 11 syntactic categories. The overall adjusted score of 4.8 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

4.8
Adjusted Score
4.8
Raw Score
100%
Time Factor
2026-07-08
Last Push
5.4K
Stars
Go
Language
146.7K
Lines of Code
671
Files
651
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 2MEDIUM 19LOW 630

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 651 distinct pattern matches across 11 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block582 hits · 582 pts
SeverityFileLineSnippetContext
LOWembed.go1// Copyright 2026 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWembed.go41COMMENT
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/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/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
LOWutil/time.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
LOWutil/setting.go1// Copyright 2023 The OpenAgent Authors. All Rights Reserved.COMMENT
522 more matches not shown…
Decorative Section Separators17 hits · 51 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# ── 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 Identifiers22 hits · 22 pts
SeverityFileLineSnippetContext
LOWweb/src/OpenAiCompatibleSetting.js15export function getOpenAiCompatibleBaseUrl() {CODE
LOWweb/src/OpenAiCompatibleSetting.js22export function getOpenAiCompatibleChatCompletionsUrl() {CODE
LOWweb/src/ProviderSetting.js395export function getCompatibleProviderOptions(category) {CODE
LOWweb/src/ProviderSetting.js548export function isProviderSupportWebSearch(provider) {CODE
LOWweb/src/ProviderSetting.js1206export function getEmbeddingSubTypeOptions(type) {CODE
LOWweb/src/ProviderSetting.js1276export function getProviderSubTypeOptions(category, type) {CODE
LOWweb/src/ProviderSetting.js1355export function getProviderAzureApiVersionOptions() {CODE
LOWweb/src/ProviderSetting.js1436export function isImageGenerationModelProvider(provider) {CODE
LOWweb/src/ProviderSetting.js1488export function getThinkingModelMaxTokens(subType) {CODE
LOWweb/src/taskAnalysisScoreBands.js20export function collectScoresFromCategories(categories) {CODE
LOWweb/src/taskReportDocx.js89function imageParagraphFromDataUrl(dataUrl, widthEmu, heightEmu) {CODE
LOWweb/src/taskReportDocx.js127export async function downloadTaskAnalysisReportDocx(result, options) {CODE
LOWweb/src/TaskListPage.js32function formatTaskListScoreNumber(score) {CODE
LOWweb/src/TaskAnalysisBarChart.js63function getLowScoreVerticalAxisBounds(items) {CODE
LOWweb/src/ManagementPage.js555 function renderSigninIfNotSignedIn(component) {CODE
LOWweb/src/taskResultFormat.js19export function categoryNameHasLeadingIndex(name) {CODE
LOWweb/src/taskResultFormat.js42export function formatCategoryTitleForDocx(cat, index, zh) {CODE
LOWweb/src/chat/GeneratedResourceList.js62export function extractGeneratedResources(toolCalls) {CODE
LOWweb/src/backend/TtsBackend.js17export function generateTextToSpeechAudio(storeId, providerId, messageId, text) {CODE
LOWweb/src/backend/TtsBackend.js43export function generateTextToSpeechAudioStream(storeId, messageId) {CODE
LOWweb/src/carrier/titleUtils.js22export function sanitizeUserMessageForTitle(text) {CODE
LOWweb/src/carrier/titleUtils.js65export function fallbackTitleFromUserMessage(text, maxRunes = FALLBACK_TITLE_MAX_RUNES) {CODE
Structural Annotation Overuse9 hits · 15 pts
SeverityFileLineSnippetContext
LOWobject/store_test.go31 // Step 1: collect all "update-store" records ordered earliest firstCOMMENT
LOWobject/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
LOWskills/himalaya/references/configuration.md9email = "user@example.com"CODE
LOWskills/himalaya/references/configuration.md18backend.login = "user@example.com"CODE
LOWskills/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.md121### 📚 RAG & Knowledge BaseCOMMENT
MEDIUMREADME_zh.md116### 📚 RAG 与知识库COMMENT
Verbosity Indicators3 hits · 6 pts
SeverityFileLineSnippetContext
LOWobject/store_test.go31 // Step 1: collect all "update-store" records ordered earliest firstCOMMENT
LOWobject/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