AI Slop Code Risk Monitor

Ed1s0nZ/CyberStrikeAI

SlopCodeMonitor badge for Ed1s0nZ/CyberStrikeAI Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

The system of action for AI-native cybersecurity—where intent becomes governed execution, evidence becomes operational memory, and every operation improves the next.

3.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Ed1s0nZ/CyberStrikeAI, a Go project with 8,288 GitHub stars. SynthScan examined 321,002 lines of code across 1165 source files, recording 1295 pattern matches distributed across 12 syntactic categories. The legacy adjusted pattern signal is 3.5 (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.

3.5
Adjusted Signal
3.5
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
8.3K
Stars
Go
Language
321.0K
Lines of Code
1.2K
Files
1.3K
Pattern Hits
2026-10-31
Scan Date
0.01
HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 11.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1058 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.0/100 · LOW

Are imports declared and package/API names verified? 174 finding(s).

Agent Over-Engineering Ratio 13.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1081 finding(s).

PR Review Velocity Impact 20.1/100 · LOW

Which changes need focused human review? 1295 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 9MEDIUM 50LOW 1236

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 1295 distinct pattern matches across 12 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.

Hyper-Verbose Identifiers1018 hits · 752 pts
SeverityFileLineSnippetContext
LOWtools/http-framework-test.yaml403 def quote_form_component_preserving_pct(value: str) -> str:CODE
LOWtools/http-framework-test.yaml492 def extract_charset_from_content_type(content_type: str) -> str:CODE
LOWtools/http-framework-test.yaml503 def extract_declared_charset_from_body(data: bytes) -> str:CODE
LOWtools/http-framework-test.yaml883 def format_response_body_output(CODE
LOWtools/http-framework-test.yaml933 def print_response_body_summary(meta: Dict[str, object]):CODE
LOWtools/virustotal_search.yaml5 - "import sys\nimport json\nimport requests\nimport os\nimport time\n\n# ==================== VirusTotal 配置 ==========CODE
LOWweb/static/js/chat-scroll.js305 function streamBelongsToVisibleConversation(stream) {CODE
LOWweb/static/js/chat-scroll.js331 function isVisibleConversationTaskActive() {CODE
LOWweb/static/js/chat-scroll.js359 function isChatMessagesPinnedToBottom() {CODE
LOWweb/static/js/chat-scroll.js364 function resumeFollowingIfAtBottom(thresholdPx, userInitiated) {CODE
LOWweb/static/js/chat-scroll.js408 function scrollChatToBottomInstant() {CODE
LOWweb/static/js/chat-scroll.js456 function isolateReturnLatestPointerEvent(event) {CODE
LOWweb/static/js/chat-scroll.js483 function scheduleChatScrollToBottomIfFollowing(wasPinnedBeforeDomUpdate) {CODE
LOWweb/static/js/chat-scroll.js497 function settleChatToBottomIfFollowing(frameCount) {CODE
LOWweb/static/js/chat-scroll.js524 function settleConversationRestoreToBottom(frameCount) {CODE
LOWweb/static/js/chat-scroll.js566 function scrollChatMessagesToBottomIfPinned(wasPinned) {CODE
LOWweb/static/js/chat-scroll.js602 function markProcessDetailsStreaming(active, assistantDomId) {CODE
LOWweb/static/js/chat-scroll.js658 function scrollElementIntoViewIfFollowing(el, options) {CODE
LOWweb/static/js/agents.js9function bindAgentsMdListDelegation() {CODE
LOWweb/static/js/agents.js88function showAddMarkdownAgentModal() {CODE
LOWweb/static/js/wechat-robot.js92function clearWechatBindSuccessNotice() {CODE
LOWweb/static/js/wechat-robot.js105function showWechatBindSuccessNotice(message) {CODE
LOWweb/static/js/wechat-robot.js403function refreshWechatRobotBoundUI(wechat) {CODE
LOWweb/static/js/rbac-guards.js247 function wrapHandlerWithPermission(fn, permission) {CODE
LOWweb/static/js/rbac-guards.js261 function installWriteHandlerGuards() {CODE
LOW⚡web/static/js/rbac.js310function closeRbacPermissionsPopover() {CODE
LOW⚡web/static/js/rbac.js314function toggleRbacEffectivePermissions(ev) {CODE
LOW⚡web/static/js/rbac.js324function onRbacPermissionsPopoverPointerDown(ev) {CODE
LOW⚡web/static/js/rbac.js333function bindRbacPermissionsPopoverDismiss() {CODE
LOWweb/static/js/rbac.js79function rbacPermissionModuleLabel(module) {CODE
LOWweb/static/js/rbac.js132function rbacPendingSelectionCount() {CODE
LOWweb/static/js/rbac.js137function rbacRememberSelectedResource(resource) {CODE
LOWweb/static/js/rbac.js161function clearRbacResourceSelection() {CODE
LOWweb/static/js/rbac.js188function renderRbacPendingSelection() {CODE
LOWweb/static/js/rbac.js254function resolveUserEffectiveAccess(user) {CODE
LOWweb/static/js/rbac.js278function positionRbacPermissionsPopover() {CODE
LOWweb/static/js/rbac.js295function onRbacPermissionsPopoverReposition() {CODE
LOWweb/static/js/rbac.js299function setRbacPermissionsPopoverOpen(open) {CODE
LOWweb/static/js/rbac.js344function renderRbacEffectivePermissionsContent(user) {CODE
LOWweb/static/js/rbac.js371function renderRbacEffectivePermissions(user) {CODE
LOWweb/static/js/rbac.js762function selectedUserRolesAreDirty() {CODE
LOWweb/static/js/rbac.js911function renderRbacAssignmentPagination(total, totalPages) {CODE
LOWweb/static/js/rbac.js939function changeRbacAssignmentFilter(value) {CODE
LOWweb/static/js/rbac.js1036function syncRbacResourcePagination(loading) {CODE
LOWweb/static/js/rbac.js1062function toggleRbacResourceSelection(resourceId, checked) {CODE
LOWweb/static/js/rbac.js1123function renderRbacAuditPagination() {CODE
LOWweb/static/js/rbac.js1252function renderRbacUserRolesReadonly(user) {CODE
LOWweb/static/js/rbac.js1266function openRbacRolesFromUserModal() {CODE
LOWweb/static/js/rbac.js1271function openRbacUserModalForSelected() {CODE
LOWweb/static/js/rbac.js1283function renderRbacUserRoleCheckboxes(selected) {CODE
LOWweb/static/js/rbac.js1385function renderRbacPermissionCheckboxes() {CODE
LOWweb/static/js/rbac.js1418function setRbacPermissionSelected(key, checked) {CODE
LOWweb/static/js/rbac.js1428function selectVisibleRbacPermissions(checked) {CODE
LOWweb/static/js/auth.js109function toggleLoginPasswordVisibility() {CODE
LOWweb/static/js/auth.js504function permissionAllowedForElement(el) {CODE
LOWweb/static/js/auth.js540function installPermissionClickGuard() {CODE
LOW⚡web/static/js/auth.js846function resetRobotBindingGenerateButton() {CODE
LOW⚡web/static/js/auth.js854function startRobotBindingCountdown() {CODE
LOW⚡web/static/js/auth.js860function updateRobotBindingCountdown() {CODE
LOWweb/static/js/auth.js960async function deleteRobotAccountBinding(id) {CODE
958 more matches not shown…
Decorative Section Separators43 hits · 141 pts
SeverityFileLineSnippetContext
MEDIUM⚡config.example.yaml1# ============================================COMMENT
MEDIUM⚡config.example.yaml3# ============================================COMMENT
MEDIUM⚡config.example.yaml6# ============================================COMMENT
MEDIUM⚡config.example.yaml8# ============================================COMMENT
MEDIUM⚡config.example.yaml10# ============================================COMMENT
MEDIUM⚡config.example.yaml396# ============================================COMMENT
MEDIUM⚡config.example.yaml398# ============================================COMMENT
MEDIUM⚡config.example.yaml401# ============================================COMMENT
MEDIUM⚡config.example.yaml403# ============================================COMMENT
MEDIUM⚡config.example.yaml565# ============================================COMMENT
MEDIUM⚡config.example.yaml567# ============================================COMMENT
MEDIUM⚡config.example.yaml572# ============================================COMMENT
MEDIUM⚡config.example.yaml574# ============================================COMMENT
MEDIUM⚡config.example.yaml579# ============================================COMMENT
MEDIUM⚡config.example.yaml581# ============================================COMMENT
MEDIUM⚡config.example.yaml586# ============================================COMMENT
MEDIUM⚡config.example.yaml588# ============================================COMMENT
MEDIUMconfig.example.yaml87# ============================================COMMENT
MEDIUMconfig.example.yaml89# ============================================COMMENT
MEDIUMconfig.example.yaml140# ============================================COMMENT
MEDIUMconfig.example.yaml142# ============================================COMMENT
MEDIUMconfig.example.yaml423# ============================================COMMENT
MEDIUMconfig.example.yaml425# ============================================COMMENT
MEDIUMconfig.example.yaml442# ============================================COMMENT
MEDIUMconfig.example.yaml444# ============================================COMMENT
MEDIUMconfig.example.yaml470 # ============================================COMMENT
MEDIUMconfig.example.yaml472 # ============================================COMMENT
MEDIUMconfig.example.yaml496# ============================================COMMENT
MEDIUMconfig.example.yaml498# ============================================COMMENT
MEDIUMconfig.example.yaml601# ============================================COMMENT
MEDIUMconfig.example.yaml603# ============================================COMMENT
MEDIUMtools/zoomeye_search.yaml17 # ==================================================COMMENT
MEDIUMtools/shodan_search.yaml17 # ==================================================COMMENT
MEDIUMtools/quake_search.yaml16 # ==================================================COMMENT
MEDIUMtools/fofa_search.yaml17 # ==================================================COMMENT
MEDIUMmcp-servers/pent_claude_agent/mcp_pent_claude_agent.py31# ---------------------------------------------------------------------------COMMENT
MEDIUMmcp-servers/pent_claude_agent/mcp_pent_claude_agent.py33# ---------------------------------------------------------------------------COMMENT
MEDIUMmcp-servers/pent_claude_agent/mcp_pent_claude_agent.py157# ---------------------------------------------------------------------------COMMENT
MEDIUMmcp-servers/pent_claude_agent/mcp_pent_claude_agent.py159# ---------------------------------------------------------------------------COMMENT
MEDIUMmcp-servers/reverse_shell/mcp_reverse_shell.py22# ---------------------------------------------------------------------------COMMENT
MEDIUMmcp-servers/reverse_shell/mcp_reverse_shell.py24# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡mcp-servers/reverse_shell/mcp_reverse_shell.py266# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡mcp-servers/reverse_shell/mcp_reverse_shell.py268# ---------------------------------------------------------------------------COMMENT
Fake / Example Data169 hits · 122 pts
SeverityFileLineSnippetContext
LOWweb/static/js/chat.js2167 const placeholderText = chatInput ? (chatInput.getAttribute('placeholder') || '').trim() : '';CODE
LOWweb/static/js/chat.js2190 const placeholderText = (chatInput.getAttribute('placeholder') || '').trim();CODE
LOWweb/static/js/chat.js6099 searchInput.setAttribute('data-i18n-attr', 'placeholder');CODE
LOWweb/static/js/chat.js9173 searchInput.setAttribute('data-i18n-attr', 'placeholder');CODE
LOWweb/static/js/chat.js10489 <input type="text" id="conversation-rename-input" class="form-input" maxlength="200" autocomplete="oCODE
LOWweb/static/js/webshell.js5192 connSearchEl.setAttribute('placeholder', ph);CODE
LOWweb/static/js/workflows.js489 searchInput.setAttribute('data-i18n-attr', 'placeholder');CODE
LOWweb/static/js/i18n.js101 const ph = (chatInput.getAttribute('placeholder') || '').trim();CODE
LOWweb/static/js/mobile-ui.js481 setAttrI18n(input, 'placeholder', 'mobile.searchMenu', '搜索菜单…');CODE
LOWweb/static/i18n/zh-CN.json3678 "placeholder": "{\n \"my-server\": {\n \"command\": \"python3\",\n \"args\": [\"${HOME}/mcp/server.py\"],\n CODE
LOWweb/static/i18n/ru-RU.json3703 "placeholder": "{\n \"my-server\": {\n \"command\": \"python3\",\n \"args\": [\"${HOME}/mcp/server.py\"],\n CODE
LOWweb/static/i18n/en-US.json3690 "placeholder": "{\n \"my-server\": {\n \"command\": \"python3\",\n \"args\": [\"${HOME}/mcp/server.py\"],\n CODE
LOW⚡web/templates/index.html2164 <label class="asset-editor-field"><span data-i18n="assets.country">国家/地区</span><CODE
LOW⚡web/templates/index.html2165 <label class="asset-editor-field"><span data-i18n="assets.province">省份/州</span><CODE
LOW⚡web/templates/index.html2166 <label class="asset-editor-field"><span data-i18n="assets.city">城市</span><input CODE
LOW⚡web/templates/index.html2790 data-i18n="vulnerabilityPage.filterExactId" data-i18n-attr="CODE
LOW⚡web/templates/index.html2795 data-i18n="vulnerabilityPage.filterConversation" data-i18n-aCODE
LOW⚡web/templates/index.html2800 data-i18n="vulnerabilityPage.filterTaskOrQueue" data-i18n-atCODE
LOW⚡web/templates/index.html2805 data-i18n="vulnerabilityPage.filterConversationTag" data-i18CODE
LOW⚡web/templates/index.html2810 data-i18n="vulnerabilityPage.filterTaskTag" data-i18n-attr="CODE
LOW⚡web/templates/index.html2905 <input type="text" id="chat-files-filter-conv" class="form-control" data-i18n="chatFilesCODE
LOW⚡web/templates/index.html2909 <input type="text" id="chat-files-filter-project" class="form-control" data-i18n="chatFiCODE
LOW⚡web/templates/index.html2913 <input type="text" id="chat-files-filter-name" class="form-control" data-i18n="chatFilesCODE
LOW⚡web/templates/index.html3728 <input type="text" id="openai-base-url" data-i18n="settiCODE
LOW⚡web/templates/index.html3732 <input type="password" id="openai-api-key" data-i18n="seCODE
LOW⚡web/templates/index.html3737 <input type="text" id="openai-model" class="model-piCODE
LOW⚡web/templates/index.html3843 <input type="text" id="vision-base-url" data-i18n="settingsBasic.visionBCODE
LOW⚡web/templates/index.html3847 <input type="password" id="vision-api-key" data-i18n="settingsBasic.visiCODE
LOW⚡web/templates/index.html3852 <input type="text" id="vision-model" class="model-pick-input" data-iCODE
LOW⚡web/templates/index.html4058 <input type="text" id="hitl-audit-model-base-url" data-i18n="settings.hitl.aCODE
LOW⚡web/templates/index.html4062 <input type="password" id="hitl-audit-model-api-key" data-i18n="settings.hitCODE
LOW⚡web/templates/index.html4067 <input type="text" id="hitl-audit-model-name" class="model-pick-input" dCODE
LOW⚡web/templates/index.html4230 <input type="text" id="knowledge-embedding-base-url" data-i18n="settingsBasiCODE
LOW⚡web/templates/index.html4235 <input type="password" id="knowledge-embedding-api-key" data-i18n="settingsBCODE
LOW⚡web/templates/index.html4241 <input type="text" id="knowledge-embedding-model" class="model-pick-inpuCODE
LOW⚡web/templates/index.html4256 <input type="number" id="knowledge-retrieval-top-k" min="1" max="20" data-i1CODE
LOW⚡web/templates/index.html4261 <input type="number" id="knowledge-retrieval-similarity-threshold" min="0" mCODE
LOW⚡web/templates/index.html4266 <input type="text" id="knowledge-retrieval-sub-index-filter" data-i18n="settCODE
LOW⚡web/templates/index.html4276 <input type="number" id="knowledge-multi-query-max-queries" min="1" max="8" CODE
LOW⚡web/templates/index.html4290 <input type="text" id="knowledge-rerank-model" data-i18n="settingsBasic.reraCODE
LOW⚡web/templates/index.html4294 <input type="text" id="knowledge-rerank-base-url" data-i18n="settingsBasic.rCODE
LOW⚡web/templates/index.html4298 <input type="password" id="knowledge-rerank-api-key" data-i18n="settingsBasiCODE
LOW⚡web/templates/index.html4308 <input type="number" id="knowledge-post-retrieve-prefetch-top-k" min="0" maxCODE
LOW⚡web/templates/index.html4313 <input type="number" id="knowledge-post-retrieve-max-chars" min="0" max="100CODE
LOW⚡web/templates/index.html4318 <input type="number" id="knowledge-post-retrieve-max-tokens" min="0" max="10CODE
LOW⚡web/templates/index.html4352 <input type="text" id="knowledge-indexing-sub-indexes" data-i18n="settingsBaCODE
LOW⚡web/templates/index.html4357 <input type="number" id="knowledge-indexing-chunk-size" min="128" max="4096"CODE
LOW⚡web/templates/index.html4362 <input type="number" id="knowledge-indexing-chunk-overlap" min="0" max="512"CODE
LOW⚡web/templates/index.html4367 <input type="number" id="knowledge-indexing-max-chunks-per-item" min="0" maxCODE
LOW⚡web/templates/index.html4372 <input type="number" id="knowledge-indexing-max-rpm" min="0" max="1000" dataCODE
LOW⚡web/templates/index.html4377 <input type="number" id="knowledge-indexing-rate-limit-delay-ms" min="0" maxCODE
LOW⚡web/templates/index.html4382 <input type="number" id="knowledge-indexing-max-retries" min="0" max="10" daCODE
LOW⚡web/templates/index.html4387 <input type="number" id="knowledge-indexing-retry-delay-ms" min="0" max="100CODE
LOW⚡web/templates/index.html4672 <input type="text" id="robot-wecom-token" data-i18n="settings.robots.wecom.tCODE
LOW⚡web/templates/index.html4676 <input type="text" id="robot-wecom-encoding-aes-key" data-i18n="settings.robCODE
LOW⚡web/templates/index.html4680 <input type="text" id="robot-wecom-corp-id" data-i18n="settings.robots.wecomCODE
LOW⚡web/templates/index.html4684 <input type="password" id="robot-wecom-secret" data-i18n="settings.robots.weCODE
LOW⚡web/templates/index.html4688 <input type="number" id="robot-wecom-agent-id" data-i18n="settings.robots.weCODE
LOW⚡web/templates/index.html4729 <input type="text" id="robot-lark-app-id" data-i18n="settings.robots.lark.apCODE
LOW⚡web/templates/index.html4733 <input type="password" id="robot-lark-app-secret" data-i18n="settings.robotsCODE
109 more matches not shown…
Empty Error Handlers8 hits · 40 pts
SeverityFileLineSnippetContext
HIGHmcp-servers/pent_claude_agent/mcp_pent_claude_agent.py28except ImportError:CODE
HIGHmcp-servers/reverse_shell/mcp_reverse_shell.py54except OSError:CODE
HIGHmcp-servers/reverse_shell/mcp_reverse_shell.py61except OSError:CODE
HIGHmcp-servers/reverse_shell/mcp_reverse_shell.py179except OSError:CODE
HIGHmcp-servers/reverse_shell/mcp_reverse_shell.py184except OSError:CODE
HIGHmcp-servers/reverse_shell/mcp_reverse_shell.py202except OSError:CODE
HIGHmcp-servers/reverse_shell/mcp_reverse_shell.py107except OSError:CODE
HIGHmcp-servers/reverse_shell/mcp_reverse_shell.py122except OSError:CODE
Over-Commented Block23 hits · 18 pts
SeverityFileLineSnippetContext
LOWconfig.example.yaml1# ============================================COMMENT
LOWconfig.example.yaml21 # - https://trusted-integration.exampleCOMMENT
LOWconfig.example.yaml81 workflow_checkpoints: # 工作流断点 data/workflow-checkpoints;默认 7 天COMMENT
LOWconfig.example.yaml181 enabled: trueCOMMENT
LOWconfig.example.yaml401# ============================================COMMENT
LOWconfig.example.yaml481 # 建议值:200 次/分钟≈300ms, 100 次/分钟≈600msCOMMENT
LOWconfig.example.yaml561 mode: user_bindingCOMMENT
LOWconfig.example.yaml601# ============================================COMMENT
LOWupgrade.sh1#!/usr/bin/env bashCOMMENT
LOWupgrade.sh21# environment variable, and only if neither is set from the built-in default - with aCOMMENT
LOWweb/static/css/mobile.css1841 max-width: 100% !important;COMMENT
LOWweb/static/css/mobile.css2181 #page-projects #project-panel-facts th:nth-child(1) { width: 160px; }COMMENT
LOWweb/static/js/dashboard.js1// 仪表盘页面:拉取运行中对话、漏洞统计、批量任务、工具与 Skills 统计并渲染。COMMENT
LOWinternal/attackchain/builder.go401COMMENT
LOWinternal/handler/update.go21var updateRestartDelay = 2 * time.SecondCOMMENT
LOWinternal/multiagent/orphan_tool_pruner_middleware.go21// 一旦孤儿 tool 消息进入 ChatModel,OpenAI 兼容 API(含 DashScope / 各类中转)会返回COMMENT
LOWinternal/update/version.go1package updateCOMMENT
LOWinternal/update/update.go1// Package update makes "bring this installation up to the newest commit of theCOMMENT
LOWinternal/update/update.go41const DefaultRepoURL = "https://github.com/AIPentest/CyberStrikeAI.git"COMMENT
LOWinternal/update/adopt.go61 }COMMENT
LOWinternal/config/config.go321 // CheckpointDir is retained for config compatibility. Chat agent runs doCOMMENT
LOWinternal/c2/types.go1// Package c2 实现 CyberStrikeAI 内置 C2(Command & Control)框架。COMMENT
LOWinternal/openai/eino_sse_sanitizer.go1package openaiCOMMENT
Modern AI Meta-Vocabulary7 hits · 17 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md110### Agents and orchestrationCOMMENT
MEDIUMconfig.example.yaml321# 多代理与 Eino 单代理(CloudWeGo Eino ADK;单代理入口 /api/eino-agent*,多代理 /api/multi-agent*)COMMENT
MEDIUMconfig.example.yaml323# Deep / Plan-Execute / Supervisor 由对话页与 WebShell 所选模式在请求体 orchestration 中指定;机器人按 robot_default_agent_modeCOMMENT
MEDIUMinternal/multiagent/eino_model_resilience_test.go338 t.Fatalf("gate = %#v, want ready with buildable agentic backend", gate)CODE
MEDIUMinternal/reasoning/eino.go125// agenticopenai.ChatConfig. The agentic chat backend currently exposes providerCOMMENT
MEDIUMdocs/README.md60### Concepts and orchestrationCOMMENT
MEDIUMdocs/en-US/README.md12## Concepts and orchestrationCOMMENT
Excessive Try-Catch Wrapping12 hits · 12 pts
SeverityFileLineSnippetContext
LOWtools/zoomeye_search.yaml209 except Exception as e:CODE
LOWtools/http-framework-test.yaml319 except Exception:CODE
LOWtools/http-framework-test.yaml336 except Exception:CODE
LOWtools/http-framework-test.yaml346 except Exception:CODE
LOWtools/http-framework-test.yaml1304 except Exception:CODE
LOWtools/shodan_search.yaml275 except Exception:CODE
LOWtools/shodan_search.yaml288 except Exception as e:CODE
LOWtools/quake_search.yaml217 except Exception as e:CODE
LOWtools/fofa_search.yaml187 except Exception as e:CODE
LOWmcp-servers/pent_claude_agent/mcp_pent_claude_agent.py79 except Exception:CODE
LOWmcp-servers/pent_claude_agent/mcp_pent_claude_agent.py131 except Exception as e:CODE
LOW⚡mcp-servers/reverse_shell/mcp_reverse_shell.py262 except Exception as e:CODE
Structural Annotation Overuse6 hits · 11 pts
SeverityFileLineSnippetContext
LOW⚡…/pent_claude_agent/.claude/skills/find-skills/SKILL.md36### Step 1: Understand What They NeedCOMMENT
LOW⚡…/pent_claude_agent/.claude/skills/find-skills/SKILL.md44### Step 2: Check the Leaderboard FirstCOMMENT
LOW⚡…/pent_claude_agent/.claude/skills/find-skills/SKILL.md52### Step 3: Search for SkillsCOMMENT
LOW…/pent_claude_agent/.claude/skills/find-skills/SKILL.md66### Step 4: Verify Quality Before RecommendingCOMMENT
LOW…/pent_claude_agent/.claude/skills/find-skills/SKILL.md74### Step 5: Present Options to the UserCOMMENT
LOW…/pent_claude_agent/.claude/skills/find-skills/SKILL.md96### Step 6: Offer to InstallCOMMENT
Magic Placeholder Names1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHweb/static/js/api-docs.js788 curlCommand += ` \\\n -H "Authorization: Bearer YOUR_TOKEN_HERE"`;CODE
Unused Imports4 hits · 4 pts
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LOWmcp-servers/pent_claude_agent/mcp_pent_claude_agent.py12CODE
LOWmcp-servers/pent_claude_agent/mcp_pent_claude_agent.py15CODE
LOWmcp-servers/reverse_shell/mcp_reverse_shell.py12CODE
LOWmcp-servers/reverse_shell/mcp_reverse_shell.py17CODE
Redundant / Tautological Comments2 hits · 3 pts
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LOWrun.sh39 # Check if the process existsCOMMENT
LOWrun.sh395 # Check if source changed since last buildCOMMENT
Deep Nesting2 hits · 2 pts
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LOWmcp-servers/pent_claude_agent/mcp_pent_claude_agent.py114CODE
LOWmcp-servers/reverse_shell/mcp_reverse_shell.py229CODE