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README.md

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+---
+title: SkillLeakBench
+license: mit
+---
+
+# How Your Credentials Are Leaked by LLM Agent Skills: An Empirical Study
+
+A credential leakage benchmark dataset for LLM agent skills. We collected **170,226 skills** from SkillsMP, sampled **17,022** for analysis, and identified **520 affected skills** containing **1,708 security issues** across **10 leakage patterns**.
+
+## Purpose
+
+The code and data in this repository are intended exclusively for:
+- Academic research on AI agent security
+- Developing defense mechanisms against credential leakage in agent skills
+- Evaluating the robustness of AI agent platforms
+
+## Files
+
+| File | Rows | Description |
+|------|------|-------------|
+| `vulnerable_skills.csv` | 437 | Vulnerable skills with credential leakage patterns |
+| `malicious_skills.csv` | 83 | Malicious skills with attack patterns |
+
+## Columns
+
+**vulnerable_skills.csv:** `source,skill_name,classification,patterns,issue_count,severity`
+
+**malicious_skills.csv:** `source,skill_name,classification,patterns,issue_count,severity`
+
+## Distribution
+
+| Classification | Skills | Issues |
+|---------------|--------|--------|
+| Vulnerable | 437 | 1,371 |
+| Malicious | 83 | 337 |
+| **Total** | **520** | **1,708** |
+
+## Leakage Patterns
+
+**Vulnerability (4):** Information Exposure, Hardcoded Credentials, Insecure Storage, Artifact Leakage
+
+**Malicious (6):** Remote Exploitation, Defense Evasion, Credential Compromise, Data Exfiltration, Resource Hijacking, Persistence
+
+## Usage
+
+```python
+import pandas as pd
+
+# Load datasets
+vulnerable = pd.read_csv('vulnerable_skills.csv')
+malicious = pd.read_csv('malicious_skills.csv')
+```
+
+## Citation
+
+```bibtex
+@inproceedings{skillleakbench2026,
+  title={How Your Credentials Are Leaked by LLM Agent Skills: An Empirical Study},
+  author={Anonymous},
+  year={2026},
+}
+```
+
+## License
+
+MIT License

malicious_skills.csv

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+source,skill_name,classification,patterns,issue_count,severity
+skillsmp,agent-browser-6aigix9qi2tu,malicious,Defense Evasion,1,HIGH
+skillsmp,antigravity-image,malicious,Remote Exploitation,3,CRITICAL
+skillsmp,api-helper,malicious,Remote Exploitation,3,CRITICAL
+skillsmp,arbitrum-dapp-skill,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,aslaep123,malicious,Defense Evasion,11,HIGH
+skillsmp,auto-updater-ah1,malicious,Remote Exploitation;Defense Evasion,2,CRITICAL
+skillsmp,badguy1,malicious,Remote Exploitation;Credential Compromise;Data Exfiltration;Resource Hijacking,5,CRITICAL
+skillsmp,base-trading-agent,malicious,Remote Exploitation;Defense Evasion,4,CRITICAL
+skillsmp,better-polymarket,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,better-polymarket-002,malicious,Remote Exploitation,2,CRITICAL
+skillsmp,bird-xn,malicious,Defense Evasion,1,HIGH
+skillsmp,bybit-trading,malicious,Remote Exploitation;Defense Evasion,4,CRITICAL
+skillsmp,c-goro,malicious,Remote Exploitation;Credential Compromise;Data Exfiltration,9,CRITICAL
+skillsmp,cgnl,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,clawdhub-itmu0eevs9,malicious,Defense Evasion,1,HIGH
+skillsmp,clawhub,malicious,Defense Evasion,1,HIGH
+skillsmp,clawpenflow,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,coding-agent-pekjzav3x,malicious,Defense Evasion,1,HIGH
+skillsmp,config-analyzer,malicious,Remote Exploitation;Credential Compromise,15,CRITICAL
+skillsmp,creative-writer,malicious,Remote Exploitation;Credential Compromise,5,CRITICAL
+skillsmp,creative-writer-002,malicious,Remote Exploitation;Credential Compromise,4,CRITICAL
+skillsmp,cyberengage,malicious,Remote Exploitation,8,CRITICAL
+skillsmp,danman60,malicious,Remote Exploitation;Defense Evasion,4,CRITICAL
+skillsmp,das-monki,malicious,Remote Exploitation;Credential Compromise;Data Exfiltration;Resource Hijacking,5,CRITICAL
+skillsmp,deep-research-v2h55k2w,malicious,Defense Evasion,1,HIGH
+skillsmp,devinism,malicious,Remote Exploitation,2,CRITICAL
+skillsmp,dsiprouter-skill,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,environment-secrets-exfiltrator,malicious,Remote Exploitation,4,CRITICAL
+skillsmp,evilweather,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,excel-1kl,malicious,Defense Evasion,1,HIGH
+skillsmp,fobonacci404,malicious,Remote Exploitation,2,CRITICAL
+skillsmp,frontend-design,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,get-weather,malicious,Remote Exploitation;Data Exfiltration,3,CRITICAL
+skillsmp,gog-g7ksras,malicious,Defense Evasion,1,HIGH
+skillsmp,govpredict-ai,malicious,Remote Exploitation,2,CRITICAL
+skillsmp,iqbalnaveliano,malicious,Defense Evasion,2,HIGH
+skillsmp,kasyak0,malicious,Remote Exploitation,5,CRITICAL
+skillsmp,linkedin-job-application-bot,malicious,Remote Exploitation;Defense Evasion,6,CRITICAL
+skillsmp,linkedin-klt,malicious,Remote Exploitation;Defense Evasion,2,CRITICAL
+skillsmp,lvcidpsyche,malicious,Remote Exploitation;Credential Compromise;Data Exfiltration,19,CRITICAL
+skillsmp,molt-security-auditor-v3,malicious,Remote Exploitation,3,CRITICAL
+skillsmp,moltbook-lm8,malicious,Defense Evasion,1,HIGH
+skillsmp,moltbookagent,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,moonshine-100rze,malicious,Defense Evasion,2,HIGH
+skillsmp,nano-banana-pro,malicious,Remote Exploitation;Defense Evasion,2,CRITICAL
+skillsmp,nano-pdf,malicious,Defense Evasion,1,HIGH
+skillsmp,nervepay,malicious,Remote Exploitation;Credential Compromise,15,CRITICAL
+skillsmp,noreplyboter,malicious,Remote Exploitation,2,CRITICAL
+skillsmp,noypearl,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,openclaw-watchdog,malicious,Remote Exploitation,3,CRITICAL
+skillsmp,orlyjamie,malicious,Credential Compromise,8,CRITICAL
+skillsmp,pdf-1wso5,malicious,Defense Evasion,1,HIGH
+skillsmp,phantom-q8ark,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,pierremenard,malicious,Defense Evasion,1,HIGH
+skillsmp,polymarket-bot,malicious,Defense Evasion,4,HIGH
+skillsmp,polymarket-hyperliquid-trading,malicious,Defense Evasion,4,HIGH
+skillsmp,polymarketagent,malicious,Defense Evasion,3,HIGH
+skillsmp,polymarketbtc,malicious,Remote Exploitation;Credential Compromise,10,CRITICAL
+skillsmp,process.py,malicious,Remote Exploitation,3,CRITICAL
+skillsmp,proxy-scrap,malicious,Defense Evasion,3,HIGH
+skillsmp,query-optimizer,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,rankaj,malicious,Remote Exploitation;Data Exfiltration,3,CRITICAL
+skillsmp,recruitment-automation,malicious,Remote Exploitation;Credential Compromise,2,CRITICAL
+skillsmp,reddit-trends,malicious,Defense Evasion,2,HIGH
+skillsmp,reddit-trends-002,malicious,Defense Evasion,4,HIGH
+skillsmp,sakaen736jih,malicious,Defense Evasion,48,HIGH
+skillsmp,scccmsd,malicious,Remote Exploitation,2,CRITICAL
+skillsmp,secure-sync,malicious,Remote Exploitation,5,CRITICAL
+skillsmp,security-check,malicious,Credential Compromise,1,HIGH
+skillsmp,shay0j,malicious,Defense Evasion,1,HIGH
+skillsmp,skill-bomb-dog-sniff,malicious,Remote Exploitation;Credential Compromise;Data Exfiltration,16,CRITICAL
+skillsmp,summarize-v8w3,malicious,Remote Exploitation;Defense Evasion,3,CRITICAL
+skillsmp,super-helper,malicious,Remote Exploitation;Credential Compromise;Data Exfiltration;Persistence,7,CRITICAL
+skillsmp,sysadmin-with-a-shell,malicious,Remote Exploitation;Credential Compromise;Data Exfiltration;Resource Hijacking,5,CRITICAL
+skillsmp,text-processor,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,totally-legit-skill,malicious,Remote Exploitation;Credential Compromise;Resource Hijacking,4,CRITICAL
+skillsmp,twitter-openclaw-2,malicious,Data Exfiltration,1,CRITICAL
+skillsmp,wacli-xcb,malicious,Remote Exploitation;Defense Evasion,2,CRITICAL
+skillsmp,wed-1-0-1,malicious,Remote Exploitation,4,CRITICAL
+skillsmp,x-trends,malicious,Remote Exploitation,1,CRITICAL
+skillsmp,x402-payment-tron,malicious,Remote Exploitation,4,CRITICAL
+skillsmp,youtube-watcher,malicious,Defense Evasion,1,HIGH
+skillsmp,zaycv,malicious,Defense Evasion,4,HIGH

vulnerable_skills.csv

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+source,skill_name,classification,patterns,issue_count,severity
+skillsmp,0xreisearch,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,0xrikt,vulnerable,Insecure Storage,1,MEDIUM
+skillsmp,4325-design-system-cli,vulnerable,Information Exposure,2,HIGH
+skillsmp,acastellana,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,ad-ready,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,addis-assistant-stt,vulnerable,Information Exposure,4,HIGH
+skillsmp,addis-assistant-stt-002,vulnerable,Information Exposure,4,HIGH
+skillsmp,afajohn,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,agent-identity,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,agent-inbox,vulnerable,Information Exposure,2,HIGH
+skillsmp,agent-sentinel,vulnerable,Information Exposure,4,HIGH
+skillsmp,agentbus-relay-chat,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,agentic-commerce,vulnerable,Information Exposure,15,MEDIUM
+skillsmp,agentic-spicy-food-lafeitu,vulnerable,Information Exposure,2,HIGH
+skillsmp,aikek-api,vulnerable,Information Exposure,4,HIGH
+skillsmp,ainekomacx,vulnerable,Information Exposure,2,HIGH
+skillsmp,airc,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,aiusd-skills,vulnerable,Information Exposure,6,HIGH
+skillsmp,alexandrie,vulnerable,Information Exposure,2,HIGH
+skillsmp,alexrudloff,vulnerable,Information Exposure,2,HIGH
+skillsmp,am-will,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,amanbhandula,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,andrewjiang,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,ansible-skill,vulnerable,Hardcoded Credentials;Information Exposure,5,HIGH
+skillsmp,anthropic-token-refresh,vulnerable,Information Exposure,4,HIGH
+skillsmp,antigravity-image-gen,vulnerable,Information Exposure,1,HIGH
+skillsmp,antigravity-python-prompt,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,antigravity-quota,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,antigravity-rotator,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,archon-nostr,vulnerable,Information Exposure,5,HIGH
+skillsmp,archon-nostr-002,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,arena,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,arena (sscottdev),vulnerable,Hardcoded Credentials;Information Exposure,15,HIGH
+skillsmp,arguedotfun,vulnerable,Information Exposure,3,HIGH
+skillsmp,arkade-wallet,vulnerable,Information Exposure,4,HIGH
+skillsmp,arnarsson,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,arxiv-search,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,atakanermis,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,atlassian-mcp,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,autonomous-agent,vulnerable,Information Exposure,6,HIGH
+skillsmp,avantis-skill,vulnerable,Hardcoded Credentials;Information Exposure,5,CRITICAL
+skillsmp,avatar,vulnerable,Information Exposure,1,HIGH
+skillsmp,azure-deploy,vulnerable,Information Exposure,2,HIGH
+skillsmp,backboard,vulnerable,Information Exposure,1,HIGH
+skillsmp,backup-restore,vulnerable,Information Exposure,3,HIGH
+skillsmp,base-wallet,vulnerable,Information Exposure,6,HIGH
+skillsmp,beauty-generation-free,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,benniethedev-clawdgigs,vulnerable,Information Exposure,3,HIGH
+skillsmp,bilalmohamed187-cpu,vulnerable,Information Exposure,4,HIGH
+skillsmp,bitbrujo,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,blog-to-kindle,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,bobrenze-bot,vulnerable,Insecure Storage;Information Exposure,5,HIGH
+skillsmp,book_phone_booth,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,bookmark-intelligence,vulnerable,Information Exposure,3,HIGH
+skillsmp,borahm,vulnerable,Information Exposure,3,HIGH
+skillsmp,botroast,vulnerable,Information Exposure,4,HIGH
+skillsmp,brawlnet,vulnerable,Information Exposure,5,HIGH
+skillsmp,bring,vulnerable,Information Exposure,4,HIGH
+skillsmp,bring-002,vulnerable,Information Exposure,3,HIGH
+skillsmp,browser-use-api,vulnerable,Information Exposure,6,HIGH
+skillsmp,bun-runtime,vulnerable,Information Exposure,2,HIGH
+skillsmp,buy-anything,vulnerable,Information Exposure,2,HIGH
+skillsmp,buy-anything-002,vulnerable,Information Exposure,1,HIGH
+skillsmp,camera-watch,vulnerable,Information Exposure;Artifact Leakage,3,HIGH
+skillsmp,capability-evolver,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,capability-evolver-002,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,cardano-wallet,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,channel,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,chaos-lab,vulnerable,Information Exposure,1,HIGH
+skillsmp,charlievintage,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,chat-navigator,vulnerable,Information Exposure,4,MEDIUM
+skillsmp,china-news-crawler,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,chocomintx,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,chuxo,vulnerable,Information Exposure,2,HIGH
+skillsmp,claude-code-usage,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,claude-code-wingman,vulnerable,Information Exposure,3,HIGH
+skillsmp,claude-code-wingman-002,vulnerable,Information Exposure,4,HIGH
+skillsmp,claude-connect,vulnerable,Information Exposure,7,HIGH
+skillsmp,claw-land,vulnerable,Information Exposure,4,HIGH
+skillsmp,clawbrain-v3-skill,vulnerable,Information Exposure,6,HIGH
+skillsmp,clawcolab,vulnerable,Information Exposure,3,HIGH
+skillsmp,clawdsense-skill,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,clawdzap,vulnerable,Information Exposure,11,HIGH
+skillsmp,clawdzap-002,vulnerable,Credential Compromise;Information Exposure,10,CRITICAL
+skillsmp,clawfriend,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,clawiskill,vulnerable,Information Exposure,2,HIGH
+skillsmp,clawmegle-staking,vulnerable,Information Exposure,8,HIGH
+skillsmp,clawmind,vulnerable,Information Exposure,3,HIGH
+skillsmp,cloudflare-2,vulnerable,Information Exposure,2,HIGH
+skillsmp,codecustard-kaspa-dev,vulnerable,Information Exposure,4,HIGH
+skillsmp,contextoverflow,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,coolify,vulnerable,Information Exposure,3,HIGH
+skillsmp,coolmanns,vulnerable,Hardcoded Credentials,6,HIGH
+skillsmp,coreyleung-art,vulnerable,Information Exposure,2,HIGH
+skillsmp,crazypeace,vulnerable,Information Exposure,2,HIGH
+skillsmp,create-git-worktree,vulnerable,Information Exposure,1,HIGH
+skillsmp,createpjf,vulnerable,Information Exposure,4,HIGH
+skillsmp,crewai-workflows,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,custom-smtp-sender,vulnerable,Information Exposure,2,HIGH
+skillsmp,daily-review,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,dannydvm,vulnerable,Hardcoded Credentials;Information Exposure,5,HIGH
+skillsmp,danube-tools,vulnerable,Information Exposure,4,HIGH
+skillsmp,databases,vulnerable,Information Exposure,1,HIGH
+skillsmp,deploy-guardian,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,dfinzer,vulnerable,Information Exposure,4,MEDIUM
+skillsmp,dialpad,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,digitaladaption,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,dimkag79,vulnerable,Information Exposure,3,MEDIUM
+skillsmp,discord-server-ctrl,vulnerable,Information Exposure,3,HIGH
+skillsmp,discord-voice-memo-upgrade,vulnerable,Information Exposure,2,HIGH
+skillsmp,dokploy,vulnerable,Information Exposure,1,HIGH
+skillsmp,dokploy-002,vulnerable,Information Exposure,2,HIGH
+skillsmp,dokploy-003,vulnerable,Information Exposure,1,HIGH
+skillsmp,dropbox-integration,vulnerable,Information Exposure,6,HIGH
+skillsmp,droppingbeans,vulnerable,Information Exposure,5,MEDIUM
+skillsmp,ds160-autofill,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,dwlf,vulnerable,Information Exposure,2,HIGH
+skillsmp,dxdleady,vulnerable,Information Exposure,8,HIGH
+skillsmp,dynamic-greeting,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,dyson-cli,vulnerable,Information Exposure,2,HIGH
+skillsmp,dytto-agent-skill,vulnerable,Information Exposure;Artifact Leakage,2,HIGH
+skillsmp,easonc13,vulnerable,Information Exposure,5,HIGH
+skillsmp,ec-x-video-transcribe,vulnerable,Information Exposure,4,HIGH
+skillsmp,ecto-connection,vulnerable,Insecure Storage;Information Exposure,5,HIGH
+skillsmp,einstein,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,eltontay-circle-wallet,vulnerable,Information Exposure,1,HIGH
+skillsmp,email-summary,vulnerable,Information Exposure,1,HIGH
+skillsmp,endlessjour9527,vulnerable,Information Exposure,10,HIGH
+skillsmp,ens-primary-name,vulnerable,Information Exposure,1,HIGH
+skillsmp,env-sync,vulnerable,Information Exposure,1,HIGH
+skillsmp,enzoldhazam,vulnerable,Information Exposure,1,HIGH
+skillsmp,esorincom,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,etrade-pelosi-bot,vulnerable,Information Exposure,6,HIGH
+skillsmp,eyebots,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,facebook-page,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,fail2ban-reporter,vulnerable,Information Exposure,6,HIGH
+skillsmp,farcaster-agent,vulnerable,Information Exposure,3,HIGH
+skillsmp,feishu-doc-reader,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,file-repair-skill,vulnerable,Information Exposure,1,HIGH
+skillsmp,finance-news,vulnerable,Information Exposure,2,HIGH
+skillsmp,fitbit-analytics,vulnerable,Information Exposure,2,HIGH
+skillsmp,fitbit-analytics-002,vulnerable,Hardcoded Credentials;Information Exposure,6,HIGH
+skillsmp,fliz-ai-video-generator,vulnerable,Information Exposure,1,HIGH
+skillsmp,freshrss-reader,vulnerable,Information Exposure,1,HIGH
+skillsmp,fumarole16-afk,vulnerable,Information Exposure,4,HIGH
+skillsmp,ga4,vulnerable,Information Exposure,3,HIGH
+skillsmp,ga4-002,vulnerable,Information Exposure,2,HIGH
+skillsmp,garibong-labs,vulnerable,Information Exposure,1,HIGH
+skillsmp,garmin-connect,vulnerable,Information Exposure,10,HIGH
+skillsmp,gemini-gen,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,genecyber,vulnerable,Information Exposure,5,HIGH
+skillsmp,generating-compliance-reports,vulnerable,Information Exposure,2,HIGH
+skillsmp,gimhub,vulnerable,Information Exposure,3,HIGH
+skillsmp,gimhub-002,vulnerable,Information Exposure,3,HIGH
+skillsmp,github-integration,vulnerable,Information Exposure,5,HIGH
+skillsmp,github-pat,vulnerable,Information Exposure,4,HIGH
+skillsmp,gitlog,vulnerable,Information Exposure,1,HIGH
+skillsmp,gkeep,vulnerable,Information Exposure,1,HIGH
+skillsmp,gkeep-002,vulnerable,Information Exposure,2,HIGH
+skillsmp,globalcaos,vulnerable,Insecure Storage;Information Exposure,5,HIGH
+skillsmp,godaddy,vulnerable,Information Exposure,3,HIGH
+skillsmp,godsboy,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,google-calendar,vulnerable,Information Exposure,3,HIGH
+skillsmp,google-calendar-002,vulnerable,Information Exposure,3,HIGH
+skillsmp,google-calendar-003,vulnerable,Information Exposure,2,HIGH
+skillsmp,google-workspace,vulnerable,Information Exposure,1,HIGH
+skillsmp,gowok,vulnerable,Information Exposure,4,HIGH
+skillsmp,grok-imagine-render,vulnerable,Information Exposure,1,HIGH
+skillsmp,gsc,vulnerable,Information Exposure,3,HIGH
+skillsmp,gstdcoin-a2a-network,vulnerable,Information Exposure,3,HIGH
+skillsmp,gxsy886,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,heiheimaoya,vulnerable,Information Exposure,2,HIGH
+skillsmp,hexiaochun,vulnerable,Hardcoded Credentials,3,HIGH
+skillsmp,hga030888-blip,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,hightower6eu,vulnerable,Hardcoded Credentials;Insecure Storage;Information Exposure,35,HIGH
+skillsmp,hisxo,vulnerable,Information Exposure,3,HIGH
+skillsmp,hjanuschka,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,honcho-integration (docs directory),vulnerable,Information Exposure,1,MEDIUM
+skillsmp,hotdog,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,hustle,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,idea,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,imap-email,vulnerable,Information Exposure,2,HIGH
+skillsmp,imap-idle,vulnerable,Information Exposure,3,HIGH
+skillsmp,imap-idle-002,vulnerable,Information Exposure,2,HIGH
+skillsmp,imap-smtp-email,vulnerable,Information Exposure,3,HIGH
+skillsmp,imsg-autoresponder,vulnerable,Information Exposure,6,MEDIUM
+skillsmp,ipedrax,vulnerable,Information Exposure,2,HIGH
+skillsmp,jamesalmeida,vulnerable,Hardcoded Credentials;Information Exposure,5,HIGH
+skillsmp,jameseball-clawdio,vulnerable,Information Exposure,1,HIGH
+skillsmp,jayphen,vulnerable,Information Exposure,1,HIGH
+skillsmp,jb-hook-deploy-ui,vulnerable,Information Exposure,2,HIGH
+skillsmp,jdrhyne,vulnerable,Information Exposure,4,HIGH
+skillsmp,jeremymahieu-listonic,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,josephrp,vulnerable,Information Exposure,4,MEDIUM
+skillsmp,justinhartbiz,vulnerable,Information Exposure,2,HIGH
+skillsmp,kaankacar,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,kagi-search,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,kagi-search-002,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,karakeep,vulnerable,Information Exposure,2,HIGH
+skillsmp,kellyclaudeai,vulnerable,Insecure Storage;Information Exposure,10,HIGH
+skillsmp,kesslerio,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,lazymonlabs,vulnerable,Information Exposure,2,HIGH
+skillsmp,legacy-testimony-skill,vulnerable,Information Exposure,3,HIGH
+skillsmp,lidarr,vulnerable,Information Exposure,4,HIGH
+skillsmp,lifi-orchestrator,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,linear-webhook,vulnerable,Information Exposure,3,HIGH
+skillsmp,linkedin-monitor,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,linux-patcher,vulnerable,Information Exposure,1,HIGH
+skillsmp,localrank,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,location-safety-skill,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,locus,vulnerable,Information Exposure,3,HIGH
+skillsmp,locus-002,vulnerable,Information Exposure,2,HIGH
+skillsmp,looper-golf,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,lucaspdude-persistent-private-agent-memory,vulnerable,Information Exposure,4,HIGH
+skillsmp,luruibu,vulnerable,Hardcoded Credentials;Information Exposure,6,HIGH
+skillsmp,lycohana,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,macos-spm-app-packaging,vulnerable,Artifact Leakage,1,MEDIUM
+skillsmp,macos-spm-app-packaging-002,vulnerable,Artifact Leakage,1,MEDIUM
+skillsmp,maishou,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,massiveadam,vulnerable,Hardcoded Credentials;Information Exposure,9,HIGH
+skillsmp,mastodon-publisher,vulnerable,Information Exposure,2,HIGH
+skillsmp,masumi-payments,vulnerable,Information Exposure,5,HIGH
+skillsmp,masumi-payments-002,vulnerable,Information Exposure,5,HIGH
+skillsmp,matrix-meta,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,mcp-atlassian,vulnerable,Information Exposure,3,HIGH
+skillsmp,mcp-builder,vulnerable,Information Exposure,1,HIGH
+skillsmp,medrxiv-search,vulnerable,Information Exposure,3,HIGH
+skillsmp,meegle-mcp-skill,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,memento,vulnerable,Information Exposure,9,HIGH
+skillsmp,mersal-orem,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,meshguard,vulnerable,Information Exposure,5,HIGH
+skillsmp,microsoft-todo,vulnerable,Information Exposure,2,HIGH
+skillsmp,miniflux,vulnerable,Information Exposure,1,HIGH
+skillsmp,mintyouragent,vulnerable,Information Exposure,3,HIGH
+skillsmp,mishafyi,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,model-router,vulnerable,Information Exposure,2,HIGH
+skillsmp,molta,vulnerable,Information Exposure,2,HIGH
+skillsmp,moltbook-daily-digest,vulnerable,Insecure Storage,1,MEDIUM
+skillsmp,moltbook-post-verified,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,moltcheck,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,moltchurch,vulnerable,Information Exposure,4,HIGH
+skillsmp,moltguard,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,moltmarkets-trader,vulnerable,Information Exposure,15,HIGH
+skillsmp,molttok,vulnerable,Hardcoded Credentials;Insecure Storage;Information Exposure,5,HIGH
+skillsmp,monarch-money,vulnerable,Information Exposure,7,HIGH
+skillsmp,monarch-money-002,vulnerable,Information Exposure,6,HIGH
+skillsmp,motrix-download,vulnerable,Hardcoded Credentials,3,HIGH
+skillsmp,ms365-tenant-manager,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,nano-banana-antigravity,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,nanobanana-ppt-skills,vulnerable,Information Exposure,1,HIGH
+skillsmp,nas-master,vulnerable,Information Exposure,1,HIGH
+skillsmp,nas-movie-download,vulnerable,Hardcoded Credentials;Information Exposure,9,HIGH
+skillsmp,nerveband,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,nest-devices,vulnerable,Information Exposure,3,HIGH
+skillsmp,nostr-social,vulnerable,Information Exposure,2,HIGH
+skillsmp,notebooklm,vulnerable,Information Exposure,3,HIGH
+skillsmp,nowloady,vulnerable,Information Exposure,5,HIGH
+skillsmp,npm-proxy,vulnerable,Insecure Storage;Information Exposure,3,HIGH
+skillsmp,npm-proxy-002,vulnerable,Insecure Storage;Information Exposure,2,HIGH
+skillsmp,obsidian-conversation-backup,vulnerable,Information Exposure,2,HIGH
+skillsmp,obsidian-conversation-backup-002,vulnerable,Information Exposure,3,HIGH
+skillsmp,oceanswave,vulnerable,Information Exposure,1,HIGH
+skillsmp,odds-api-io,vulnerable,Information Exposure,1,HIGH
+skillsmp,og-openclawguard,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,ok-computers,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,open-broker,vulnerable,Information Exposure,2,HIGH
+skillsmp,openclaw-backup-optimized,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,openclaw-confluence-skill,vulnerable,Information Exposure,2,HIGH
+skillsmp,openclaw-consensus-bot,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,openclaw-doctor-pro,vulnerable,Information Exposure,3,HIGH
+skillsmp,openclaw-email-bypass,vulnerable,Information Exposure,2,HIGH
+skillsmp,openclaw-runtime-monitor,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,openguardrails-for-openclaw,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,openkm-rest,vulnerable,Information Exposure,2,HIGH
+skillsmp,openkrill,vulnerable,Information Exposure,3,HIGH
+skillsmp,ops-framework,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,orchestrator,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,orosha-ai,vulnerable,Hardcoded Credentials;Insecure Storage,4,HIGH
+skillsmp,pacelabs,vulnerable,Information Exposure,6,HIGH
+skillsmp,parallel,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,parallel-002,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,paytrigo-openclawbot,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,paytrigo-openclawbot-002,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,paytrigo-openclawbot-003,vulnerable,Hardcoded Credentials;Information Exposure,5,HIGH
+skillsmp,peaq-robotics,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,pektech,vulnerable,Information Exposure,1,HIGH
+skillsmp,pendzoncymisio,vulnerable,Information Exposure,4,HIGH
+skillsmp,pes0,vulnerable,Information Exposure,4,HIGH
+skillsmp,photonixlaser-ux,vulnerable,Hardcoded Credentials;Information Exposure,13,HIGH
+skillsmp,picnic,vulnerable,Information Exposure,2,HIGH
+skillsmp,picnic-002,vulnerable,Information Exposure,3,HIGH
+skillsmp,pipethedev-polyclaw,vulnerable,Information Exposure,3,HIGH
+skillsmp,pixiv-skill,vulnerable,Hardcoded Credentials;Information Exposure,7,HIGH
+skillsmp,playdadev,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,pntrivedy,vulnerable,Hardcoded Credentials,3,HIGH
+skillsmp,polyedge,vulnerable,Credential Compromise,1,CRITICAL
+skillsmp,polymarket-agent,vulnerable,Information Exposure,2,HIGH
+skillsmp,postiz-ext,vulnerable,Hardcoded Credentials;Information Exposure,4,HIGH
+skillsmp,preston-thiele,vulnerable,Information Exposure,4,HIGH
+skillsmp,proj-deploy,vulnerable,Information Exposure,4,HIGH
+skillsmp,project-context-sync,vulnerable,Information Exposure,2,HIGH
+skillsmp,project-orchestrator,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,project-orchestrator-002,vulnerable,Hardcoded Credentials;Information Exposure,4,HIGH
+skillsmp,pulse,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,pulse-002,vulnerable,Hardcoded Credentials,3,HIGH
+skillsmp,purelymail,vulnerable,Information Exposure,5,HIGH
+skillsmp,quietmail,vulnerable,Hardcoded Credentials;Information Exposure,5,HIGH
+skillsmp,quodd,vulnerable,Information Exposure,2,HIGH
+skillsmp,qwen-image,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,r2-storage,vulnerable,Information Exposure,8,HIGH
+skillsmp,reachy-mini,vulnerable,Hardcoded Credentials;Information Exposure,5,HIGH
+skillsmp,receipts-guard,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,redis-bug-tracking,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,register-new-research-node,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,rei,vulnerable,Information Exposure,3,HIGH
+skillsmp,restart-guard,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,resumeclaw,vulnerable,Information Exposure,5,HIGH
+skillsmp,resumeclaw-002,vulnerable,Information Exposure,4,HIGH
+skillsmp,reverse-proxy-local,vulnerable,Insecure Storage;Information Exposure,6,HIGH
+skillsmp,rita5fr,vulnerable,Hardcoded Credentials;Information Exposure,5,HIGH
+skillsmp,roger0808,vulnerable,Hardcoded Credentials;Information Exposure,27,HIGH
+skillsmp,rojasjuniore,vulnerable,Information Exposure,5,HIGH
+skillsmp,roon-controller,vulnerable,Information Exposure,2,HIGH
+skillsmp,roon-controller-002,vulnerable,Information Exposure,1,HIGH
+skillsmp,rosepuppy,vulnerable,Information Exposure,4,MEDIUM
+skillsmp,ryanhong666,vulnerable,Information Exposure,1,HIGH
+skillsmp,sameerbajaj,vulnerable,Information Exposure,3,HIGH
+skillsmp,sarthib7,vulnerable,Information Exposure,4,MEDIUM
+skillsmp,sbaker5-polyedge,vulnerable,Credential Compromise,1,CRITICAL
+skillsmp,sec-filing-watcher,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,sec-filing-watcher-002,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,secret-manager,vulnerable,Information Exposure,3,HIGH
+skillsmp,security-monitor,vulnerable,Information Exposure,3,HIGH
+skillsmp,security-monitor-002,vulnerable,Information Exposure,2,HIGH
+skillsmp,send-me-my-files-r2-upload-with-short-lived-signed-urls,vulnerable,Information Exposure,11,HIGH
+skillsmp,servicenow-agent,vulnerable,Information Exposure,2,HIGH
+skillsmp,sf-diagram-nanobananapro,vulnerable,Information Exposure,1,HIGH
+skillsmp,shawnminh,vulnerable,Information Exposure,12,HIGH
+skillsmp,shekohex-miniflux,vulnerable,Information Exposure,2,HIGH
+skillsmp,siyuan-task-skill,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,skillfence,vulnerable,Information Exposure,3,MEDIUM
+skillsmp,slack-personal,vulnerable,Information Exposure,2,HIGH
+skillsmp,slempiam,vulnerable,Information Exposure,2,HIGH
+skillsmp,snowshadow,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,social-hub,vulnerable,Insecure Storage;Information Exposure,5,HIGH
+skillsmp,solana-defi-agent,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,solclaw,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,solving_vrp,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,soroban-trader,vulnerable,Hardcoded Credentials;Information Exposure,9,HIGH
+skillsmp,sparkbtcbot,vulnerable,Information Exposure,3,HIGH
+skillsmp,speedtest,vulnerable,Insecure Storage,1,MEDIUM
+skillsmp,spirosrap,vulnerable,Information Exposure,2,HIGH
+skillsmp,sschepis,vulnerable,Information Exposure,10,HIGH
+skillsmp,standard-agentic-commerce-engine,vulnerable,Information Exposure,3,HIGH
+skillsmp,standard-agentic-commerce-engine-002,vulnerable,Information Exposure,3,HIGH
+skillsmp,staratheris,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,staratheris-arya-reminders,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,strava,vulnerable,Information Exposure,2,HIGH
+skillsmp,strava-002,vulnerable,Information Exposure,3,HIGH
+skillsmp,strava-003,vulnerable,Information Exposure,3,HIGH
+skillsmp,strava-cycling-coach,vulnerable,Information Exposure,3,HIGH
+skillsmp,stremio-cast,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,submit-to-agentbeat,vulnerable,Information Exposure,6,HIGH
+skillsmp,subtitles,vulnerable,Information Exposure,5,HIGH
+skillsmp,supermarkt-prijzen,vulnerable,Hardcoded Credentials;Information Exposure,17,HIGH
+skillsmp,supermemory,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,sxela,vulnerable,Information Exposure,1,HIGH
+skillsmp,synology-surveillance-skill,vulnerable,Information Exposure,3,HIGH
+skillsmp,system-guardian,vulnerable,Information Exposure,2,HIGH
+skillsmp,team-reconcile,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,tedkaczynski-the-bot,vulnerable,Information Exposure,4,HIGH
+skillsmp,telegram-cloud-storage,vulnerable,Information Exposure,1,HIGH
+skillsmp,telegram-pairing-approver,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,tencentcloud-cos-skill,vulnerable,Information Exposure,3,HIGH
+skillsmp,tencentcloud-cvm-skill,vulnerable,Information Exposure,6,HIGH
+skillsmp,tencentcloud-cvm-skill-002,vulnerable,Information Exposure,3,HIGH
+skillsmp,tesla-fleet-api,vulnerable,Information Exposure,2,HIGH
+skillsmp,tezatezaz,vulnerable,Information Exposure,5,HIGH
+skillsmp,therohitdas,vulnerable,Information Exposure,10,HIGH
+skillsmp,thesethrose,vulnerable,Information Exposure,3,HIGH
+skillsmp,thomaslwang,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,threads,vulnerable,Information Exposure,1,HIGH
+skillsmp,ticktick,vulnerable,Information Exposure,3,HIGH
+skillsmp,token-alert,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,trakt-tv,vulnerable,Information Exposure,8,HIGH
+skillsmp,transcript,vulnerable,Information Exposure,6,HIGH
+skillsmp,transcriptapi,vulnerable,Information Exposure,4,HIGH
+skillsmp,trmnl-display,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,tunaissacoding,vulnerable,Information Exposure,3,HIGH
+skillsmp,twitter-search-skill,vulnerable,Information Exposure,3,HIGH
+skillsmp,uid-life,vulnerable,Information Exposure,2,MEDIUM
+skillsmp,uid-node,vulnerable,Information Exposure,3,MEDIUM
+skillsmp,unifi,vulnerable,Information Exposure,1,HIGH
+skillsmp,universal-voice-agent,vulnerable,Hardcoded Credentials;Information Exposure,5,HIGH
+skillsmp,universal-voice-agent-002,vulnerable,Hardcoded Credentials;Information Exposure,9,HIGH
+skillsmp,update-plus,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,valyu-search,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,video-transcript,vulnerable,Information Exposure,5,HIGH
+skillsmp,vikunja-fast,vulnerable,Information Exposure,2,HIGH
+skillsmp,visionik,vulnerable,Information Exposure,1,HIGH
+skillsmp,voice-ui,vulnerable,Information Exposure,3,HIGH
+skillsmp,voidborne,vulnerable,Information Exposure,4,HIGH
+skillsmp,vrtlly-claw-club,vulnerable,Insecure Storage;Information Exposure,4,HIGH
+skillsmp,warm-wm,vulnerable,Information Exposure,1,HIGH
+skillsmp,warren-deploy,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,wearables-setup,vulnerable,Hardcoded Credentials;Information Exposure,4,HIGH
+skillsmp,weather-data-fetcher,vulnerable,Information Exposure,3,HIGH
+skillsmp,weatherkit,vulnerable,Information Exposure,2,HIGH
+skillsmp,weird-aftertaste,vulnerable,Insecure Storage;Information Exposure,3,HIGH
+skillsmp,whoop,vulnerable,Information Exposure,2,HIGH
+skillsmp,whoop-integration,vulnerable,Hardcoded Credentials,2,HIGH
+skillsmp,whoop-morning,vulnerable,Information Exposure,1,HIGH
+skillsmp,withings-health,vulnerable,Information Exposure,1,HIGH
+skillsmp,withings-health-002,vulnerable,Information Exposure,2,HIGH
+skillsmp,withings-health-003,vulnerable,Information Exposure,1,HIGH
+skillsmp,x-report-generator,vulnerable,Information Exposure,2,HIGH
+skillsmp,x402-client,vulnerable,Information Exposure,3,HIGH
+skillsmp,xasus1,vulnerable,Information Exposure,2,HIGH
+skillsmp,xian-node-skill,vulnerable,Information Exposure,2,HIGH
+skillsmp,xiaohongshutools,vulnerable,Information Exposure,4,HIGH
+skillsmp,xiaomi-home,vulnerable,Hardcoded Credentials,3,HIGH
+skillsmp,youbaolian,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,youbaolian-002,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,youtube,vulnerable,Hardcoded Credentials;Information Exposure,2,HIGH
+skillsmp,youtube-api,vulnerable,Information Exposure,14,HIGH
+skillsmp,youtube-instant-article,vulnerable,Information Exposure,1,HIGH
+skillsmp,youtube-search,vulnerable,Information Exposure,3,HIGH
+skillsmp,yt,vulnerable,Information Exposure,6,HIGH
+skillsmp,yt-to-blog,vulnerable,Hardcoded Credentials;Information Exposure,3,HIGH
+skillsmp,yukihamada-voice-ui,vulnerable,Information Exposure,4,HIGH
+skillsmp,zenixp,vulnerable,Information Exposure,2,HIGH
+skillsmp,zeph-ai-dev,vulnerable,Hardcoded Credentials,1,HIGH
+skillsmp,zeruai,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,zettelkasten,vulnerable,Information Exposure,1,MEDIUM
+skillsmp,zoho-email-integration,vulnerable,Information Exposure,3,HIGH
+skillsmp,zyla-api-hub-skill,vulnerable,Information Exposure,1,HIGH
+skillsmp,zyla-api-hub-skill-002,vulnerable,Information Exposure,1,HIGH