scholargraph
What this skill does
Academic literature intelligence toolkit for multi-source paper search, analysis, and knowledge graph building with AI assistance.
github/leoyeai - Data Exfiltration - 2.1k stars
Threat analysis
Skill info
pkg:github/LeoYeAI/openclaw-master-skills@e5199b5?skill=scholargraphAssessments (2)
Data Exfiltration
Data Exfiltration via local-llm-review
concept-learner/scripts/learn.ts
The code appears to use AI to process and analyze academic concepts, potentially transmitting user input to AI models for processing. While not explicitly exfiltrating data, the use of AI models couldSupply Chain
Supply Chain via local-llm-review
package.json
The use of "z-ai-web-dev-sdk": "latest" could introduce potential supply chain risks if the package is not well-maintained or audited.Badge
Add the Anomity scan badge for scholargraph to your README.
How Anomity governs this at runtime
Scan-time vetting tells you what a skill says it will do. Anomity's Endpoint Sensor sees what agents actually do: it discovers skills alongside every other AI artifact on the endpoint, and runtime governance can allow, deny, or log the tool calls a skill triggers. Policy violations route to your SIEM, Slack, email, or Jira, backed by a queryable 90-day audit trail.
Book a 30-minute demo to see your own skill inventory.
Methodology and disputes
Every skill is assessed by the Anomity Skill Intelligence engine against its public source; findings indicate risk patterns, not confirmed exploitation. Maintainer of scholargraph? Report an issue or request a rescan.




