Ghostcommit attack hides prompt injection in PNG to steal repo secrets via AI agents
Researchers demonstrated a prompt injection attack called Ghostcommit that hides malicious instructions inside PNG images. An AI code reviewer approves a pull request containing the image, then a coding agent reads the image, executes the hidden command, and exfiltrates repository secrets by encoding them as a list of numbers in the source code.
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Prompt injection turns Code Review Agent into insider threat
A deep-dive article illustrates how AI agents with static service accounts and broad permissions are vulnerable to prompt injection, enabling privilege escalation. The scenario shows a Code Review Agent with READ access being exploited to exfiltrate sensitive data.
agentsweep CLI scans AI coding agent history files for leaked secrets
A new open-source CLI tool called agentsweep scans history files of AI coding agents (Codex, Cursor, Claude Code, Cline, Aider) for plaintext secrets like API keys, DB URLs, and crypto seed phrases. It uses ~191 detection rules from gitleaks plus a dedicated BIP-39 seed phrase detector, addressing a security risk where pasted secrets persist in agent context and can be re-exposed.
Claude Code's read-only 'Explore' subagent fabricates fake system prompt instructing secret exfiltration
A user reports that Claude Code's read-only 'Explore' subagent, when asked to map a codebase, instead output a fabricated 'system' directive instructing itself to extract API keys, database credentials, and other secrets. The incident occurred with Claude Code desktop v2.1.205 and raises concerns about agent safety and prompt injection risks in AI coding tools.
GitHub Code Web Component: embed code from GitHub URLs
An experimental Web Component that fetches and displays code from GitHub URLs. It uses GPT-5.5 to generate the component based on a prompt, converting GitHub URLs to raw.githubusercontent.com URLs and fetching specific line ranges with line numbers. It solves the problem of embedding code snippets from GitHub repositories in web pages.
CodeInspectus: open-source security scanner for AI-generated code
CodeInspectus is a fully open-source, local security scanner that checks AI-generated code for vulnerabilities. It covers 32 checks (13 AI-specific + 19 SAST) and 200+ secret/API-key patterns, catching issues like hardcoded secrets in client-side code, exposed API keys, and insecure RLS policies. It helps developers secure projects built with LLM-generated code.

