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abstract: "IntentProbe is a local activation-probe scanner for MCP servers, AI agent tools, Claude Code skills, and runtime tool events. It reads internal activations from a small frozen local model to detect poisoned tool intent that surface text analysis can miss."
keywords:
- mcp-security
- model-context-protocol
- ai-security
- llm-security
- agent-security
- tool-poisoning
- activation-probing
- prompt-injection
- local-scanner
identifiers:
- type: doi
value: 10.5281/zenodo.19990741
description: "Research paper: Can Model Internals Detect MCP Tool Poisoning That Text Analysis Cannot?"
preferred-citation:
type: article
title: "Can Model Internals Detect MCP Tool Poisoning That Text Analysis Cannot?"