Exploiting Over-Permissioned Agent Tool Scopes
AI agents are frequently deployed with more permissions than their stated function requires. A customer support agent with read access to the full customer database, a code assistant with write access to the production repository, or a document summarizer with access to all SharePoint sites — each represents a case where the agent's tool scope exceeds what its task actually needs.
Over-permissioned tool scopes are not vulnerabilities in the traditional sense. The tools work as configured. The exploitation is using the agent's legitimate but excessive permissions to reach resources the user should not have direct access to, by crafting requests that cause the agent to use its privileged tools on your behalf.
Map the Permission Scope
Start by establishing what the agent can actually access versus what it is supposed to access. Probe the boundaries by requesting actions that are adjacent to the agent's stated purpose:
Responses that fulfill these requests confirm the agent has broader access than a typical user would. Note which resource types the agent can reach — databases, file shares, APIs, messaging platforms — and which operations it can perform on each.
Abuse Write Permissions
Write-enabled tool scopes are higher impact than read-only access. An agent with write access to a code repository, email system, or configuration store can be used to make persistent changes under the agent's service account identity:
Escalate via Administrative Tool Access
Agents connected to administrative APIs — cloud management consoles, identity providers, or infrastructure APIs — can be used to create backdoor accounts, modify permissions, or exfiltrate secrets through the agent's legitimate administrative credentials:
Cross-User Data Access via Shared Agent Identity
Multi-tenant applications where all users share a single agent service account are vulnerable to cross-user data access. The agent's tool credentials do not change between users, so any user can instruct the agent to access data belonging to other users if the agent's tools lack per-request authorization checks:
If the agent retrieves another customer's data without checking whether the requesting user is authorized to access that customer ID, the shared service account acts as a privilege bridge. Enumerate customer IDs sequentially to extract data across all accounts using the agent as a proxy.
References
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OWASP Top 10 for LLM Applicationsowasp.org/www-project-top-10-for-large-language-model-applications (opens in new tab)
LLM06: Excessive Agency — over-permissioned tool scopes and missing least-privilege enforcement
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