scan-behavioral

scan-behavioral is a command for Claude Code from cisco-ai-defense/mcp-scanner. It costs 16 tokens per session (150 once invoked), scanned A, original, Apache-2.0.

A source-code review that compares what an MCP server says it does with what its code actually does. MCP servers connect AI assistants to tools and data.

In plain words
What is it for?
For analyzing an MCP server file or directory and reviewing the security implications of any mismatches.
Why use it?
It helps find hidden behavior, security weaknesses, and differences between documentation and implementation.

Command for Claude Code

Written for Claude Code: $ARGUMENTS substitution.

Part of the mcp-scanner plugin — 1 skill, 9 commands shipped together

Good fit For analyzing an MCP server file or directory and reviewing the security implications of any mismatches.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/cisco-ai-defense/mcp-scanner/scan-behavioral
About the project

MCP Scanner is a Python tool that examines Model Context Protocol servers and tools for security findings and potential threats. It can run as a command-line tool or REST API and uses YARA rules, LLM analysis, Cisco AI Defense, dependency checks, and other scans.

cisco-ai-defense/mcp-scanner · 1,066 stars · on GitHub · blogs.cisco.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/cisco-ai-defense/mcp-scanner

Made for: Claude Code.

Or install mcp-scanner, the plugin that ships this one along with the rest of its 1 skill, 9 commands.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for scan-behavioral

README.md
[![agentmods](https://agentmods.dev/badge/commands/cisco-ai-defense/mcp-scanner/scan-behavioral/github.svg)](https://agentmods.dev/commands/cisco-ai-defense/mcp-scanner/scan-behavioral)
Your own site
<a href="https://agentmods.dev/commands/cisco-ai-defense/mcp-scanner/scan-behavioral"><img src="https://agentmods.dev/badge/commands/cisco-ai-defense/mcp-scanner/scan-behavioral/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for scan-behavioral

Your own site · 80×15
<a href="https://agentmods.dev/commands/cisco-ai-defense/mcp-scanner/scan-behavioral"><img src="https://agentmods.dev/badge/commands/cisco-ai-defense/mcp-scanner/scan-behavioral.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 16 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 150 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00016 $0.00150
Opus 5 $0.00008 $0.00075
Sonnet 5 $0.00003 $0.00030
Haiku 4.5 $0.00002 $0.00015

Measured 9d ago against content hash 9073de139fb3, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

scan-behavioral scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

claude-code-plugin/commands/scan-behavioral.md · 22 lines

What it actually says

Behavioral Code Analysis

Perform behavioral analysis on the MCP server source code at "$ARGUMENTS" to detect:

  • Mismatches between docstring claims and actual implementation
  • Hidden malicious behaviors
  • Security vulnerabilities in the code

Run the following command:

mcp-scanner behavioral "$ARGUMENTS" --format detailed

If the path is not provided, ask the user for the path to the MCP server source code file or directory.

This analysis requires the LLM analyzer, so ensure MCP_SCANNER_LLM_API_KEY is set.

After scanning, explain any behavioral mismatches found and their potential security implications.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 22 lines · 16 tokens per session scan A 9073de139fb3

Subscribe to this mod's changes

scan-behavioral is a command published in the GitHub repository cisco-ai-defense/mcp-scanner (1,066 stars, last pushed 4d ago), licensed Apache-2.0. It adds 16 tokens to every session and 150 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.