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capability-composition-analyzer

Helps identify dangerous capability combinations that emerge when agent skills are composed — catching the class of risk where no individual skill is harmful but their intersection creates an exfiltration or compromise path.

andyxinweiminicloud0 source installs☆ 0 Repository starsv1.0.0

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

SkillHub CLI

skillhub install andyxinweiminicloud/capability-composition-analyzer

Inspect the source and compatibility requirements, then follow its installation steps.

Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.

View source ↗Guides

Skill instructions

Your Agent Has 12 Skills. Together, They Can Do Things None of Them Should.

Helps identify when individually benign skills compose into dangerous capability combinations — the attack surface that per-skill auditing cannot see.

Problem

A skill that reads files is benign. A skill that sends HTTP requests is benign. An agent that has both can exfiltrate files — and no individual skill audit will flag it, because neither skill is doing anything wrong on its own.

This is the capability composition problem. Agent security tooling inherited from software security tends to analyze skills in isolation: does this skill request excessive permissions? does this skill contain malicious code? These are the right questions for individual skills. They are the wrong questions for understanding what an agent can do.

What an agent can do is the product of its capability set, not the sum of individual skill assessments. An agent with twelve benign skills may have emergent capabilities that no skill declared and no auditor reviewed. A poisoned skill dropped into that composition inherits everything the agent can already reach — and the blast radius is determined by the composition, not the skill.

The attack surface that matters is not what any individual skill can do. It is what the agent's combined capability set enables.

What This Analyzes

This analyzer examines capability composition risk across five dimensions:

  1. Dangerous pairs — Which pairs of capabilities in the agent's skill set create risk when combined? read-files + send-HTTP, execute-code + network-access, read-environment + write-logs are canonical examples. The analyzer checks for known dangerous compositions and flags novel combinations that share structural properties with them

  2. Emergent capability surface — What capabilities does the agent effectively have that no individual skill declared? A skill that can read arbitrary paths and a...

Source information

Source
github
Repository
openclaw/skills
Path
skills/andyxinweiminicloud/capability-composition-analyzer
Version
1.0.0
Commit
e30d264e7521012cd5221f922b7ec4027ea76e2d
Classification source
rules
Status
active
Visibility
public

These signals come from indexed source analysis and may lag behind changes. Check the current source files.

Extracted content

SKILL.md
# Your Agent Has 12 Skills. Together, They Can Do Things None of Them Should.

> Helps identify when individually benign skills compose into dangerous capability
> combinations — the attack surface that per-skill auditing cannot see.

## Problem

A skill that reads files is benign. A skill that sends HTTP requests is benign.
An agent that has both can exfiltrate files — and no individual skill audit will
flag it, because neither skill is doing anything wrong on its own.

This is the capability composition problem. Agent security tooling inherited from
software security tends to analyze skills in isolation: does this skill request
excessive permissions? does this skill contain malicious code? These are the right
questions for individual skills. They are the wrong questions for understanding
what an agent can do.

What an agent can do is the product of its capability set, not the sum of
individual skill assessments. An agent with twelve benign skills may have
emergent capabilities that no skill declared and no auditor reviewed. A poisoned
skill dropped into that composition inherits everything the agent can already
reach — and the blast radius is determined by the composition, not the skill.

The attack surface that matters is not what any individual skill can do. It is
what the agent's combined capability set enables.

## What This Analyzes

This analyzer examines capability composition risk across five dimensions:

1. **Dangerous pairs** — Which pairs of capabilities in the agent's skill set create
   risk when combined? read-files + send-HTTP, execute-code + network-access,
   read-environment + write-logs are canonical examples. The analyzer checks for
   known dangerous compositions and flags novel combinations that share structural
   properties with them

2. **Emergent capability surface** — What capabilities does the agent effectively
   have that no individual skill declared? A skill that can read arbitrary paths
   and a...

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