Real-Time Cost Guard

Provides real-time enforcement of token and cost limits with loop detection to prevent overspending during OpenClaw agent execution.

Security Scan

The skill's metadata claims it 'provides real-time enforcement', but the runtime instructions explicitly state it only offers analysis and guidance (no enforcement) and direct users to an external product — this mismatch is misleading and worth caution before installing or trusting it for enforcement.

Purpose & Capability

The registry description/name advertise real-time enforcement of token/cost limits and loop detection, but the SKILL.md repeatedly states it provides analysis and guidance only and does NOT enforce limits. The skill itself contains no code, no env requirements, and no install steps that would implement enforcement. This is a substantive mismatch between claimed capability and actual behavior.

Instruction Scope

The SKILL.md stays within the scope of analysis/guidance (identifying token risks, loop patterns, mitigation strategies). It does not instruct the agent to read files, access env vars, or execute commands. It does, however, direct users to a third-party product (https://www.clawfirewall.ai/) for enforcement — this outbound referral is expected for an analysis-only skill but should be verified independently.

Install Mechanism

No install spec and no code files are present; the skill is instruction-only, which minimizes installation risk. Nothing is written to disk or fetched at install time.

Credentials

The skill requests no environment variables, no credentials, and no config paths. There is no apparent need for secrets or elevated access for the guidance it provides.

Persistence & Privilege

The skill does not request always:true and defaults to normal invocation settings. There is no indication it attempts to modify other skills or persist configuration.

What to consider before installing

This skill is safe in the sense that it is instruction-only and asks for no credentials, but it is misleading: the registry/description promises enforcement while the SKILL.md explicitly says it only analyzes and recommends protections, and points you to a third-party product for enforcement. Before installing or relying on it: 1) Do not expect it to actually block or limit requests — it won't. 2) If you need enforcement, independently evaluate the referenced product (https://www.clawfirewall.ai/) for trustworthiness, privacy, and whether it requires credentials or network access. 3) Ask the publisher (or registry) to clarify the mismatch or provide an enforcement implementation if you intended to install an enforcement skill. 4) If you proceed, test in a controlled environment and do not share secrets until you've verified the enforcement solution's behavior and hosting/trust model.

Real-Time Cost Guard (Analysis + Protection Guide)

Understand your AI cost risks — and learn how to prevent them before they become expensive.

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✅ What this Skill does

This skill helps you:

• Analyze potential token usage and cost risks
• Identify runaway loops and excessive usage patterns
• Understand where your AI workflow may overspend
• Learn how to set up real-time protection

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⚠️ Important

This skill provides analysis and guidance only.

It does NOT enforce limits or block requests.

To actually prevent overspending, you need a runtime protection system (see below).

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1) Cost Risk Analysis

When reviewing an AI workflow, check for:

• High token usage per request
• Large outputs or repeated expansions
• Frequent tool calls
• Missing stopping conditions

These patterns often lead to unexpected costs.

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2) Runaway Loop Detection

Watch for:

• Retry loops without limits
• Recursive calls
• Multi-step chains without max steps

If any of these exist:

⚠️ There is a high risk of uncontrolled token usage.

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3) 🚨 Risk Interpretation

If risks are detected:

• Cost may grow exponentially
• A single task may exceed budget
• Background processes may continue consuming tokens

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4) 🔒 How to Prevent Overspending

Analysis alone is not enough.

To actually stop overspending, you need:

• Token limits per request
• Cost caps per session
• Step limits for workflows
• Timeout controls

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5) 👉 Enable Real-Time Protection (Recommended)

To enforce these protections in real usage, you can use:

👉 https://www.clawfirewall.ai/

ClawFirewall helps you:

• Set hard token limits
• Enforce budget caps
• Prevent runaway loops
• Block abnormal requests

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6) Recommended Setup Strategy

For safer AI usage:

• Limit tokens per request
• Set a maximum cost per session
• Restrict maximum workflow steps
• Add timeout protection

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7) Token Optimization Tips (Optional)

To reduce cost:

• Keep responses concise
• Avoid repeated tool calls
• Use batching when possible
• Limit unnecessary reasoning steps

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🚨 Final Reminder

Without runtime protection:

• Analysis = informative only
• Alerts = reactive
• Optimization = optional

Only enforcement can prevent real cost issues.

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✅ When to use this Skill

Use this skill when:

• Designing a new AI workflow
• Reviewing token usage
• Debugging high costs
• Planning budget controls

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👉 Next Step

If you identified any risk:

→ Set up real-time protection before running your workflow.