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Install in OpenClaw
/install token-optimizer-pro
Description
Monitor OpenClaw token usage, analyze usage patterns, estimate cost, and provide practical optimization suggestions. Use when reviewing token consumption by...
Usage Guidance
This skill is inconsistent: it promises cross-agent token/billing analysis but gives no source code, install instructions, or credentials. Before using it, ask the publisher for: (1) the repository or homepage and a verifiable release for the 'token-optimizer' CLI; (2) exact install steps and expected binary path; (3) which APIs, logs, or credentials it needs and why (billing, telemetry, agent logs); (4) a minimal-permissions list and a hash/signature for any binaries. If you must try it, run it in a controlled environment, do not grant broad admin/billing credentials, and verify the binary's origin and integrity. Because the skill could assume access to sensitive telemetry/billing data but does not declare how it obtains that access, treat it cautiously.
Capability Analysis
Type: OpenClaw Skill
Name: token-optimizer-pro
Version: 1.0.1
The skill bundle contains only metadata and documentation (SKILL.md) for a token usage monitoring and optimization tool. There is no executable code provided, and the instructions in SKILL.md are consistent with the stated purpose of analyzing usage patterns and providing cost-saving suggestions without any indicators of malicious intent or prompt injection.
Capability Assessment
Purpose & Capability
The description promises cross-agent/model/session token monitoring, cost estimation, and alerts — which inherently require access to telemetry/billing APIs, agent logs, or an installed tool. The SKILL.md shows commands for a 'token-optimizer' CLI, but the registry metadata lists no required binary, no install spec, no homepage/source, and no credentials. That mismatch makes it unclear how the skill would actually obtain the data it promises.
Instruction Scope
Runtime instructions are limited to example CLI commands (e.g., 'token-optimizer report') but provide no guidance on where data comes from, how the CLI is installed, what permissions it needs, or whether it reads internal logs or billing endpoints. The instructions do not explicitly ask the agent to read any files or env vars, but the skill's functionality would require privileged data access not described here.
Install Mechanism
This is an instruction-only skill (no install spec or code), which minimizes direct disk-write risk. However, because it references an external CLI without providing an install or source, there's ambiguity: the skill assumes a preexisting 'token-optimizer' binary but doesn't declare it. That omission is an operational/integrity concern (where does the binary come from?), not a direct install risk in the manifest itself.
Credentials
No environment variables, credentials, or config paths are requested, yet the promised monitoring and cost estimation would typically require access to account/billing or telemetry credentials (or a service API token). The absence of any declared credential is disproportionate and unexplained.
Persistence & Privilege
The skill is not always-enabled and is user-invocable only. It doesn't request persistent privileges or claim to modify other skills or system-wide settings.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install token-optimizer-pro - After installation, invoke the skill by name or use
/token-optimizer-pro - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.1
Replace the published skill document with an English release version and align the public description with English-first publishing.
v1.0.0
Monitor OpenClaw token usage and provide optimization suggestions
Metadata
Frequently Asked Questions
What is Token Optimizer Pro?
Monitor OpenClaw token usage, analyze usage patterns, estimate cost, and provide practical optimization suggestions. Use when reviewing token consumption by... It is an AI Agent Skill for Claude Code / OpenClaw, with 904 downloads so far.
How do I install Token Optimizer Pro?
Run "/install token-optimizer-pro" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Token Optimizer Pro free?
Yes, Token Optimizer Pro is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Token Optimizer Pro support?
Token Optimizer Pro is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Token Optimizer Pro?
It is built and maintained by haidong (@harrylabsj); the current version is v1.0.1.
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