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Install in OpenClaw
/install mmx-cost-optimizer
Description
智能AI成本优化系统，集成Token预算管理、边际收益检测、多维度成本统计。当用户要求优化AI调用成本、控制Token使用、监控预算消耗、生成成本报告、降低API费用时使用。
Usage Guidance
This skill appears coherent for cost and token management and does not ask for secrets or installs. Before installing: (1) confirm the platform APIs referenced (registerHook, saveCurrentProjectConfig, getStoredSessionCosts, logCostEvent) are limited to storing cost/session data and do not expose or modify unrelated configs; (2) prefer installing from a known source (source/homepage are missing here); (3) test in a sandbox project to see exactly what data is persisted and retained; and (4) if you need stronger assurance, ask the author or publisher for a provenance link or repo before trusting it with production data.
Capability Analysis
Type: OpenClaw Skill
Name: mmx-cost-optimizer
Version: 1.0.0
The skill bundle 'mmx-cost-optimizer' is a utility designed to monitor and optimize AI API costs and token usage. The SKILL.md file contains logic for budget management, cost calculation, and optimization suggestions (e.g., cache reuse, context compression) without any evidence of malicious intent, data exfiltration, or unauthorized command execution. All functions and instructions are strictly aligned with the stated purpose of cost management.
Capability Assessment
Purpose & Capability
Name/description (AI cost/token optimization) match the content of SKILL.md: budgeting rules, cost formulas, hooks, and suggestion generation. There are no unrelated requirements (no cloud creds, no unrelated binaries).
Instruction Scope
SKILL.md contains only local logic and pseudocode for tracking tokens, computing costs, generating suggestions, and registering hooks. It references platform helper functions (registerHook, saveCurrentProjectConfig, getStoredSessionCosts, logCostEvent) but does not instruct reading arbitrary files, environment variables, or sending data to external endpoints. Note: the instructions assume the platform provides storage/hooks—verify what those platform functions store and where.
Install Mechanism
Instruction-only skill with no install spec and no code files to execute. Lowest-risk installation surface: nothing is downloaded or written by an installer.
Credentials
No environment variables, credentials, or config paths are declared or required. The functions referenced imply saving/restoring session state, which is expected for a budgeting tool and does not demand extra secrets.
Persistence & Privilege
always:false and user-invocable (normal). The skill expects to register hooks and persist session cost data via platform APIs; this is appropriate for its purpose but means it will write/read cost state in whatever storage the platform exposes — verify that storage is limited to the skill's own data and not global secrets.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install mmx-cost-optimizer - After installation, invoke the skill by name or use
/mmx-cost-optimizer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of Cost Optimizer Pro: 智能AI成本优化系统.
- Features token budget management, marginal benefit detection, and real-time cost tracking.
- Provides multi-dimensional cost statistics (input/output/cache/search).
- Generates optimization suggestions based on usage patterns.
- Supports configurable budget and warning thresholds.
- Includes integration hooks for cost-saving strategies and session cost state recovery.
Metadata
Frequently Asked Questions
What is MMX Cost Optimizer?
智能AI成本优化系统，集成Token预算管理、边际收益检测、多维度成本统计。当用户要求优化AI调用成本、控制Token使用、监控预算消耗、生成成本报告、降低API费用时使用。 It is an AI Agent Skill for Claude Code / OpenClaw, with 95 downloads so far.
How do I install MMX Cost Optimizer?
Run "/install mmx-cost-optimizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is MMX Cost Optimizer free?
Yes, MMX Cost Optimizer is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does MMX Cost Optimizer support?
MMX Cost Optimizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created MMX Cost Optimizer?
It is built and maintained by e2e5g (@e2e5g); the current version is v1.0.0.
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