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Oraclaw Calibrate
作者
Whatsonyourmind
· GitHub ↗
· v1.0.0
· MIT-0
96
总下载
0
收藏
0
当前安装
1
版本数
在 OpenClaw 中安装
/install oraclaw-calibrate
功能描述
Prediction quality scoring for AI agents. Brier score, log score, and multi-source convergence analysis. Know if your forecasts are accurate and if your data...
安全使用建议
This skill appears to do what it says (calibration/scoring) and only asks for one API key, but the SKILL.md is vague about where data is sent and how the API key is used. Before installing or providing ORACLAW_API_KEY: (1) Ask the publisher for concrete API endpoints, request/response formats, and a privacy/billing policy; (2) Confirm the API key scope — create a limited-scope or test key if possible and avoid giving production secrets; (3) Test the skill with synthetic or non-sensitive data first; (4) Monitor API usage and billing linked to the key; (5) Be aware of the stated pricing and the on-chain payment reference — understand how charges are applied. If the vendor can't provide clear endpoints and data handling practices, treat the integration with caution.
功能分析
Type: OpenClaw Skill
Name: oraclaw-calibrate
Version: 1.0.0
The skill bundle contains only metadata and documentation for a prediction calibration service (oraclaw-calibrate). It defines tools for calculating Brier scores and convergence metrics without providing executable code or suspicious instructions. The requirement for an ORACLAW_API_KEY is standard for the described service, and the instructions in SKILL.md are strictly aligned with the stated purpose of forecasting analysis.
能力评估
Purpose & Capability
Name/description (calibration, Brier/log scores, multi-source convergence) align with requiring a single ORACLAW_API_KEY. No unrelated binaries, config paths, or extra credentials are requested — the declared requirements are proportionate to the stated purpose.
Instruction Scope
SKILL.md describes 'tools' (score_calibration, score_convergence) and scoring rules but does not specify how to call any external API, what endpoint(s) to use, or what data will be transmitted. That vagueness gives runtime discretion to the agent to make network calls using the provided API key or to send arbitrary data to unknown endpoints. The doc also references pricing and an on-chain payment 'x402' without clarifying billing or telemetry practices.
Install Mechanism
Instruction-only skill with no install spec and no code files; nothing is written to disk by an installer. This is the lowest-risk install mechanism.
Credentials
Only a single environment variable (ORACLAW_API_KEY) is required and declared as the primary credential. That is consistent with a hosted API-based scoring service. However, an API key can grant data access and billing abilities — the key's scope and privileges should be confirmed before use.
Persistence & Privilege
always:false and no install means the skill does not demand permanent presence or elevated platform privileges. It is user-invocable and may be called autonomously by agents (platform default), which is expected but should be considered together with the vague instruction scope.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install oraclaw-calibrate - 安装完成后，直接呼叫该 Skill 的名称或使用
/oraclaw-calibrate触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.0.0
Initial release of OraClaw Calibrate — Prediction Quality for Agents.
- Provides Brier score and log score for assessing prediction accuracy.
- Analyzes agreement among multiple data or model sources with convergence scoring and outlier detection.
- Scores forecast quality and consensus using volume-weighted methods.
- Supports evaluation of prediction market positions and comparisons between forecasters.
- Usage requires ORACLAW_API_KEY and is priced at $0.02 per scoring call, with a free tier of 3,000 calls/month.
元数据
常见问题
Oraclaw Calibrate 是什么？
Prediction quality scoring for AI agents. Brier score, log score, and multi-source convergence analysis. Know if your forecasts are accurate and if your data... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 96 次。
如何安装 Oraclaw Calibrate？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install oraclaw-calibrate」即可一键安装，无需额外配置。
Oraclaw Calibrate 是免费的吗？
是的，Oraclaw Calibrate 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Oraclaw Calibrate 支持哪些平台？
Oraclaw Calibrate 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 Oraclaw Calibrate？
由 Whatsonyourmind（@whatsonyourmind）开发并维护，当前版本 v1.0.0。
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