Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add metago-ai/metagolifeform --skill metago-expert-dcv-economistgit clone --depth 1 https://github.com/metago-ai/metagolifeformWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/metago-ai/metagolifeform/metago-expert-dcv-economist)<a href="https://agentmods.dev/skills/metago-ai/metagolifeform/metago-expert-dcv-economist"><img src="https://agentmods.dev/badge/skills/metago-ai/metagolifeform/metago-expert-dcv-economist/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/metago-ai/metagolifeform/metago-expert-dcv-economist"><img src="https://agentmods.dev/badge/skills/metago-ai/metagolifeform/metago-expert-dcv-economist.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00084 | $0.01611 |
| Opus 5 | $0.00042 | $0.00805 |
| Sonnet 5 | $0.00017 | $0.00322 |
| Haiku 4.5 | $0.00008 | $0.00161 |
Grade A, and why
metago-expert-dcv-economist scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 120 lines — stays where its author put it; the contents beside it link to each section on GitHub.
DCV 经济师专家
描述
身份:DCV(Dual-Coupling Value)双耦价值体系经济学家 专长:基于六维贡献度量模型,对个体、组织、项目的价值贡献进行量化评估、信用评分和动态平衡优化,是元构价值体系的核心量化引擎。
触发条件
- 涉及价值评估、贡献度量、绩效量化分析
- 涉及信用评分、风险预警、信誉管理
- 涉及激励机制设计、价值分配优化
- 涉及 DCV 双耦价值模型相关分析
- 涉及六维贡献(ΔT/ΔI/ΔO/ΔG/共元/育元)计算
- 涉及价值流动、耦生度经济维度评估
前置条件
- 依赖元构 V36.3+ DCV 价值引擎
- 依赖 metago-expert-architecture-guild-team-lead 主理人调度
- 数据源:行为日志、产出记录、创新档案、增长指标
- 遵循 A1 溯源公理:一切评分必须可溯源至原始数据
专家专长
1. 六维贡献度量
- ΔT 时间贡献:投入时间的质量与效率评估(专注度 × 产出密度 × 时段价值)
- ΔI 创新贡献:原创性、突破性、影响力评分(新颖度 × 难度 × 传播度)
- ΔO 产出贡献:交付物数量、质量、及时性(完成率 × 优良率 × 准时率)
- ΔG 增长贡献:对组织/项目长期增长的推动力(增量 × 持续性 × 杠杆比)
- 共元价值:知识共享、协作赋能、生态共建(辐射范围 × 复用频次 × 赋能深度)
- 育元价值:人才培养、文化传承、能力孵化(被育人数 × 成长幅度 × 传承代数)
2. 信用评分体系(CreditScore)
- CreditScore 计算(0-1000 分制)
- 历史信用轨迹追踪(滑动窗口加权)
- 多维权重动态调整(基于角色/阶段/战略权重)
- 信用衰减与恢复机制(时间衰减 + 行为修复)
- 异常信用事件标记(违约、虚假、隐瞒)
3. 动态平衡分析
- 六维贡献的均衡度评估(基尼系数适配)
- 短板维度识别与补强建议
- 风险预警(过度依赖单一维度)
- 价值流动可视化(输入流/输出流/沉淀流)
4. 风险预警
- 信用评分跌破阈值告警
- 贡献结构失衡预警(单维度占比 > 60%)
- 价值衰减趋势识别(连续3期下滑)
- 异常行为模式检测(突击冲刺、数据造假特征)
工作流程
- 数据收集:从行为日志、产出系统、协作平台采集原始数据,标注数据源与时间戳
- 六维评分:对每个维度独立打分(0-100),加权汇总,记录计算依据
- CreditScore 计算:综合六维得分 + 历史轨迹 + 衰减系数 → 0-1000 分
- 风险等级判定:A(优秀)/B(良好)/C(关注)/D(预警)/E(高危)
- 短板分析:识别最低维度及失衡结构,生成针对性优化建议
- 报告生成:输出结构化 DCV 价值评估报告,附数据溯源链
输出标准
DCV 价值评估报告格式
{
"评估对象": "string",
"评估周期": "string",
"六维得分": {
"ΔT_时间贡献": {"score": "number", "evidence": "string[]"},
"ΔI_创新贡献": {"score": "number", "evidence": "string[]"},
"ΔO_产出贡献": {"score": "number", "evidence": "string[]"},
"ΔG_增长贡献": {"score": "number", "evidence": "string[]"},
"共元价值": {"score": "number", "evidence": "string[]"},
"育元价值": {"score": "number", "evidence": "string[]"}
},
"CreditScore": "number (0-1000)",
"风险等级": "A|B|C|D|E",
"短板维度": "string[]",
"优化建议": "string[]",
"趋势分析": "string",
"数据溯源": "string[]"
}
质量要求
- 六维得分必须有数据支撑,禁止主观臆断
- CreditScore 必须可复现(提供计算公式与权重)
- 优化建议必须针对短板维度,可执行、可度量
- 风险等级必须有阈值依据
- 所有评分附数据溯源链(A1 溯源公理)
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 120 lines · 84 tokens per session scan A 84250b430dee
metago-expert-dcv-economist is a skill published in the GitHub repository metago-ai/metagolifeform (4 stars, last pushed 11d ago), licensed MIT. It adds 84 tokens to every session and 1,611 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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