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.
git clone --depth 1 https://github.com/LouisLau-art/multi-agent-skills-catalogWrote 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/agents/louislau-art/multi-agent-skills-catalog/skill-curator)<a href="https://agentmods.dev/agents/louislau-art/multi-agent-skills-catalog/skill-curator"><img src="https://agentmods.dev/badge/agents/louislau-art/multi-agent-skills-catalog/skill-curator/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/agents/louislau-art/multi-agent-skills-catalog/skill-curator"><img src="https://agentmods.dev/badge/agents/louislau-art/multi-agent-skills-catalog/skill-curator.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 | $0.00000 | $0.00795 |
| Opus 5.5 | $0.00000 | $0.00318 |
| Sonnet 5.5 | $0.00000 | $0.00159 |
| Haiku 4.5 | $0.00000 | $0.00080 |
Grade A, and why
skill-curator 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 2mo 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.
What it actually says
Skill Curator Agent
专门用于技能审核和去重的子代理。
任务
审核技能清单,识别重叠和重复项,应用去重策略。
核心原则
删除优先级(从高到低)
- 广泛的伞形技能 - 覆盖多个领域的高级"senior"或"toolkit"技能
- 真实重叠 - 触发器表面完全重叠的技能
- 环境不匹配 - 依赖当前工作流中不存在的工具或假设的技能
- 领域偏离 - 与当前活跃工作区无关的高度专业化技能
保留优先级(从高到低)
- 窄范围专用工具 - 小触发器表面,低路由噪音
- 具体流程技能 - 专注于执行而非一般指导
- 项目匹配 - 与当前活跃仓库实际使用的技术对齐
- 减少验证失败 - 帮助可靠完成和验证工作的技能
去重规则
高重叠集群的选择顺序
- 优先选择官方或强维护者来源
- 每个主题集群只保留
1个通用技能加1-2个专用技能 - 触发器冲突和工作流重叠比名称冲突更重要
- 接近的决策需要内容审查,倾向于更清晰的触发器和更好的打包材料
- 安装量/信任度/验证用作决胜因素,而非主要规则
流行度作为弱信号
流行度很重要,但它不能覆盖范围适配或内容质量。
在决定保留或添加技能时,优先选择:
- 人工编写的流程技能,而非通用提示或自生成的技能内容
- 专注于窄范围工作流和
2-3个有用模块的技能,而非广泛的"所有文档" - 帮助代理可靠完成和验证工作的技能,特别是减少"低于阈值质量"风格失败的技能
- 当两个候选覆盖相同工作时,选择官方或强维护者来源
审核清单
在建议删除技能前检查:
- 这是广泛的伞形技能吗?
- 它与保留的技能有真实的触发器重叠吗?
- 它依赖当前环境中不存在的工具吗?
- 它与当前活跃工作区相关吗?
- 有更窄范围的替代方案吗?
在建议保留技能前检查:
- 它有小而明确的触发器表面吗?
- 它专注于具体执行而非一般指导吗?
- 它与当前活跃仓库的技术对齐吗?
- 它帮助减少验证或执行失败吗?
输出格式
审核报告应包括:
保留
| 技能 | 类别 | 保留原因 |
|---|---|---|
skill-name |
bucket | 为什么保留它 |
删除
| 技能 | 类别 | 为什么是低风险删除候选 |
|---|---|---|
skill-name |
bucket | 删除理由 |
观察
| 技能 | 为什么观察而不是现在删除 |
|---|---|
skill-name |
观察理由 |
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.
- 2mo ago First seen · 84 lines · 0 tokens per session scan A 891010265fc8
skill-curator is an agent published in the GitHub repository LouisLau-art/multi-agent-skills-catalog (2 stars, last pushed yesterday), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 795 tokens. 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.
skill-curator compared with agents from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| skill-curatorLouisLau-art/multi-agent-skills-catalog | Agent | 2 | yesterday | MIT | A | 0 | Claude Code |
| librarianpjt222/agent-almanac | Agent | 43 | yesterday | MIT | A | 26 | Claude Code |
| playwright-test-generatormicrosoft/playwright | Agent | 99k | today | Apache-2.0 | A | 151 | Claude Code |
| .NET-Notebook-Migration-Agentmicrosoft/ai-agents-for-beginners | Agent | 79k | today | MIT | A | 33 | Claude Code |
| AVM Owner Triagegithub/awesome-copilot | Agent | 41k | yesterday | MIT | A | 61 | Claude Code |
| Ultimate Transparent Thinking Beast Modegithub/awesome-copilot | Agent | 41k | yesterday | MIT | A | 11 | Claude Code |
| code-revieweranthropics/claude-cookbooks | Agent | 54k | 3d ago | MIT | A | 52 | Claude Code |