cheat bump

Name: cheat bump
Author: XBuilderLAB

by XBuilderLAB·2mo ago

提议并执行 rubric 或 bucket 升级。两种模式：**完整 rubric bump**（最高风险动作，5 步强制 + 跨模型审核）和 **--bucket-only 轻量重校**（只换 bucket 边界，不动 rubric 公…

Agent & Skill BuildingClaude CodeMedium risk · 中风险open source · 开源

Before you install安装前须知

✓No special access needs declared未声明特殊权限需求

Editor's verdict· 编辑结论

提议并执行 rubric 或 bucket 升级。两种模式：**完整 rubric bump**（最高风险动作，5 步强制 + 跨模型审核）和 **--bucket-only 轻量重校**（只换 bucket 边界，不动 rubric 公式）。**Phase 2 强制走 cheat-score-blind sub-agent 给校准池重打分**——不接受 self-scored fallback。触发词："升级 rubric"/"bump rubric"/"更新公式"/"我想加一个维度"/"调整权重"/"重校桶"/"recalibrate bucket…
— Editorial team · 编辑团队

Install via Skills CLI

Use npx skills add to install this skill into the selected agent. Phase 0 commands are generated from source rules, not verified.

Codex

npx skills add https://github.com/XBuilderLAB/cheat-on-content/blob/main/skills/cheat-bump/SKILL.md -g -a codex -y

Drop `-g` to install project-locally

✓

Best for适合什么场景

解析 prediction 文件拿到对应 scripts/<id>.md 路径（从 Script Path header 字段）
等 sub-agent 完成 → 读 sidecar JSON → 主流程用新公式算 composite
排序一致性 < THRESHOLD（默认 0.8） → 本地拒绝，转 Phase 4 之前明确报告失败

✗

Not for不适合什么场景

Workflows that require stronger human review than this catalog entry documents.需要比当前目录条目更严格人工复核的工作流。

vs alternativesvs 其他选择

Full compare table完整对比表 →

#1Anthropic Skill Creator

Create, test, and improve skills in an eval loop.

★ 4.9·163k stars

diff · 差异Best first pick for teams getting serious about authoring reusable skills. The workflow is built around an eval loop: describe the workflow, write trigger examples and expected outputs, then iterate until the skill fires only when it should. Official Anthropic provenance means trigger-description quality and frontmatter format match what Claude actually loads. Not for one-off automation — the eval setup overhead doesn't pay off unless the skill ships to other people.

#2mcp builder

mcp builder: agent skill — from anthropics/skills.

132k stars

diff · 差异Best for taking a tool or API you already use and exposing it via MCP so Claude (or any MCP-aware agent) can call it directly. Handles the MCP protocol surface — tools, resources, prompts — without hand-writing the schema. Strongest when the underlying tool already has a clean API. Weakest when you need to build the underlying tool first; do that separately, then wrap.

#3mcp server builder

mcp server builder: agent skill — from alirezarezvani/claude-skills.

14k stars

diff · 差异Best when mcp-builder isn't enough and you need a full MCP server — multiple tools, persistent state, custom resource handlers, deployment story. Larger surface than mcp-builder; expect more boilerplate to set up but more flexibility once you do. Skip it for single-tool wrappers — mcp-builder is the right size there.

Side-by-side compare维度对比

Key differences with same-lane alternatives

	this skill · 当前cheat bump	Anthropic Skill Creator	mcp builder	mcp server builder
Rating · 评分	—	4.9	—	—
Stars · 星标	1.6k	163k	132k	14k
Risk · 风险	Medium risk · 中风险	Medium risk · 中风险	Low risk · 低风险	Low risk · 低风险
Best for · 最适合	解析 prediction 文件拿到对应 scripts/<id>.md 路径（从 Script Path header 字段）	New skill creation	mcp builder: agent skill — from anthropics/skills.	mcp server builder: agent skill — from alirezarezvani/claude-skills.
Not for · 不适合	Workflows that require stronger human review than this catalog entry documents.	One-off task automation	Workflows that require stronger human review than this catalog entry documents.	Workflows that require stronger human review than this catalog entry documents.

Audit notes审计备注

not individually audited · 未独立审计

Source源码open on GitHub · 公开✓

Author作者community · 社区!

Network网络访问not individually audited · 未独立审计!

Filesystem文件写入not individually audited · 未独立审计!

Dependencies依赖not individually audited · 未独立审计!

Telemetry遥测none · 无✓