mutation-testing SKILL.md skillA

mutation-testing from lixiuxiu559/agentforge is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add lixiuxiu559/agentforge/mutation-testing@git:20261009.171c8e9

Pins git:20261009.171c8e9 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
lixiuxiu559/agentforge
Path
skills/mutation-testing/SKILL.md
Versions recorded
4
Latest version
git:20261009.171c8e9, committed Oct 9, 2026
First version recorded
Sep 23, 2026
Size
3,121 bytes
Repository stars
4
License
MIT

通过项目已有突变测试工具审计现有测试能否发现代码逻辑错误。用户要求运行突变测试、分析存活突变体或无覆盖突变体时使用。支持 Java、Python、Go、JavaScript、TypeScript;只报告,不修改代码或测试。业务测试用例设计与场景充分性评估由 test-design 负责。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 测试有效性审计

## 目标

通过突变测试回答:

> 如果把生产代码中的一小段逻辑改错,现有测试能不能失败?

重点发现:

- **存活突变体**:代码被改动后测试仍然通过
- **无覆盖代码**:突变工具无法执行到相关逻辑
- **测试断言不足**:测试执行了代码,但没有验证关键结果

## 委派

需要独立上下文时,用宿主通用子 agent 工具实际派发。传入目标项目的绝对路径、范围/基线、约束、所需技能资源的绝对路径和交付要求(资源不可读时附必要方法);子 agent 只做分配的任务,回报证据、完成状态与未验证项。仅在任务及文件/工具产物互不冲突时并行;无派发能力时自行执行并说明。

## 支持范围

本技能至少支持以下语言。支持的含义是:能够识别项目、选择对应的既有工具配置、限定目标范围、执行工具并统一解读报告;**不负责自动安装突变测试工具**。

| 语言 | 首选工具 | 适配文档 |
|---|---|---|
| Java | PIT | `references/java-pitest.md` |
| Python | mutmut | `references/python-mutmut.md` |
| Go | go-mutesting | `references/go-mutesting.md` |
| JavaScript | Stryker | `references/javascript-stryker.md` |
| TypeScript | Stryker | `references/typescript-stryker.md` |

如果项目已经配置了其他工具(如 cosmic-ray、gremlins),优先遵循项目现有配置,并在报告中说明实际使用的工具。

## 执行

1. 目标按用户指定 > 指定 git 基线 > 最近改动确定;没有目标时询问,不默认全量运行。
2. 识别项目已有的突变工具与配置,按语言读取上表对应 reference。只选择目标源码,排除测试和生成代码;工具无法精确过滤时说明实际范围与成本。
3. 确认工具的隔离和恢复机制后执行现有配置。不要擅自安装工具或创建新配置;结束后核对并清理本次工具产生的临时源码变更和报告,保留用户已有改动。
4. 重点分析 `survived`(测试未发现错误)与 `no-coverage`(目标逻辑未执行)。构建、测试或工具失败应标为结果不完整,不能当作通过。

## 输出报告

重点报告:

- 目标范围和实际运行范围
- 识别到的语言、构建系统和突变工具
- 实际执行的命令
- 存活突变体:位置、突变类型、原始逻辑、为什么测试没有失败
- 无覆盖代码:模块、方法、建议补充的测试场景
- 工具输出是否完整
- 未解决的环境问题

## 边界
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add lixiuxiu559/agentforge/mutation-testing@sha256:63d7ce504beb2286

The line at the top of this page pins the label git:20261009.171c8e9, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_gflev5rpqjhsdvr6.svg)](https://markdownregistry.com/a/art_gflev5rpqjhsdvr6)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Sep 23, 2026 and Oct 9, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20261009.171c8e9 latest2026-10-09 171c8e9 3,121 BA view · diff
git:20260928.1f1d0042026-09-28 1f1d004 3,075 BA view · diff
git:20260923.a58b4182026-09-23 a58b418 4,296 BA view · diff
git:20260923.e5d9c6e2026-09-23 e5d9c6e 2,758 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3121 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

lixiuxiu559/agentforge · 4 stars · license MIT · pushed 2026-10-31 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_gflev5rpqjhsdvr6
GET https://markdownregistry.com/api/v1/resolve?ref=lixiuxiu559/agentforge/mutation-testing
GET https://markdownregistry.com/api/v1/blob/63d7ce504beb2286fad60e4aba7562f4c857df9998e54d559408d3dea420f806

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from lixiuxiu559/agentforge

AGENTS.md AGENTS.md file
lixiuxiu559/agentforge · AGENTS.md
git:20261031.86f03d1 · audit A · 4 stars
architecture-design SKILL.md skill
lixiuxiu559/agentforge · skills/architecture-design/SKILL.md · 将需求、原型或明确技术问题转为完整的系统设计,默认交付含可见图示的 HTML。比较可行方案并由用户决定关键取舍,再完成整体与必要专项设计、风险验证和一致性复核;复杂专项可委派子…
git:20261030.1326a85 · audit A · 4 stars
architecture-scout SKILL.md skill
lixiuxiu559/agentforge · skills/architecture-scout/SKILL.md · 仅在用户明确要求架构机会调查时使用。调查值得深化的模块边界、跨模块修改的根因和难测试的结构;只报告,不修改代码,允许零候选。
git:20260929.5c4b103 · audit A · 4 stars
bug-debugging SKILL.md skill
lixiuxiu559/agentforge · skills/bug-debugging/SKILL.md · 针对具体错误、失败测试、偶发异常或性能回归定位根因,并在用户确认修复方案后实施修复。适用于“排查这个 bug”“为什么这里失败”“修好这个异常”;不用于泛泛讲解报错含义、无具体症状的全仓找 bug 或仅评审 diff。
git:20260930.d24348c · audit A · 4 stars
complexity-audit SKILL.md skill
lixiuxiu559/agentforge · skills/complexity-audit/SKILL.md · 代码复杂度风险审计能力。当需要评估函数是否难以安全修改、分析复杂度与测试覆盖率、定位高 CRAP 值方法,或执行 Java、Python、Go、JavaScript、TypeScript 复杂度体检时使用。该能力只生成审计报告,不修改代码。
git:20260928.1f1d004 · audit A · 4 stars
diff-review SKILL.md skill
lixiuxiu559/agentforge · skills/diff-review/SKILL.md · 三轴代码评审。沿 Correctness(有 bug 吗)、Standards(符合本仓库文档化的编码规范吗)、Spec(忠实实现原始需求吗)三条轴评审一个 diff,各轴独立报告、不合并、不重排。当用户要求评审改动、做提交前审查、找…
git:20260929.9c61219 · audit A · 4 stars
implementation-workflow SKILL.md skill
lixiuxiu559/agentforge · skills/implementation-workflow/SKILL.md · 实施编排工作流。当用户要求实现功能、修复 Bug、重构代码、补充测试、拆分开发任务、并行编码或按质量门完成开发时使用。负责评估任务、拆分依赖、调度实施子任务,并按风险选择性调用 diff-review…
git:20261030.1326a85 · audit A · 4 stars
pm SKILL.md skill
lixiuxiu559/agentforge · skills/pm/SKILL.md · 将产品想法或需求变更整理为可评审、可验证的 PRD,默认交付便于阅读的 HTML 文件。当用户要求撰写或完善 PRD、梳理需求、明确业务规则、范围、用户故事或验收标准时使用。只澄清影响业务规则、范围或验收的缺口;需求明确时直接产出。只交付需…
git:20261029.640ec95 · audit A · 4 stars
prototype SKILL.md skill
lixiuxiu559/agentforge · skills/prototype/SKILL.md · 将 PRD 或明确的页面需求转为可走查的 HTML 原型与页面、字段、交互状态清单。当用户要求画原型、设计页面、制作 mockup 或修改已有原型时使用;只交付原型设计,不实施生产前端、设计 API 或部署。
git:20261029.640ec95 · audit A · 4 stars
research SKILL.md skill
lixiuxiu559/agentforge · skills/research/SKILL.md · 对需要多步取证、交叉验证或比较分析的问题开展系统调查,形成有证据支持的结论。适用于跨模块行为调查、版本差异分析、技术方案比较及存在多种解释的疑难问题。不用于简单事实查询、定位符号或配置、单次文档查阅,以及其他技能中的常规信息确认。
git:20261023.3bafb01 · audit A · 4 stars
test-design SKILL.md skill
lixiuxiu559/agentforge · skills/test-design/SKILL.md · 独立基于业务规则和可用材料设计测试用例、评估场景与断言缺口,默认交付便于阅读的 HTML 测试设计。适用于开发前的用例设计、检查已有用例遗漏和评估业务场景覆盖;不要求已有架构方案,不编写或执行测试,不运行覆盖率/突变工具或诊断修复失败。
git:20261029.640ec95 · audit A · 4 stars
wiki SKILL.md skill
lixiuxiu559/agentforge · skills/wiki/SKILL.md · 为代码仓库生成并维护项目 Wiki(项目文档、知识库、代码导读、架构说明、模块说明、开发指南),既供 Agent 按目录查阅,也供人阅读;Markdown 提交在仓库…
git:20261031.d2c78c3 · audit A · 4 stars

Every file in lixiuxiu559/agentforge

Other files named mutation-testing

mutation-testing SKILL.md skill
trailofbits/skills · plugins/mutation-testing/skills/mutation-testing/SKILL.md · Configures mewt or muton campaigns, analyzes surviving mutants, and investigates bugs exposed by testing gaps. Use when…
git:20260914.d30ab4d · audit A · 7,951 stars
mutation-testing SKILL.md skill
secondsky/claude-skills · plugins/mutation-testing/skills/mutation-testing/SKILL.md · Validate test effectiveness with mutation testing using Stryker (TypeScript/JavaScript with Vitest or bun test via…
git:20260803.875f1a8 · audit A · 243 stars
mutation-testing SKILL.md skill
sebastiendegodez/skraft-plugin · plugins/skraft-framework/skills/mutation-testing/SKILL.md · Use when entering COMMIT & VERIFY phase, killing surviving mutants, verifying test quality via mutation score, or…
git:20261011.2406fc7 · audit A · 12 stars
mutation-testing SKILL.md skill
aks-builds/quality-skills · skills/mutation-testing/SKILL.md · When the user wants to measure or improve the *quality* of their existing test suite via mutation testing. Use when the…
v1.0.0 · audit A · 5 stars
mutation-testing SKILL.md skill
vmobifystudio/app-dev-team · skills/mutation-testing/SKILL.md · Use when adding or reviewing a gate, guard rule, CI grep, or test assertion in this plugin's own scripts — and whenever…
git:20260729.63f4fc3 · audit A · 5 stars

Browse by kind, by grade A, or by owner.