behavioral-mutation-analyzer

behavioral-mutation-analyzer is a skill for Claude Code, Codex from ArabelaTso/Skills-4-SE. It costs 99 tokens per session (2,309 once invoked), scanned A, original, Apache-2.0.

An analyzer for surviving mutants from mutation testing. Mutation testing changes code in small ways and checks whether tests fail; a surviving mutant is a change the tests did not catch.

In plain words
What is it for?
Provide repository code, tests, and a mutation report from tools such as PIT, Stryker, or mutmut. It identifies causes and proposes test improvements.
Why use it?
It explains why the test suite missed a code change, such as having weak checks, missing edge cases, or insufficient coverage. This shows where tests need improvement.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Provide repository code, tests, and a mutation report from tools such as PIT, Stryker, or mutmut. It identifies causes and proposes test improvements.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/arabelatso/skills-4-se/behavioral-mutation-analyzer
Install

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.

Any agent
npx skills add ArabelaTso/Skills-4-SE --skill behavioral-mutation-analyzer
Clone the repo
git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for behavioral-mutation-analyzer

README.md
[![agentmods](https://agentmods.dev/badge/skills/arabelatso/skills-4-se/behavioral-mutation-analyzer/github.svg)](https://agentmods.dev/skills/arabelatso/skills-4-se/behavioral-mutation-analyzer)
Your own site
<a href="https://agentmods.dev/skills/arabelatso/skills-4-se/behavioral-mutation-analyzer"><img src="https://agentmods.dev/badge/skills/arabelatso/skills-4-se/behavioral-mutation-analyzer/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.

agentmods 80×15 button for behavioral-mutation-analyzer

Your own site · 80×15
<a href="https://agentmods.dev/skills/arabelatso/skills-4-se/behavioral-mutation-analyzer"><img src="https://agentmods.dev/badge/skills/arabelatso/skills-4-se/behavioral-mutation-analyzer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 99 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,309 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium MCP Rug Pull · line 286
    npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.
    Fix: Pin the version: npx @scope/[email protected]
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00099 $0.02309
Opus 5 $0.00049 $0.01154
Sonnet 5 $0.00020 $0.00462
Haiku 4.5 $0.00010 $0.00231

Measured 10d ago against content hash 039c7923173f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

behavioral-mutation-analyzer 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 10d 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.

skills/behavioral-mutation-analyzer/SKILL.md · 387 lines

How it starts

The opening of the file, as written. The whole thing — 387 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Behavioral Mutation Analyzer

Overview

This skill systematically analyzes surviving mutants from mutation testing to understand test suite weaknesses and automatically generate improvements. It identifies why mutants survived, categorizes root causes, and produces actionable test enhancements to increase mutation detection rates.

Analysis Workflow

Step 1: Input Collection and Validation

Gather required inputs and verify completeness:

Required Inputs:

  • Repository source code (path or files)
  • Test suite (test files and framework)
  • Mutation testing results (report file or data)

Mutation Result Formats:

  • PIT (Java): XML or HTML reports
  • Stryker (JavaScript/TypeScript): JSON reports
  • mutmut (Python): result files
  • Pitest, Infection (PHP), Cosmic Ray, etc.

Validation checklist:

  • Source code accessible
  • Test suite runnable
  • Mutation results parseable
  • Mutation tool and version identified

Step 2: Surviving Mutant Extraction

Parse mutation results to identify all surviving mutants:

Extract for each mutant:

  • Mutant ID
  • Source file and line number
  • Mutation operator (e.g., boundary change, negation)
  • Original code
  • Mutated code
  • Status (survived/killed/timeout/error)

Focus on survived mutants: Filter out killed mutants and focus analysis on survivors that indicate test weaknesses.

Step 3: Root Cause Classification

Analyze each surviving mutant to determine why it survived:

Category 1: Insufficient Coverage

Indicators:

  • Mutated line not executed by any test
  • Mutated method/function never called
  • Conditional branch not taken

Analysis:

  • Check code coverage data
  • Identify uncovered code paths
  • Trace execution from test entry points

Example:

// Original
public int calculate(int x) {
    if (x > 0) {
        return x * 2;  // Line 3: Covered
    }
    return 0;  // Line 5: NOT covered
}

// Mutant: Line 5 changed to "return 1;"
// Survives because no test calls calculate() with x <= 0

Read the full file on GitHub · 387 lines

Files

What ships with it

4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

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.

  1. 10d ago First seen · 387 lines · 99 tokens per session scan A 039c7923173f

Subscribe to this mod's changes

behavioral-mutation-analyzer is a skill published in the GitHub repository ArabelaTso/Skills-4-SE (251 stars, last pushed 20d ago), licensed Apache-2.0. It adds 99 tokens to every session and 2,309 once invoked, about $0.0005 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 2026-08-30.

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