mutation-testing

mutation-testing is a skill for Claude Code from andr-ca/agentharness. It costs 58 tokens per session (785 once invoked), scanned A, original, MIT.

A testing method that deliberately makes small changes to code and checks whether the test suite detects them. A surviving change shows a possible gap in the tests.

In plain words
What is it for?
Use it to assess tests for business rules such as payments, authentication, or validation, using tools for Python, TypeScript or JavaScript, and Go.
Why use it?
Line coverage only shows which code ran; mutation testing checks whether tests would catch common bugs in critical logic.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is gremlins unleash ./internal/billing/....

Good fit Use it to assess tests for business rules such as payments, authentication, or validation, using tools for Python, TypeScript or JavaScript, and Go.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/andr-ca/agentharness
agentmods
npx agentmods add skills/andr-ca/agentharness/mutation-testing

Made for: Claude Code.

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 mutation-testing

README.md
[![agentmods](https://agentmods.dev/badge/skills/andr-ca/agentharness/mutation-testing/github.svg)](https://agentmods.dev/skills/andr-ca/agentharness/mutation-testing)
Your own site
<a href="https://agentmods.dev/skills/andr-ca/agentharness/mutation-testing"><img src="https://agentmods.dev/badge/skills/andr-ca/agentharness/mutation-testing/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 mutation-testing

Your own site · 80×15
<a href="https://agentmods.dev/skills/andr-ca/agentharness/mutation-testing"><img src="https://agentmods.dev/badge/skills/andr-ca/agentharness/mutation-testing.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 58 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 785 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.
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 $0.00058 $0.00785
Opus 5.5 $0.00023 $0.00314
Sonnet 5.5 $0.00012 $0.00157
Haiku 4.5 $0.00006 $0.00078

Measured 1mo ago against content hash 4ce1f13b053a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

mutation-testing 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 1mo 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.

.claude/skills/mutation-testing/SKILL.md · 107 lines

How it starts

The opening of the file, as written. The whole thing — 107 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Mutation Testing

Mutation testing verifies whether your tests detect bugs, not just whether they execute code. A "mutant" is a small deliberate change (flip > to >=, delete a return) applied to the source. If your tests pass with the mutant, they would not have caught that bug.

Deeper reference: patterns/mutation-testing/MUTATION_TESTING.md (full operator list, equivalent mutants, cost management strategies).


When to use it

  • After reaching line/branch coverage targets but before shipping critical business logic (payment, auth, data validation).
  • When a production bug slips through a test suite that claims high coverage.
  • As a periodic quality audit (weekly/monthly) rather than a per-commit gate.

When to skip: Prototype and Internal tiers; generated code; pure data classes with no conditional logic; large legacy codebases where the cost of triaging hundreds of mutants outweighs the benefit.


Mutation score

$$\text{mutation score} = \frac{\text{killed}}{\text{total} - \text{equivalent}} \times 100%$$

Score Verdict
≥ 80% Strong; surviving mutants warrant individual inspection
60–79% Adequate; identify surviving categories and add targeted tests
Below 60% Test suite quality is insufficient; line/branch percentages alone are misleading

Python — mutmut

pip install mutmut
mutmut run --paths-to-mutate src/billing.py
mutmut results          # list surviving mutants
mutmut show 15          # show the diff for mutant #15

TypeScript / JavaScript — Stryker

npm install --save-dev @stryker-mutator/core @stryker-mutator/jest-runner
npx stryker init
npx stryker run

stryker.config.js:

module.exports = {
  testRunner: 'jest',
  coverageAnalysis: 'perTest',  // only test mutants actually covered
  mutate: ['src/billing/**/*.ts'],
  thresholds: { high: 80, low: 60, break: 50 },  // break = CI gate
};

Go — gremlins

go install github.com/go-gremlins/gremlins/cmd/gremlins@latest
gremlins unleash ./internal/billing/...

Read the full file on GitHub · 107 lines

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. 1mo ago First seen · 107 lines · 58 tokens per session scan A 4ce1f13b053a

Subscribe to this mod's changes

mutation-testing is a skill published in the GitHub repository andr-ca/agentharness (1 stars, last pushed 5d ago), licensed MIT. It adds 58 tokens to every session and 785 once invoked, about $0.0002 per session on Opus 5.5. 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.