Skip to content
Agentmart
Submit a tool

ae-ltd-mutation-gate

Use when unit tests look green but confidence is low and mutation testing is needed to expose weak assertions.

Skill by aegntic

IndexedMIT★ 12
Write a review

Chalk Labs

Need help deploying ae-ltd-mutation-gate?

Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.

Book a call

Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/aegntic-ae-ltd-mutation-gate

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

We use your email only for this newsletter. Privacy

About

Use when unit tests look green but confidence is low and mutation testing is needed to expose weak assertions. AE.LTD workflow for targeted mutation runs and actionable test hardening.

Use cases: testing, productivity

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/ae-ltd-mutation-gate

What's inside

Skill name
ae-ltd-mutation-gate
Description
Use when unit tests look green but confidence is low and mutation testing is needed to expose weak assertions. AE.LTD workflow for targeted mutation runs and actionable test hardening.
License
MIT
Instructions
45 lines in SKILL.md · view on GitHub

Files (3)

  • SKILL.md
  • SKILL.toml
  • openai.yaml · agents/

SKILL.md (first lines)

# AE.LTD Mutation Gate

## What This Skill Does

Measures test quality beyond line coverage using mutation testing. Exposes weak assertions and generates actionable test hardening recommendations. Niche gem source: `mutation-tester` plugin from `awesome-claude-code-toolkit`.

1. Detect appropriate mutation tool (Stryker/mutmut/PIT)
2. Run targeted mutation tests on critical modules
3. Convert survived mutants into hardened tests
4. Track mutation score to threshold (target: 80%+)

## Quick Start

```
User: "My tests pass but I'm not confident"
→ Detect stack → Run mutations → Report survivors → Harden tests
```

## Workflow

1. Detect stack and tool.
- JS/TS: Stryker
- Python: mutmut
- Java: PIT

2. Start narrow.
Run mutation testing on one critical module first to keep runtime bounded.

3. Measure score and survivors.
Capture killed/survived/timed-out mutants and mutation score.

4. Convert survivors into tests.
For each top survived mutant, specify the exact missing assertion and test case.

5. Re-run until stable threshold.
Target at least 80% mutation score unless user/project standard says otherwise.

## Guardrails

- Exclude generated files and non-business logic.
- Use per-mutant timeouts to control runaway test runs.
- Report equivalent-mutant risk explicitly.
- Prioritize critical-path business logic over utility files.

From aegntic/cldcde, MIT.

More from aegntic/cldcde

Signals

Stars
12
Forks
3
Open issues
0
Last commit (this folder)
Mar 11, 2026 (7 months ago)
Last release
Aug 13, 2025 (1 year ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
Website
cldcde.cc
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from aegntic

Done for you

Rather not set it up yourself?

Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.

See how we build AI agents →Read the case studies

Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.

launches shipped
50+
launches shipped
media placements
500+
media placements
founders on every account
2
founders on every account

Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block

Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.

Get ae-ltd-mutation-gate running in your business

Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.

Goes to the Chalk Labs founders, not the newsletter. Privacy

Need help deploying ae-ltd-mutation-gate?

CallGet help
Cite this page

ae-ltd-mutation-gate skill. Agent Mart. https://agentmart.dev/skills/aegntic-ae-ltd-mutation-gate (last updated 2026-10-24)