Offload
imbue-ai/offload
Activate when you see offload.toml in a repo, offload referenced in build targets (justfile, Makefile, scripts), or when you need to run a large test suite in parallel.
Automatically generates executable tests that reproduce reported bugs from issue reports and code repositories.
$ npx skills add ArabelaTso/Skills-4-SE --skill bug-reproduction-test-generator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ArabelaTso/Skills-4-SE bug-reproduction-test-generator --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/bug-reproduction-test-generator .claude/skills/bug-reproduction-test-generator && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "bug-reproduction-test-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/bug-reproduction-test-generator into .claude/skills/bug-reproduction-test-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bug-reproduction-test-generator", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/bug-reproduction-test-generatorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ArabelaTso/Skills-4-SE --skill bug-reproduction-test-generator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ArabelaTso/Skills-4-SE bug-reproduction-test-generator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/bug-reproduction-test-generator .agents/skills/bug-reproduction-test-generator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bug-reproduction-test-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/bug-reproduction-test-generator into .agents/skills/bug-reproduction-test-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bug-reproduction-test-generator", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ArabelaTso/Skills-4-SE --skill bug-reproduction-test-generator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ArabelaTso/Skills-4-SE bug-reproduction-test-generator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/bug-reproduction-test-generator .cursor/skills/bug-reproduction-test-generator && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "bug-reproduction-test-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/bug-reproduction-test-generator into .cursor/skills/bug-reproduction-test-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bug-reproduction-test-generator", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ArabelaTso/Skills-4-SE.git --path skills/bug-reproduction-test-generator--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ArabelaTso/Skills-4-SE --skill bug-reproduction-test-generator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ArabelaTso/Skills-4-SE bug-reproduction-test-generator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/bug-reproduction-test-generator .gemini/skills/bug-reproduction-test-generator && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "bug-reproduction-test-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/bug-reproduction-test-generator into .gemini/skills/bug-reproduction-test-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bug-reproduction-test-generator", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ArabelaTso/Skills-4-SE bug-reproduction-test-generatorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ArabelaTso/Skills-4-SE --skill bug-reproduction-test-generator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/bug-reproduction-test-generator .github/skills/bug-reproduction-test-generator && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "bug-reproduction-test-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/bug-reproduction-test-generator into .github/skills/bug-reproduction-test-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bug-reproduction-test-generator", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ArabelaTso/Skills-4-SE --skill bug-reproduction-test-generator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ArabelaTso/Skills-4-SE bug-reproduction-test-generator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/bug-reproduction-test-generator .opencode/skills/bug-reproduction-test-generator && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "bug-reproduction-test-generator" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/bug-reproduction-test-generator into .opencode/skills/bug-reproduction-test-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bug-reproduction-test-generator", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
bug-reproduction-test-generatorAutomatically generates executable tests that reproduce reported bugs from issue reports and code repositories.
Bug Reproduction Test Generator is an agent skill from ArabelaTso/Skills-4-SE. Automatically generates executable tests that reproduce reported bugs from issue reports and code repositories. Use when users need to: (1) Create a test that reproduces a bug described in an issue report, (2) Generate failing tests from bug descriptions, stack traces, or error messages, (3) Validate bug reports by creating reproducible test cases, (4) Convert issue reports into executable regression tests. Takes a repository and issue report as input and produces test code that reliably triggers the reported bug.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Testing & QA, covering Unit testing, Debugging and Test generation. The repository describes itself as: A curated list of 180+ useful Claude Skills for Software Engineering and resources for customizing AI for SE workflows. The licence is Apache-2.0.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 4f38503. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are python, markdown, java and javascript).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Bug Reproduction Test Generator loads about 1.8k tokens when it runs. Until then it costs about 138 tokens; SKILL.md has 501 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from ArabelaTso/Skills-4-SE at commit 4f38503, republished under its Apache-2.0 licence (© ArabelaTso). 501 words, ~1,769 tokens.
.claude/skills/bug-reproduction-test-generator/SKILL.md (or your agent's skills folder).Generate executable tests that reproduce reported bugs based on issue reports and code repositories.
Follow these steps to generate a bug reproduction test:
Extract key information from the issue report:
Identify relevant code and context:
Create a minimal, focused test that:
Test structure:
Assertions:
Documentation:
Provide:
Issue Report:
Title: Division by zero in calculate_average()
Description: When calling calculate_average([]) with an empty list,
the function crashes with ZeroDivisionError instead of returning 0.
Stack trace:
File "stats.py", line 15, in calculate_average
return sum(values) / len(values)
ZeroDivisionError: division by zeroGenerated Test (Python/pytest):
import pytest
from stats import calculate_average
def test_calculate_average_empty_list_reproduction():
"""
Reproduces bug: calculate_average([]) raises ZeroDivisionError
Issue: #123
Expected: Should return 0 for empty list
Actual: Raises ZeroDivisionError
"""
# Trigger the bug with empty list input
with pytest.raises(ZeroDivisionError):
result = calculate_average([])
# This test currently passes (reproduces the bug)
# After fix, change to: assert calculate_average([]) == 0Summary:
## Bug Reproduction Test
**Issue**: Division by zero in calculate_average()
**How it reproduces the bug:**
- Calls `calculate_average([])` with an empty list
- Asserts that ZeroDivisionError is raised (the buggy behavior)
**Symptoms validated:**
- Exception type: ZeroDivisionError
- Location: stats.py line 15
**Assumptions:**
- The function should return 0 for empty lists (common convention)
**Running the test:**
```bash
pytest test_stats.py::test_calculate_average_empty_list_reproductionAfter the bug is fixed:
Replace the pytest.raises assertion with:
assert calculate_average([]) == 0
## Language-Specific Patterns
### Python (pytest/unittest)
```python
import pytest
def test_bug_reproduction_issue_123():
"""Reproduces bug #123: [brief description]"""
# Setup: Create conditions that trigger the bug
# Execute: Run the code that exhibits the bug
# Assert: Verify the buggy behavior occurs
with pytest.raises(ExpectedException):
buggy_function()@Test
public void testBugReproduction_Issue123() {
// Reproduces bug #123: [brief description]
// Setup: Create conditions that trigger the bug
// Execute and Assert: Verify the buggy behavior
assertThrows(ExpectedException.class, () -> {
buggyMethod();
});
}test('reproduces bug #123: [brief description]', () => {
// Setup: Create conditions that trigger the bug
// Execute and Assert: Verify the buggy behavior
expect(() => {
buggyFunction();
}).toThrow(ExpectedException);
});When the issue report lacks details:
Example:
def test_bug_reproduction_issue_456():
"""
Reproduces bug #456: Null pointer exception in processData()
ASSUMPTION: The bug occurs when input is null (not specified in issue)
ASSUMPTION: Using default configuration (not specified in issue)
"""
# Test with null input (assumed trigger)
with pytest.raises(NullPointerException):
processData(None)© ArabelaTso, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/bug-reproduction-test-generator of ArabelaTso/Skills-4-SE.
Open the folder on GitHubat commit 4f38503
Bug Reproduction Test Generator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Bug Reproduction Test Generator this skillArabelaTso/Skills-4-SE | 253 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Offloadimbue-ai/offload | 125 | — | ~3.1k | Automated safety check: Pass | MIT | |
| Atmos Testscloudposse/atmos | 1.4k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Exploratory Testtobihagemann/turbo | 409 | — | ~2k | Automated safety check: Pass | MIT | |
| Exploratory Testtobihagemann/turbo | 409 | — | ~2k | Automated safety check: Pass | MIT | |
| Frappe Testing UnitImpertio-Studio/Frappe_Claude_Skill_Package | 188 | — | ~3k | Automated safety check: Pass | MIT |
imbue-ai/offload
Activate when you see offload.toml in a repo, offload referenced in build targets (justfile, Makefile, scripts), or when you need to run a large test suite in parallel.
cloudposse/atmos
Author Atmos smoke tests, post-deployment stack checks, and integration tests using type: test, HTTP assertions, shell or script/interpreter checks, require gates, parallel dependencies, matrix…
tobihagemann/turbo
Execute multi-level exploratory testing of the app covering basic functionality, complex operations, adversarial testing, and cross-cutting scenarios, plus usability observations through a UX lens…
tobihagemann/turbo
Execute multi-level exploratory testing of the app covering basic functionality, complex operations, adversarial testing, and cross-cutting scenarios, plus usability observations through a UX lens…
Impertio-Studio/Frappe_Claude_Skill_Package
A skill your agent uses when writing unit tests, integration tests, creating test fixtures, or running tests with bench run-tests.
petrkindlmann/qa-skills
Audit a whole regression suite and prune/restructure it with evidence: per-test coverage fingerprinting, AST near-duplicate clustering, CI-history mining for never-failing and flaky tests, prune…
ArabelaTso/Skills-4-SE
Generate prioritized CVE watchlists and actionable security recommendations for repositories.
ArabelaTso/Skills-4-SE
Automatically migrate Python web applications between frameworks (Flask → FastAPI, Django → FastAPI).
ArabelaTso/Skills-4-SE
Generate test cases using metamorphic testing by applying transformations based on metamorphic properties.
ArabelaTso/Skills-4-SE
Instruments programs to capture execution traces specifically for reproducing reported bugs, enabling consistent replay and diagnosis of failures.
ArabelaTso/Skills-4-SE
Automatically migrate Spring MVC applications to Spring Boot.
ArabelaTso/Skills-4-SE
Instrument programs (Python, C/C++, Java) to capture snapshots of key program states at runtime, including variables, memory, and call stacks.
Categories
Automatically generates executable tests that reproduce reported bugs from issue reports and code repositories. Bug Reproduction Test Generator is an agent skill from ArabelaTso/Skills-4-SE. Automatically generates executable tests that reproduce reported bugs from issue reports and code repositories.
Bug Reproduction Test Generator fits situations like: create a test that reproduces a bug described in an issue report; generate failing tests from bug descriptions; validate bug reports by creating reproducible test cases; convert issue reports into executable regression tests.
Run `npx skills add ArabelaTso/Skills-4-SE --skill bug-reproduction-test-generator -a claude-code`. Or copy the skill folder (skills/bug-reproduction-test-generator in ArabelaTso/Skills-4-SE) into .claude/skills/bug-reproduction-test-generator in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ArabelaTso/Skills-4-SE --skill bug-reproduction-test-generator -a codex`. Or copy the skill folder (skills/bug-reproduction-test-generator in ArabelaTso/Skills-4-SE) into .agents/skills/bug-reproduction-test-generator in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ArabelaTso/Skills-4-SE --skill bug-reproduction-test-generator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bug-reproduction-test-generator, .gemini/skills/bug-reproduction-test-generator, .github/skills/bug-reproduction-test-generator and .opencode/skills/bug-reproduction-test-generator in your project.
SKILL.md names no scripts, command-line tools or credentials: Bug Reproduction Test Generator is instructions for the agent only. Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Bug Reproduction Test Generator is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Bug Reproduction Test Generator: Offload (imbue-ai/offload, 125 stars), Atmos Tests (cloudposse/atmos, 1.4k stars), Exploratory Test (tobihagemann/turbo, 409 stars) and Exploratory Test (tobihagemann/turbo, 409 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ArabelaTso (a GitHub user) maintains it in ArabelaTso/Skills-4-SE, which has 253 GitHub stars. The repository holds 170 skills in this directory. The repository was last updated on August 21, 2026.
Source: ArabelaTso/Skills-4-SE on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.