Mutation Test Strength Audit
buildfastwithai/gen-ai-experiments
Measures how well a Python pytest suite catches behavior changes through diff-scoped mutation testing, then proposes and verifies tests for surviving mutants.
Audit, plan, write, and verify unit tests for Python projects using pytest.
$ npx skills add areed1192/finance-news-aggregator --skill test-coverage-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install areed1192/finance-news-aggregator test-coverage-review --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/areed1192/finance-news-aggregator.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.github/skills/test-coverage-review .claude/skills/test-coverage-review && 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 "test-coverage-review" agent skill from https://github.com/areed1192/finance-news-aggregator/tree/master/.github/skills/test-coverage-review into .claude/skills/test-coverage-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-coverage-review", 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/areed1192/finance-news-aggregator/tree/master/.github/skills/test-coverage-reviewType 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 areed1192/finance-news-aggregator --skill test-coverage-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install areed1192/finance-news-aggregator test-coverage-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/areed1192/finance-news-aggregator.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.github/skills/test-coverage-review .agents/skills/test-coverage-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "test-coverage-review" agent skill from https://github.com/areed1192/finance-news-aggregator/tree/master/.github/skills/test-coverage-review into .agents/skills/test-coverage-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-coverage-review", 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 areed1192/finance-news-aggregator --skill test-coverage-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install areed1192/finance-news-aggregator test-coverage-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/areed1192/finance-news-aggregator.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.github/skills/test-coverage-review .cursor/skills/test-coverage-review && 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 "test-coverage-review" agent skill from https://github.com/areed1192/finance-news-aggregator/tree/master/.github/skills/test-coverage-review into .cursor/skills/test-coverage-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-coverage-review", 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/areed1192/finance-news-aggregator.git --path .github/skills/test-coverage-review--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 areed1192/finance-news-aggregator --skill test-coverage-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install areed1192/finance-news-aggregator test-coverage-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/areed1192/finance-news-aggregator.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.github/skills/test-coverage-review .gemini/skills/test-coverage-review && 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 "test-coverage-review" agent skill from https://github.com/areed1192/finance-news-aggregator/tree/master/.github/skills/test-coverage-review into .gemini/skills/test-coverage-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-coverage-review", 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 areed1192/finance-news-aggregator test-coverage-reviewInstalls 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 areed1192/finance-news-aggregator --skill test-coverage-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/areed1192/finance-news-aggregator.git skills-src && mkdir -p .github/skills && cp -r skills-src/.github/skills/test-coverage-review .github/skills/test-coverage-review && 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 "test-coverage-review" agent skill from https://github.com/areed1192/finance-news-aggregator/tree/master/.github/skills/test-coverage-review into .github/skills/test-coverage-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-coverage-review", 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 areed1192/finance-news-aggregator --skill test-coverage-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install areed1192/finance-news-aggregator test-coverage-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/areed1192/finance-news-aggregator.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.github/skills/test-coverage-review .opencode/skills/test-coverage-review && 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 "test-coverage-review" agent skill from https://github.com/areed1192/finance-news-aggregator/tree/master/.github/skills/test-coverage-review into .opencode/skills/test-coverage-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-coverage-review", 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.
test-coverage-reviewAudit, plan, write, and verify unit tests for Python projects using pytest.
Test Coverage Review is an agent skill from areed1192/finance-news-aggregator. Audit, plan, write, and verify unit tests for Python projects using pytest. Use this skill whenever someone asks to review test coverage, write tests, add missing tests, check if code is properly tested, improve test quality, or ensure new features have tests. Trigger on phrases like "write tests for this", "add unit tests", "check my test coverage", "review my tests", "are my tests good enough", "this needs tests", "test this module", or any request involving pytest, unittest, test files, mocking, fixtures, or…
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/best-practices.md`).
It sits in Testing & QA, covering Test coverage, Unit testing and Test generation. It works with Python and pytest. The repository describes itself as: A news aggregator in python, that focuses primarily on business and market news sources. The licence is MIT.
10 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit d4ed7a9. 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.
Shell commands in SKILL.md call:
pytestFrom 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.
Test Coverage Review loads about 2.6k tokens when it runs, and up to ~7.1k if it reads all its reference files. Until then it costs about 182 tokens; SKILL.md has 992 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 areed1192/finance-news-aggregator at commit d4ed7a9, republished under its MIT licence (© areed1192). 992 words, ~2,552 tokens.
.claude/skills/test-coverage-review/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.This skill audits test coverage in Python projects, identifies gaps, writes new tests, and verifies that the test suite passes — all following pytest best practices.
Read the best-practices reference file to ground your work:
cat references/best-practices.mdUse the practices and source citations in that file as your authoritative checklist.
Determine the mode from the user's request.
Use when the user says "review my tests", "check my coverage", or "are my tests good enough".
Step 1: Discover the project structure
Identify:
src/ layout)tests/, test/, or co-located)conftest.py files and shared fixturespyproject.toml, setup.cfg, or .coveragercStep 2: Map source modules to test files
For every public module in the package, check whether a corresponding test file exists. Flag modules with no test file at all.
| Source module | Test file | Status |
|---|---|---|
mypackage/api.py | tests/test_api.py | ✅ exists |
mypackage/parser.py | — | ❌ missing |
Step 3: Audit test quality
For each existing test file, check against the reference checklist:
test_<module>.py, classes prefixed Test,
methods prefixed test_.@pytest.fixture, not setUp() or
duplicated code.Step 4: Run coverage (if possible)
pytest tests/ --cov=<package> --cov-report=term-missing --tb=short -qReport:
Step 5: Produce the audit report
Output a markdown table of findings:
| File | Issue | Severity | Source |
|---|---|---|---|
tests/test_api.py | No tests for error paths in fetch() | critical | [PYTEST-GOOD] |
tests/test_parser.py | _parse() mocked instead of tested directly | warning | [MOCK-BOUND] |
| — | No test file for mypackage/utils.py | critical | [COVERAGE] |
Severity levels:
Use when the user says "write tests for this", "add tests for this module", or has just finished a feature.
Step 1: Analyze the code under test
Read the module and identify:
Step 2: Plan test categories
For each public class or function, plan tests in these categories:
| Category | What to test |
|---|---|
| Happy path | Normal inputs produce expected outputs |
| Edge cases | Empty inputs, None, zero, boundary values |
| Error handling | Invalid inputs raise expected exceptions |
| Return types | Return values have correct types and structure |
| Side effects | External calls are made with correct arguments |
| State changes | Object state changes correctly after method calls |
Present the plan to the user before writing.
Step 3: Write the test file
Follow this structure:
"""Tests for <module description>."""
from unittest.mock import patch, MagicMock
import pytest
from <package>.<module> import <Class>, <function>
# ---------------------------------------------------------------------------
# Sample data
# ---------------------------------------------------------------------------
SAMPLE_DATA = ... # Module-level test data constants
# ---------------------------------------------------------------------------
# <ClassName> tests
# ---------------------------------------------------------------------------
class Test<ClassName>:
"""Tests for the <ClassName> <type>."""
def test_<behavior>(self):
"""Verify <what is being tested>."""
# Arrange
...
# Act
...
# Assert
...Rules:
test_<module>.pyclass Test<Name>: with class docstrings"""Verify <what>."""# ---) between test classes@pytest.fixture, not setUp()Step 4: Mock at the boundary
Mock external dependencies only:
requests.get / requests.post for HTTP callsopen / pathlib.Path for file I/Otime.sleep, datetime.now when testing time-dependent logicDo NOT mock:
# CORRECT — mock the HTTP boundary
@patch("mypackage.api.requests.get")
def test_fetch_sends_timeout(self, mock_get):
mock_get.return_value = MagicMock(status_code=200, json=lambda: {})
client = APIClient()
client.fetch("https://example.com")
_, kwargs = mock_get.call_args
assert kwargs["timeout"] == 10
# WRONG — don't mock internal methods
@patch.object(Parser, "_transform") # ← test this directly instead
def test_parse(self, mock_transform):
...Step 5: Run and verify
After writing tests:
# Run the new tests
pytest tests/test_<module>.py -v --tb=short
# Run the full suite to check for regressions
pytest tests/ --tb=short -q
# Check coverage of the new module
pytest tests/ --cov=<package>.<module> --cov-report=term-missingReport the test count and pass/fail status. Note the count for the changelog entry:
- **tests/test_<module>.py**: N unit tests for <description>.Use when the user says "improve my coverage", "fill the gaps", or coverage reports show low percentages.
Step 1: Identify uncovered code
Run coverage and parse the Missing column to identify:
Step 2: Prioritize by risk
Write tests for gaps in this order:
except blocks, validation failuresif/else pathsStep 3: Write gap-filling tests
Add tests to existing test files (don't create new files if a test file already exists for that module). Follow the same structure and conventions as the existing tests.
Step 4: Re-run coverage and report
Show before/after coverage numbers for the affected modules.
TestCase, self.assertEqual) into
a pytest-native project.© areed1192, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (references) in .github/skills/test-coverage-review of areed1192/finance-news-aggregator.
Open the folder on GitHubat commit d4ed7a9
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders. This page covers the copy in areed1192/finance-news-aggregator, which our catalogue first saw on October 7, 2026.
Test Coverage Review 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 |
|---|---|---|---|---|---|---|
| Test Coverage Review this skillareed1192/finance-news-aggregator | 149 | — | ~2.6k | Automated safety check: Pass | MIT | |
| Mutation Test Strength Auditbuildfastwithai/gen-ai-experiments | 785 | — | ~641 | Automated safety check: Pass | MIT | |
| TDD Guidealirezarezvani/claude-skills | 28k | — | ~3.4k | Automated safety check: Pass | MIT | |
| TDD GuideLeoYeAI/openclaw-master-skills | 2.2k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Pytest Patternscohen-liel/hivemind | 110 | — | ~806 | Automated safety check: Pass | Apache-2.0 | |
| Test Oracle GeneratorArabelaTso/Skills-4-SE | 253 | — | ~3.5k | Automated safety check: Pass | Apache-2.0 |
buildfastwithai/gen-ai-experiments
Measures how well a Python pytest suite catches behavior changes through diff-scoped mutation testing, then proposes and verifies tests for surviving mutants.
alirezarezvani/claude-skills
Test-driven development skill for writing unit tests, generating test fixtures and mocks, analyzing coverage gaps, and guiding red-green-refactor workflows across Jest, Pytest, JUnit, Vitest, and…
LeoYeAI/openclaw-master-skills
Test-driven development skill for writing unit tests, generating test fixtures and mocks, analyzing coverage gaps, and guiding red-green-refactor workflows across Jest, Pytest, JUnit, Vitest, and…
cohen-liel/hivemind
pytest best practices for writing comprehensive test suites.
ArabelaTso/Skills-4-SE
Generates automated test oracles to verify correct software behavior.
google/adk-python
Checks that every Python code block in a Markdown file actually compiles and runs, by extracting each block to a temporary file, executing it in an isolated subprocess, and writing a pass/fail…
Categories
Audit, plan, write, and verify unit tests for Python projects using pytest. Test Coverage Review is an agent skill from areed1192/finance-news-aggregator. Audit, plan, write, and verify unit tests for Python projects using pytest.
Test Coverage Review fits situations like: someone asks to review test coverage; add missing tests; check if code is properly tested; improve test quality.
Run `npx skills add areed1192/finance-news-aggregator --skill test-coverage-review -a claude-code`. Or copy the skill folder (.github/skills/test-coverage-review in areed1192/finance-news-aggregator) into .claude/skills/test-coverage-review in your project. Claude Code loads it when a task matches its description.
Run `npx skills add areed1192/finance-news-aggregator --skill test-coverage-review -a codex`. Or copy the skill folder (.github/skills/test-coverage-review in areed1192/finance-news-aggregator) into .agents/skills/test-coverage-review 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 areed1192/finance-news-aggregator --skill test-coverage-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/test-coverage-review, .gemini/skills/test-coverage-review, .github/skills/test-coverage-review and .opencode/skills/test-coverage-review in your project.
Going by SKILL.md and its folder, Test Coverage Review needs the command-line tools its instructions call (pytest). 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.
Test Coverage Review is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.6k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 4.5k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Test Coverage Review: Mutation Test Strength Audit (buildfastwithai/gen-ai-experiments, 785 stars), TDD Guide (alirezarezvani/claude-skills, 28k stars), TDD Guide (LeoYeAI/openclaw-master-skills, 2.2k stars) and Pytest Patterns (cohen-liel/hivemind, 110 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
areed1192 (a GitHub user) maintains it in areed1192/finance-news-aggregator, which has 149 GitHub stars. The repository was last updated on April 19, 2026.
Source: areed1192/finance-news-aggregator on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.