Test Coverage Review
areed1192/finance-news-aggregator
Audit, plan, write, and verify unit tests for Python projects using pytest.
pytest best practices for writing comprehensive test suites.
$ npx skills add cohen-liel/hivemind --skill pytest-patterns -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cohen-liel/hivemind pytest-patterns --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/cohen-liel/hivemind.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/pytest-patterns .claude/skills/pytest-patterns && 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 "pytest-patterns" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/pytest-patterns into .claude/skills/pytest-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytest-patterns", 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/cohen-liel/hivemind/tree/main/.claude/skills/pytest-patternsType 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 cohen-liel/hivemind --skill pytest-patterns -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cohen-liel/hivemind pytest-patterns --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cohen-liel/hivemind.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/pytest-patterns .agents/skills/pytest-patterns && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pytest-patterns" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/pytest-patterns into .agents/skills/pytest-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytest-patterns", 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 cohen-liel/hivemind --skill pytest-patterns -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cohen-liel/hivemind pytest-patterns --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cohen-liel/hivemind.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/pytest-patterns .cursor/skills/pytest-patterns && 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 "pytest-patterns" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/pytest-patterns into .cursor/skills/pytest-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytest-patterns", 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/cohen-liel/hivemind.git --path .claude/skills/pytest-patterns--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 cohen-liel/hivemind --skill pytest-patterns -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cohen-liel/hivemind pytest-patterns --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cohen-liel/hivemind.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/pytest-patterns .gemini/skills/pytest-patterns && 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 "pytest-patterns" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/pytest-patterns into .gemini/skills/pytest-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytest-patterns", 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 cohen-liel/hivemind pytest-patternsInstalls 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 cohen-liel/hivemind --skill pytest-patterns -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/cohen-liel/hivemind.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/pytest-patterns .github/skills/pytest-patterns && 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 "pytest-patterns" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/pytest-patterns into .github/skills/pytest-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytest-patterns", 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 cohen-liel/hivemind --skill pytest-patterns -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install cohen-liel/hivemind pytest-patterns --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cohen-liel/hivemind.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/pytest-patterns .opencode/skills/pytest-patterns && 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 "pytest-patterns" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/pytest-patterns into .opencode/skills/pytest-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytest-patterns", 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.
pytest-patternspytest best practices for writing comprehensive test suites.
Pytest Patterns is an agent skill from cohen-liel/hivemind. pytest best practices for writing comprehensive test suites. Use when writing or running Python tests, setting up test fixtures, mocking, or achieving good test coverage.
Its SKILL.md is about 810 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, Test generation and Test coverage. It works with pytest and Python. The repository describes itself as: One prompt. A full AI engineering team. Go lie on the couch. 🧠. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit 918dd9b. 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.
Pytest Patterns loads about 806 tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 76 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 cohen-liel/hivemind at commit 918dd9b, republished under its Apache-2.0 licence (© cohen-liel). 76 words, ~806 tokens.
.claude/skills/pytest-patterns/SKILL.md (or your agent's skills folder).tests/
conftest.py # Shared fixtures
unit/ # Pure unit tests (no I/O)
integration/ # DB, Redis, API tests
e2e/ # Full flow tests
test_models.py # Test naming: test_<module>.pyimport pytest
from httpx import AsyncClient, ASGITransport
from sqlalchemy.ext.asyncio import create_async_engine, AsyncSession
@pytest.fixture(scope="session")
def event_loop():
loop = asyncio.new_event_loop()
yield loop
loop.close()
@pytest.fixture(scope="session")
async def engine():
engine = create_async_engine("postgresql+asyncpg://test:test@localhost/test_db")
async with engine.begin() as conn:
await conn.run_sync(Base.metadata.create_all)
yield engine
async with engine.begin() as conn:
await conn.run_sync(Base.metadata.drop_all)
@pytest.fixture
async def db(engine):
async with AsyncSession(engine) as session:
yield session
await session.rollback()
@pytest.fixture
async def client(db):
app.dependency_overrides[get_db] = lambda: db
async with AsyncClient(transport=ASGITransport(app=app), base_url="http://test") as c:
yield c
app.dependency_overrides.clear()
@pytest.fixture
async def user(db):
u = User(email="test@example.com", name="Test")
db.add(u)
await db.flush()
return u# Parametrize for edge cases
@pytest.mark.parametrize("email,valid", [
("user@example.com", True),
("invalid", False),
("", False),
("a" * 300 + "@x.com", False),
])
async def test_email_validation(email, valid):
...
# Mock external services
from unittest.mock import AsyncMock, patch
async def test_sends_email(client, user):
with patch("app.services.email.send") as mock_send:
mock_send.return_value = None
resp = await client.post("/users/verify", json={"email": user.email})
assert resp.status_code == 200
mock_send.assert_called_once_with(user.email, subject="Verify your account")
# Test error cases
async def test_get_user_not_found(client):
resp = await client.get("/users/99999")
assert resp.status_code == 404
assert "not found" in resp.json()["detail"].lower()# Full suite with coverage
pytest tests/ -v --tb=short --cov=app --cov-report=term-missing
# Fast: only unit tests
pytest tests/unit/ -v
# Specific test
pytest tests/test_auth.py::test_login_success -v
# Stop on first failure
pytest -x© cohen-liel, 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 .claude/skills/pytest-patterns of cohen-liel/hivemind.
Open the folder on GitHubat commit 918dd9b
Pytest Patterns 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 |
|---|---|---|---|---|---|---|
| Pytest Patterns this skillcohen-liel/hivemind | 110 | — | ~806 | Automated safety check: Pass | Apache-2.0 | |
| Test Coverage Reviewareed1192/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 | |
| Test Oracle GeneratorArabelaTso/Skills-4-SE | 253 | — | ~3.5k | Automated safety check: Pass | Apache-2.0 |
areed1192/finance-news-aggregator
Audit, plan, write, and verify unit tests for Python projects using pytest.
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…
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…
cohen-liel/hivemind
REST API design principles and best practices. An agent skill from cohen-liel/hivemind.
cohen-liel/hivemind
GraphQL API design and implementation patterns. An agent skill from cohen-liel/hivemind.
cohen-liel/hivemind
Python asyncio patterns for high-performance async code. An agent skill from cohen-liel/hivemind.
cohen-liel/hivemind
Celery background task patterns for Python apps. An agent skill from cohen-liel/hivemind.
cohen-liel/hivemind
Docker, docker-compose, and deployment configuration best practices.
cohen-liel/hivemind
End-to-end testing patterns with Playwright. An agent skill from cohen-liel/hivemind.
Categories
pytest best practices for writing comprehensive test suites. Pytest Patterns is an agent skill from cohen-liel/hivemind. pytest best practices for writing comprehensive test suites.
Pytest Patterns fits situations like: running Python tests; setting up test fixtures; achieving good test coverage.
Run `npx skills add cohen-liel/hivemind --skill pytest-patterns -a claude-code`. Or copy the skill folder (.claude/skills/pytest-patterns in cohen-liel/hivemind) into .claude/skills/pytest-patterns in your project. Claude Code loads it when a task matches its description.
Run `npx skills add cohen-liel/hivemind --skill pytest-patterns -a codex`. Or copy the skill folder (.claude/skills/pytest-patterns in cohen-liel/hivemind) into .agents/skills/pytest-patterns 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 cohen-liel/hivemind --skill pytest-patterns -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pytest-patterns, .gemini/skills/pytest-patterns, .github/skills/pytest-patterns and .opencode/skills/pytest-patterns in your project.
Going by SKILL.md and its folder, Pytest Patterns 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.
Pytest Patterns 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 806 tokens (SKILL.md is roughly 3.2k 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 Pytest Patterns: Test Coverage Review (areed1192/finance-news-aggregator, 149 stars), Mutation Test Strength Audit (buildfastwithai/gen-ai-experiments, 785 stars), TDD Guide (alirezarezvani/claude-skills, 28k stars) and TDD Guide (LeoYeAI/openclaw-master-skills, 2.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
cohen-liel (a GitHub user) maintains it in cohen-liel/hivemind, which has 110 GitHub stars. The repository holds 33 skills in this directory. The repository was last updated on April 18, 2026.
Source: cohen-liel/hivemind on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.