Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add yonatangross/orchestkit --skill python-backendgit clone --depth 1 https://github.com/yonatangross/orchestkitWrote 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.
[](https://agentmods.dev/skills/yonatangross/orchestkit/python-backend)<a href="https://agentmods.dev/skills/yonatangross/orchestkit/python-backend"><img src="https://agentmods.dev/badge/skills/yonatangross/orchestkit/python-backend/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.
<a href="https://agentmods.dev/skills/yonatangross/orchestkit/python-backend"><img src="https://agentmods.dev/badge/skills/yonatangross/orchestkit/python-backend.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to high
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- high Privilege Escalation · line 119 Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.Fix: Remove references to credential paths. Use environment variables or secrets managers. For docs, use placeholder paths (e.g., /path/to/config). Never load .env or token files in production code paths.
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00082 | $0.02675 |
| Opus 5.5 | $0.00033 | $0.01070 |
| Sonnet 5.5 | $0.00016 | $0.00535 |
| Haiku 4.5 | $0.00008 | $0.00267 |
Grade A, and why
python-backend scanned grade A with 1 finding 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 12d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
# NEVER block the event loop with sync calls (time.sleep, requests.get) How it starts
The opening of the file, as written. The whole thing — 206 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Python Backend
Patterns for building production Python backends with asyncio, FastAPI, SQLAlchemy 2.0, and connection pooling. Each category has individual rule files in rules/ loaded on-demand.
Quick Reference
| Category | Rules | Impact | When to Use |
|---|---|---|---|
| Asyncio | 3 | HIGH | TaskGroup, structured concurrency, cancellation handling |
| FastAPI | 3 | HIGH | Dependencies, middleware, background tasks |
| SQLAlchemy | 3 | HIGH | Async sessions, relationships, migrations |
| Pooling | 3 | MEDIUM | Database pools, HTTP sessions, tuning |
Total: 12 rules across 4 categories. House decisions rescued from thinned files live in references/ork-delta.md; vendor material is linked, not restated (see Upstream coverage).
Quick Start
# FastAPI + SQLAlchemy async session
async def get_db() -> AsyncGenerator[AsyncSession, None]:
async with async_session_factory() as session:
try:
yield session
await session.commit()
except Exception:
await session.rollback()
raise
# Reusable dependency alias (FastAPI's recommended Annotated form)
SessionDep = Annotated[AsyncSession, Depends(get_db)]
@router.get("/users/{user_id}")
async def get_user(user_id: UUID, db: SessionDep):
result = await db.execute(select(User).where(User.id == user_id))
return result.scalar_one_or_none()
# Asyncio TaskGroup with timeout
async def fetch_all(urls: list[str]) -> list[dict]:
async with asyncio.timeout(30):
async with asyncio.TaskGroup() as tg:
tasks = [tg.create_task(fetch_url(url)) for url in urls]
return [t.result() for t in tasks]
Asyncio
Modern Python asyncio patterns using structured concurrency, TaskGroup, and Python 3.11+ features.
What ships with it
24 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- assets/fastapi-app-template.py 11 KB runs code
- metadata.json 436 B
- references/eager-loading.md 3.2 KB
- references/fastapi-app-boilerplate.md 2.9 KB
- references/ork-delta.md 8.2 KB
- rules/_sections.md 1.8 KB
- rules/_template.md 339 B
- rules/asyncio-cancellation.md 2.0 KB
- rules/asyncio-structured.md 2.7 KB
- rules/asyncio-taskgroup.md 2.7 KB
- rules/fastapi-background.md 3.5 KB
- rules/fastapi-dependencies.md 3.4 KB
- rules/fastapi-middleware.md 2.9 KB
- rules/pooling-database.md 2.4 KB
- rules/pooling-http.md 2.5 KB
- rules/pooling-tuning.md 2.8 KB
- rules/sqlalchemy-migrations.md 3.0 KB
- rules/sqlalchemy-relationships.md 3.1 KB
- rules/sqlalchemy-sessions.md 3.2 KB
- scripts/async-service-template.py 5.4 KB runs code
- scripts/create-fastapi-app.md 11 KB
- scripts/pool-setup-template.py 7.4 KB runs code
- scripts/repository-template.py 3.4 KB runs code
- test-cases.json 5.2 KB
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.
- 12d ago Changed · -1 lines 04fbcbed9578
- 19d ago Changed 834b7de8f585
- 20d ago Changed · -5 lines 0ca28fa1fd3b
- 21d ago Changed · -1 lines 43c651f97c42
- 29d ago Changed 00909f818f71
- 1mo ago First seen · 213 lines · 82 tokens per session scan A 6377067e762a
python-backend is a skill published in the GitHub repository yonatangross/orchestkit (297 stars, last pushed today), licensed MIT. It adds 82 tokens to every session and 2,675 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-05.
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