Borrowing it
Nothing to install: this file belongs to Huzaifa-ali/post-kit. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/Huzaifa-ali/post-kit/master/.kiro/steering/python-fastapi.mdgit clone --depth 1 https://github.com/Huzaifa-ali/post-kitWrote 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/instructions/huzaifa-ali/post-kit/python-fastapi)<a href="https://agentmods.dev/instructions/huzaifa-ali/post-kit/python-fastapi"><img src="https://agentmods.dev/badge/instructions/huzaifa-ali/post-kit/python-fastapi/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/instructions/huzaifa-ali/post-kit/python-fastapi"><img src="https://agentmods.dev/badge/instructions/huzaifa-ali/post-kit/python-fastapi.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.01458 | $0.01458 |
| Opus 5.5 | $0.00583 | $0.00583 |
| Sonnet 5.5 | $0.00292 | $0.00292 |
| Haiku 4.5 | $0.00146 | $0.00146 |
Grade A, and why
post-kit python-fastapi.md scanned grade A with 0 findings 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 16d 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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 207 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Python & FastAPI — Code Standards
Write code like Netflix Dispatch, Starlette, and encode/httpx: clean, obvious, boring in the best way.
Single Responsibility
Every function does ONE thing. Every file has ONE purpose. Every class has ONE reason to change.
- A function that fetches data does not also format it.
- A function that validates does not also save.
- A file with routes does not contain business logic.
- A file with business logic does not import FastAPI.
The test: Can you describe what this function/file does in one sentence without using "and"? If not, split it.
Function length: If a function exceeds 20-25 lines, it's probably doing two things. Extract the second thing.
File length: If a file exceeds 200 lines, it has too many responsibilities. Split by concern.
How Top-Tier Repos Write Python
Naming tells you everything
# Bad — what does this do?
def process(data):
...
# Good — name IS the documentation
def parse_front_matter_from_markdown(content: str) -> dict[str, str]:
...
- Functions: verb + noun (
get_posts,parse_config,emit_event,rebuild_index) - Variables: descriptive nouns (
post_content,active_modules,niche_config) - Booleans:
is_/has_/can_prefix (is_onboarded,has_analytics,can_scout) - Constants:
UPPER_SNAKE(MAX_RETRY_COUNT,DEFAULT_PORT) - Private:
_underscore_prefix(internal, don't call from outside)
Small, focused modules
# How Netflix Dispatch structures a domain:
module/
├── router.py # HTTP in/out only — thin
├── service.py # All logic — thick
├── models.py # Data shapes — Pydantic schemas
Router is thin (10-50 lines per endpoint). Service is where the work happens. Models define the contract.
Type everything
# Every function signature is fully typed
async def get_posts_by_status(
status: PostStatus,
limit: int = 50,
offset: int = 0,
) -> list[PostSummary]:
...
No Any. No untyped parameters. No untyped returns. The types ARE the documentation.
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.
- 16d ago First seen · 207 lines · 1,458 tokens per session scan A 42b9b006343f
post-kit python-fastapi.md is an instructions file published in the GitHub repository Huzaifa-ali/post-kit (4 stars, last pushed 17d ago), licensed MIT. It adds 1,458 tokens to every session, about $0.0058 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-11.
Other instructions, from other repositories
graftcode graftcode-python.instructions.md
Instructions for grft-dev/graftcode, covering graftcode — python backend services, when this applies (always), authoritative docs (source of truth), golden rules and service = plain python module (no web framework).
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).