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 agentmods add instructions/thesethrose/copilot-skills/fastapigit clone --depth 1 https://github.com/TheSethRose/Copilot-SkillsWhat 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 | $0.01116 | $0.01116 |
| Opus 5 | $0.00558 | $0.00558 |
| Sonnet 5 | $0.00223 | $0.00223 |
| Haiku 4.5 | $0.00112 | $0.00112 |
Grade A, and why
Copilot-Skills fastapi.instructions.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 2d 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 — 195 lines — stays where its author put it; the contents beside it link to each section on GitHub.
FastAPI Instructions
Auto-loaded when: Working with files matching: **/*.py, **/main.py, **/fastapi*
Default Behaviors
When working with FastAPI:
- Follow Official Patterns: Use patterns from official FastAPI documentation
- Type Hints: Always use Pydantic models for request/response bodies
- Error Handling: Implement proper exception handlers with HTTPException
- Async/Await: Use async routes for I/O operations
- Validation: Leverage Pydantic for automatic validation
- Documentation: Use docstrings for all route functions
- Status Codes: Return appropriate HTTP status codes
Common Workflows
Basic API Endpoint
from fastapi import FastAPI, HTTPException
from pydantic import BaseModel
app = FastAPI()
class Item(BaseModel):
name: str
price: float
@app.get("/items/{item_id}")
async def get_item(item_id: int):
return {"item_id": item_id}
@app.post("/items/", status_code=201)
async def create_item(item: Item):
return item
With Database (Prisma/SQLAlchemy)
from prisma import Prisma
from contextlib import asynccontextmanager
db = Prisma()
@asynccontextmanager
async def lifespan(app: FastAPI):
await db.connect()
yield
await db.disconnect()
app = FastAPI(lifespan=lifespan)
@app.get("/users/{user_id}")
async def get_user(user_id: int):
return await db.user.find_unique(where={"id": user_id})
With Claude/OpenAI Integration
import anthropic
from fastapi import FastAPI
from pydantic import BaseModel
app = FastAPI()
client = anthropic.Anthropic()
class Message(BaseModel):
content: str
@app.post("/analyze")
async def analyze(msg: Message):
response = client.messages.create(
model="claude-3-sonnet-20250219",
max_tokens=1024,
messages=[{"role": "user", "content": msg.content}]
)
return {"analysis": response.content[0].text}
Dependency Injection
from fastapi import Depends, FastAPI
async def get_query(q: str | None = None):
return q
@app.get("/search")
async def search(q: str = Depends(get_query)):
return {"q": q}
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.
- 2d ago First seen · 195 lines · 1,116 tokens per session scan A 53971a901f90
Copilot-Skills fastapi.instructions.md is an instructions file published in the GitHub repository TheSethRose/Copilot-Skills (3 stars, last pushed 8mo ago), licensed MIT. It adds 1,116 tokens to every session, about $0.0056 per session on Opus 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 2026-08-31.
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