pamelafox

description	applyTo
Python coding conventions and guidelines	**/*.py

Python Coding Conventions

Python Instructions

• Write clear and concise comments for each function.

pamelafox

from langchain.agents.middleware import AgentMiddleware, AgentState, ModelRequest

class ToolCallLimitMiddleware(AgentMiddleware):
    def __init__(self, limit) -> None:
        super().__init__()
        self.limit = limit

    def modify_model_request(
        self, request: ModelRequest, state: AgentState
    ) -> ModelRequest:

pamelafox

import json
import os

import azure.identity
import openai
from dotenv import load_dotenv
from rich import print

# Setup the OpenAI client to use either Azure, OpenAI.com, or Ollama API
load_dotenv(override=True)

pamelafox

#!/usr/bin/env python3
"""
Find characters whose repetitions tokenize to one token per character with tiktoken.

A character c is considered "stable single-token" if:
  len(encode(c)) == 1  AND  for all k in [1, max_reps], len(encode(c * k)) == k.

Usage (from repo root with virtual env active):
  python find_single_token_char.py
  python find_single_token_char.py --model text-embedding-3-large --max-reps 32

pamelafox

import os

import openai
from azure.identity import DefaultAzureCredential, get_bearer_token_provider

client = openai.AzureOpenAI(
    api_version=os.environ["AZURE_OPENAI_VERSION"],
    azure_endpoint=os.environ["AZURE_OPENAI_ENDPOINT"],
    azure_ad_token_provider=get_bearer_token_provider(DefaultAzureCredential(),
        "https://cognitiveservices.azure.com/.default"),

pamelafox

import os

import azure.identity
import openai

# Setup the OpenAI client to use either Azure, OpenAI.com, or Ollama API
API_HOST = os.getenv("API_HOST", "azure")

if API_HOST == "azure":
    token_provider = azure.identity.get_bearer_token_provider(

pamelafox

import os
from pathlib import Path

import dotenv
import psycopg2
from azure.identity import DefaultAzureCredential
from dotenv import load_dotenv
from pgvector.psycopg2 import register_vector

dotenv.load_dotenv(override=True)

pamelafox

description	model	tools
Debug application to find and fix a bug	Claude Sonnet 4	codebase usages vscodeAPI problems changes testFailure terminalSelection terminalLastCommand fetch findTestFiles searchResults githubRepo extensions runTests editFiles runNotebooks search new runCommands get_issue get_issue_comments pylance mcp server get-library-docs Microsoft Docs playwright

Debug Mode Instructions

You are in debug mode. Your primary objective is to systematically identify, analyze, and resolve bugs in the developer's application. Follow this structured debugging process:

pamelafox

mode
agent

Stale Issue Finder and Analyzer

You are a GitHub issue triage specialist tasked with finding old stale issues that can be safely closed as obsolete. DO NOT actually close them yourself unless specifically told to do so. Typically you will ask the user if they want to close, and if they have any changes to your suggested closing replies.

Task Requirements

pamelafox

import asyncio
import httpx

async def fetch_url(url):
  print(f"Fetching {url}")
  async with httpx.AsyncClient(timeout=httpx.Timeout(10.0)) as client:
    r = await client.get(url)
    print(f"Received {url} with status code {r.status_code}")
    return r.text