Duncan Ogilvie mrexodia

The race to standardize how coding agents announce themselves

There is no established standard yet, but a clear frontrunner has emerged. The most significant proposal is Issue #136 on the agentsmd/agents.md repository (18k+ stars), filed January 8, 2026, which proposes a universal AGENT=<name> environment variable — directly modeled on the CI=true convention that unified CI/CD detection years ago. Three coding agents already ship with this convention (Goose, Amp, Bun), two detection libraries exist to paper over the fragmentation (@vercel/detect-agent and unjs/std-env), and a parallel naming camp champions AI_AGENT=<name> instead. The ecosystem is in the "organic adoption" phase, with real-world friction driving urgency.

The central proposal mirrors how `CI=true` became universal

The AGENTS.md repository — already the de facto standard for giving coding agents project-specific instructions — hosts the most authoritative proposal for e

DeepWiki Q&A with Code Context for Repository: x64dbg/x64dbg

Q1

When a breakpoint is triggered, how should I use a script function to print each member of a std::vector pointed to by the rcx register?

Answer

To print each member of a std::vector pointed to by the rcx register when a breakpoint is triggered, you need to understand the memory layout of std::vector and use x64dbg's scripting capabilities with breakpoint commands.

Solution Approach

1. Set up a breakpoint command

	<!DOCTYPE html>
	<html lang="en">
	<head>
	<meta charset="UTF-8">
	<meta name="viewport" content="width=device-width, initial-scale=1.0">
	<title>Invitation Taste Walkthrough</title>
	<link rel="preconnect" href="https://fonts.googleapis.com">
	<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
	<link href="https://fonts.googleapis.com/css2?family=Cormorant+Garamond:wght@400;500;600;700&family=Source+Sans+3:wght@400;500;600;700&display=swap" rel="stylesheet">
	<style>

	"""Minimal MCP server with pi-like tools for workshops.

	This version is intentionally small and easy to read.
	It is not a full behavioral match for pi's native tools.
	Each tool includes comments describing what a production version would need.
	"""

	import argparse
	import datetime
	import os

	"""Example MCP server with pi-like tools."""

	import argparse
	import datetime
	import os
	import re
	import subprocess
	import tempfile
	from dataclasses import dataclass
	from typing import Annotated, Literal, Optional

	#!/usr/bin/env python3
	"""
	Fetch CI pipeline job logs and artifacts locally.

	Usage:
	# Default: latest pipeline for current branch
	# Logs for all jobs, artifacts for failed jobs only
	python3 tools/ci/fetch_pipeline.py

	# Specific pipeline

	import logging
	from dataclasses import dataclass
	from typing import Optional
	from enum import Enum

	from elftools.elf.elffile import ELFFile
	from elftools.elf.relocation import RelocationSection
	from elftools.elf.sections import SymbolTableSection

	logging.basicConfig(level=logging.DEBUG)

	#include <vector>

	// https://github.com/richgel999/miniz (MIT)
	#include <miniz.h>

	static std::vector<uint8_t> zlib_compress(const void *data, size_t size) {
	uLongf compressed_size = compressBound(size);
	std::vector<uint8_t> compressed(compressed_size);

	int res = compress(compressed.data(), &compressed_size, (const unsigned char *)data, size);

	import argparse
	import json
	import urllib.request
	import urllib.error
	import sys
	import yaml

	def generate(prefix, model_id, endpoint, api_key):
	return {
	"model_name": f"{prefix}/{model_id}",

	import threading
	import tornado.ioloop
	import tornado.web
	import time
	import asyncio
	import logging
	import requests

	g_ioloop = None
	g_server = None