Borrowing it
Nothing to install: this file belongs to armpro24-blip/cad-cae-copilot. 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/armpro24-blip/cad-cae-copilot/main/AGENTS.mdgit clone --depth 1 https://github.com/armpro24-blip/cad-cae-copilotWrote 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/armpro24-blip/cad-cae-copilot/agents-md)<a href="https://agentmods.dev/instructions/armpro24-blip/cad-cae-copilot/agents-md"><img src="https://agentmods.dev/badge/instructions/armpro24-blip/cad-cae-copilot/agents-md/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/armpro24-blip/cad-cae-copilot/agents-md"><img src="https://agentmods.dev/badge/instructions/armpro24-blip/cad-cae-copilot/agents-md.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 | $0.43385 | $0.43385 |
| Opus 5.5 | $0.17354 | $0.17354 |
| Sonnet 5.5 | $0.08677 | $0.08677 |
| Haiku 4.5 | $0.04338 | $0.04338 |
Grade A, and why
cad-cae-copilot AGENTS.md 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 today.
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.
curl -X POST http://localhost:8000/api/agent/invoke-tool \ How it starts
The opening of the file, as written. The whole thing — 2,686 lines — stays where its author put it; the contents beside it link to each section on GitHub.
aieng Workbench — Agent Guide
Canonical detailed guide for any AI agent (Claude Code, GitHub Copilot, OpenAI
Codex, Cursor, Cline, …) working in this workspace. This is the single source of
truth for detailed guidance — CLAUDE.md and .github/copilot-instructions.md
point here. The MCP tool aieng.agent_readme returns a compact operational
quickstart by default; aieng.guide {topic} extracts detailed sections from this
file, and aieng.agent_readme {detail: "full"} returns the complete document.
STOP — read this first
Do NOT browse aieng/src/ to understand what this system can do.
That is a legacy library with a FakeBackend stub that produces no real geometry.
The workbench is driven primarily through the aieng-workbench MCP server tools.
If you see aieng.* / cad.* / cae.* tools in your tool list, use them — they
provide live UI events, topology feedback, and incremental modeling.
If you do NOT have these MCP tools (e.g. Kimi Code CLI without MCP configuration), you are in fallback mode. You can still produce geometry by:
- Writing build123d scripts and running them through the provided runner script.
- Importing the resulting STEP file into the workbench with the provided importer script so it appears in the UI. See the Fallback mode section below for the exact commands.
If the aieng-workbench MCP server is not in your tool list, it is configured in
this repo (.mcp.json for Claude Code, .vscode/mcp.json for VS Code/Copilot,
see MCP_SETUP for Codex, and see Kimi Code CLI notes in the Fallback section).
First three calls every session
1. aieng.agent_readme → compact operational quickstart
2. aieng.list_projects → discover available project IDs
3. aieng.agent_context { project_id } → geometry state, pointers, next steps
Call these before reading files or running code. aieng.agent_context gives
you the current geometry state, stale-artifact warnings, and the pointer IDs you
need to construct valid tool calls. Call aieng.guide {topic} only when the
current task needs detailed guidance; use aieng.agent_readme {detail: "full"}
only when the complete canonical guide is genuinely required.
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.
- today Changed · +151 lines · +2,994 tokens per session d1542d69974a
- 1mo ago Changed · +270 lines · +4,859 tokens per session db3b39e31fb8
- 1mo ago Changed · +45 tokens per session b3fcd17e92e1
- 1mo ago Changed · +110 lines · +2,037 tokens per session e43ad6e4d8f5
- 1mo ago First seen · 2,155 lines · 33,450 tokens per session scan A f1e4359c4d32
cad-cae-copilot AGENTS.md is an instructions file published in the GitHub repository armpro24-blip/cad-cae-copilot (76 stars, last pushed today), licensed MIT. It adds 43,385 tokens to every session, about $0.1735 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 2026-08-30.
Other instructions, from other repositories
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).
deno copilot-instructions.md
Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.