Borrowing it
Nothing to install: this file belongs to ambystechcom/AmbyKit. 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/ambystechcom/AmbyKit/main/AGENTS.mdgit clone --depth 1 https://github.com/ambystechcom/AmbyKitWrote 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/ambystechcom/ambykit/agents-md)<a href="https://agentmods.dev/instructions/ambystechcom/ambykit/agents-md"><img src="https://agentmods.dev/badge/instructions/ambystechcom/ambykit/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/ambystechcom/ambykit/agents-md"><img src="https://agentmods.dev/badge/instructions/ambystechcom/ambykit/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 | $0.01235 | $0.01235 |
| Opus 5.5 | $0.00494 | $0.00494 |
| Sonnet 5.5 | $0.00247 | $0.00247 |
| Haiku 4.5 | $0.00123 | $0.00123 |
Grade A, and why
AmbyKit AGENTS.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 — 81 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md — AmbyKit
Guidance for AI coding assistants working on the AmbyKit codebase itself. (For using AmbyKit
in your own project, see README.md and docs/.)
What AmbyKit is
AmbyKit is a Spec-Driven Development (SDD) framework distributed as a Node/TypeScript CLI
(@ambystech/ambykit, bin ambykit). It helps AI coding assistants build better software by
producing structured artifacts — a project constitution, user stories, testable
requirements, UI design, an implementation plan, and an ordered task list — before
code is written.
The core design is author-once, emit-per-tool: one neutral source of truth (templates + phase prompts) is translated by per-tool emitters into each assistant's native command/rules format (Claude Code, OpenCode, GitHub Copilot + CLI, Cursor + CLI, Antigravity IDE + CLI).
Golden rules
- Author once, emit per tool. Never hand-maintain per-tool command files as source. The neutral
source lives in
src/templates/andsrc/prompts/; emitters insrc/emitters/generate tool files (e.g..claude/commands/amby.*.md,.github/prompts/). If you find yourself editing those by hand, stop — edit the neutral source and re-runambykit syncinstead. BaseEmitter/BaseCommandhold shared logic. New tool support = a thin subclass ofBaseEmitterthat sets itscommandSurface/paths and overrides only what differs. New CLI verb = a subclass ofBaseCommandimplementingexecute(). Don't duplicate orchestration.- Token frugality is a feature. Phase prompts and templates must minimize tokens the assistant
reads/writes: progressive disclosure (load only the artifact a phase needs via
@path), reference by stable ID instead of restating, and patch-in-place rather than regenerate. Seedocs/architecture.md→ Token efficiency. - We dogfood AmbyKit on AmbyKit. Features are specced under
specs/using the AmbyKit workflow. The repo's own.claude/etc. are generated byambykit syncand must stay in sync (CI checks).
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 Changed · +18 tokens per session 1623f53e2656
- 11d ago Changed · +1 tokens per session 6d3ad1150ee4
- 2mo ago First seen · 81 lines · 1,216 tokens per session scan A cc03022e9cc7
AmbyKit AGENTS.md is an instructions file published in the GitHub repository ambystechcom/AmbyKit (2 stars, last pushed 2d ago), licensed MIT. It adds 1,235 tokens to every session, about $0.0049 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 2026-08-31.
AmbyKit AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| AmbyKit AGENTS.mdambystechcom/AmbyKit | Instructions file | 2 | 2d ago | MIT | A | 1,235 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 275k | 3d ago | MIT | A | 4,313 | Codex, OpenCode |