Borrowing it
Nothing to install: this file belongs to growthxai/output. 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/growthxai/output/main/AGENTS.mdgit clone --depth 1 https://github.com/growthxai/outputWrote 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/growthxai/output/agents-md)<a href="https://agentmods.dev/instructions/growthxai/output/agents-md"><img src="https://agentmods.dev/badge/instructions/growthxai/output/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/growthxai/output/agents-md"><img src="https://agentmods.dev/badge/instructions/growthxai/output/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 | $0.00491 | $0.00491 |
| Opus 5.5 | $0.00196 | $0.00196 |
| Sonnet 5.5 | $0.00098 | $0.00098 |
| Haiku 4.5 | $0.00049 | $0.00049 |
Grade B, and why
output AGENTS.md scanned grade B with 2 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 6d 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.
Sends data to an external URLmediumData exfiltration
A POST to an outside endpoint may be telemetry or may be exfiltration; either way the mod talks to somewhere, and you should know where.
`curl -X POST http://localhost:3001/workflow/run -H "Content-Type: application/json" -d '{"workflowName": "simple", "input": {"values": [1, 2, 3, 4, 5]}}'` 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:3001/workflow/run -H "Content-Type: application/json" -d '{"workflowName": "simple", "input": {"values": [1, 2, 3, 4, 5]}}'` How it starts
The opening of the file, as written. The whole thing — 32 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
This file provides guidance to coding agents when working with the Output.ai (often referred as just Output) framework codebase.
Project Overview
Output.ai is an AI framework for building reliable production-ready LLM workflows & agents. It contains multiple NPM packages and supporting infrastructure with best AI engineering practices baked-in. Under the hood, the Output framework uses Temporal.io as the execution layer.
Product documentation lives in docs/guides/ (packages under docs/guides/packages/). Use it as the reference for public behavior.
Package Management
This monorepo uses pnpm workspaces with a pnpm-workspace.yaml and pnpm-lock.yaml.
Note: the pnpm convention applies to this monorepo only. Projects generated by output init are npm-based - sdk/cli/src/templates/project/package.json.template ships npm scripts (output:worker:build, output:worker:watch, output:dev). When editing CLI templates or the coding_assistants/ plugin docs, write the template's npm commands, not monorepo-only ones like pnpm run build:packages.
When Working on This Project
- Always base your code on existing code patterns and project hierarchical organization.
- When developing test workflows, use the existing workflows in
test_workflows/as reference. - Maintain TypeScript definitions alongside JavaScript implementations.
- Prefer a functional approach over an object-oriented approach; avoid classes/inheritance unless absolutely necessary.
- DO NOT opt out of linting rules or change the linting rules unless specifically requested by the user.
- Always ask the user if they would like to update the documentation after any new changes.
How to confirm you've made changes successfully
- Full CI-equivalent check (install, lint, build, tests, docs in Docker):
./run.sh validate - Targeted tests:
pnpm test <paths> - Running system:
./run.sh dev, then from a separate terminal:curl -X POST http://localhost:3001/workflow/run -H "Content-Type: application/json" -d '{"workflowName": "simple", "input": {"values": [1, 2, 3, 4, 5]}}'
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.
- 6d ago First seen · 32 lines · 491 tokens per session scan B 8d586a898455
output AGENTS.md is an instructions file published in the GitHub repository growthxai/output (443 stars, last pushed yesterday), licensed Apache-2.0. It adds 491 tokens to every session, about $0.0020 per session on Opus 5.5. A static security scan graded it B with 2 findings (sends data to an external url, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-10.
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.
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.
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).