Borrowing it
Nothing to install: this file belongs to vmDeshpande/ai-agent-automation. 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/vmDeshpande/ai-agent-automation/main/AGENTS.mdgit clone --depth 1 https://github.com/vmDeshpande/ai-agent-automationWrote 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/vmdeshpande/ai-agent-automation/agents-md)<a href="https://agentmods.dev/instructions/vmdeshpande/ai-agent-automation/agents-md"><img src="https://agentmods.dev/badge/instructions/vmdeshpande/ai-agent-automation/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/vmdeshpande/ai-agent-automation/agents-md"><img src="https://agentmods.dev/badge/instructions/vmdeshpande/ai-agent-automation/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 | $0.03887 | $0.03887 |
| Opus 5 | $0.01944 | $0.01944 |
| Sonnet 5 | $0.00777 | $0.00777 |
| Haiku 4.5 | $0.00389 | $0.00389 |
Grade A, and why
ai-agent-automation 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 9d 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 — 116 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Repo Structure
Monorepo with three packages that are NOT linked via workspaces — each has its own node_modules:
backend/— Node.js/Express, CommonJS ("type": "commonjs"), entry pointserver.jsfrontend/— Next.js 16 + React 19 + TypeScript, entry pointsrc/app/infra/— Docker Compose stack (MongoDB, backend, worker, frontend, nginx)
Dev Commands
Backend (two processes required):
cd backend
cp .env.example .env # fill in JWT_SECRET, MONGO_URI, LLM keys
npm install
npm run dev # API server on :5000
npm run worker # agent runner (separate terminal)
Frontend:
cd frontend
npm install
npm run dev # Next.js on :3000
Lint & format (run from repo root):
npm run lint # eslint frontend/src + backend/src
npm run format # prettier --write frontend/src backend/src
Backend tests:
cd backend
npm test # runs jest --testMatch '**/*.handler.test.js'
Only handler test files are included. There is no frontend test suite.
Git Hooks
Husky runs on commit:
- pre-commit:
lint-staged→ eslint --fix + prettier --write on staged files - commit-msg: commitlint enforces Conventional Commits
Allowed types: feat, fix, docs, style, refactor, perf, test, build, ci, chore, revert.
Header max 100 chars, subject lowercase, no trailing period.
Code Style
- Backend JS:
prefer-const,eqeqeq, novar, nothrow literal, noreturn await - Frontend TS:
@typescript-eslint/consistent-type-importsenforced,no-explicit-anyas warning, React hooks rules enforced - Prettier: semi, singleQuote, tabWidth 2, trailingComma es5, printWidth 100, bracketSpacing, arrowParens always
Architecture Notes
- Backend and frontend are separate processes communicating over REST + MongoDB
- MongoDB must run with replica set enabled (Docker compose handles this via
mongo-init-replica) - Worker (
npm run worker/node src/agents/runner.js) polls for tasks — must run alongside the API server backend/src/layout:agents/,config/,controllers/,models/,routes/,services/,tools/,workflow/- Frontend API URL in Docker is derived from
BACKEND_PORT— do NOT setNEXT_PUBLIC_API_URLmanually for Docker deploys - Env vars are never committed;
backend/.env.exampleis the source of truth for local dev,infra/.env.examplefor Docker
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.
- 9d ago First seen · 116 lines · 3,887 tokens per session scan A 1263a7a90ce1
ai-agent-automation AGENTS.md is an instructions file published in the GitHub repository vmDeshpande/ai-agent-automation (178 stars, last pushed yesterday), licensed Apache-2.0. It adds 3,887 tokens to every session, about $0.0194 per session on Opus 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 2026-08-30.
Other instructions, from other repositories
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.
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
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).
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).
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.