IntelliConnect: Instructions file for Codex

AGENTS.md

IntelliConnect AGENTS.md is an instructions file for Codex, OpenCode from ruanrongman/IntelliConnect. It costs 735 tokens per session, scanned A, original, Apache-2.0.

A repository guide for coding agents working on IntelliConnect, an application with a Java Spring Boot backend and a Vue web frontend. It describes the folders, required Java version, build and test commands, and coding rules.

In plain words
What is it for?
Use it when developing, compiling, testing, formatting, or reviewing IntelliConnect code across the backend, frontend, documentation, and deployment files.
Why use it?
It gives an agent the project facts and working conventions needed to make changes without using the wrong commands, folders, or style.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md.

This is ruanrongman/IntelliConnect's own configuration. It tells Codex and OpenCode how to work on IntelliConnect itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything IntelliConnect configures →

Reuse

Borrowing it

Nothing to install: this file belongs to ruanrongman/IntelliConnect. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/ruanrongman/IntelliConnect/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/ruanrongman/IntelliConnect

Made for: Codex, OpenCode.

Wrote 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.

agentmods badge for IntelliConnect AGENTS.md

README.md
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<a href="https://agentmods.dev/instructions/ruanrongman/intelliconnect/agents-md"><img src="https://agentmods.dev/badge/instructions/ruanrongman/intelliconnect/agents-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 735 This file is loaded in full into every session.
When invoked 735 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00735 $0.00735
Opus 5 $0.00367 $0.00367
Sonnet 5 $0.00147 $0.00147
Haiku 4.5 $0.00073 $0.00073

Measured 8d ago against content hash d57c2d22e1d6, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

IntelliConnect 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 8d 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.

AGENTS.md · 30 lines

How it starts

The opening of the file, as written. The whole thing — 30 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Repository Guidelines

Project Structure & Module Organization

IntelliConnect is a Spring Boot 3.5 / Java 21 backend with a Vue 3 + Vite frontend. Backend code lives in src/main/java/top/rslly/iot/ (controllers/, services/, dao/, models/, param/, config/, utility/). Resources are in src/main/resources/, protobuf files in src/main/proto/, and tests in src/test/java/. Frontend code is under web/src/; docs are in docs/; infrastructure is in docker/. Avoid target/ and generated cache/temp directories.

Compiler & Environment

Use JDK 21 for backend compilation. Local Windows path: C:\Users\Lenovo\.jdks\ms-21.0.9. If the compiler is missing, set IntelliJ Project SDK, language level, Maven Runner JRE, and JAVA_HOME to this JDK. PowerShell: $env:JAVA_HOME='C:\Users\Lenovo\.jdks\ms-21.0.9'; $env:Path="$env:JAVA_HOME\bin;$env:Path". Avoid JDK 17 or JDK 25.

Build, Test, and Development Commands

  • mvnw.cmd clean compile or ./mvnw clean compile: compile the backend.
  • mvnw.cmd test or ./mvnw test: run backend JUnit tests.
  • mvnw.cmd clean package -DskipTests: build the runnable JAR without tests.
  • mvnw.cmd spotless:apply: apply Java formatting from dev-support/dailymart_spotless_formatter.xml.
  • cd web && npm install: install frontend dependencies.
  • cd web && npm run dev: start the Vite dev server.
  • cd web && npm run build: create a production frontend build.
  • cd docker && docker-compose up -d: start MySQL, Redis, InfluxDB, EMQX, and ChromaDB.

Coding Style & Naming Conventions

Use 4-space indentation for Java. Classes use PascalCase, methods and fields use camelCase, and constants use UPPER_SNAKE_CASE. Keep backend changes layered: controllers delegate to services, services to repositories. Run Spotless before committing Java changes. Frontend code follows Vue 3 SFC patterns, ESLint, Prettier, and Stylelint.

Testing Guidelines

Backend tests use Spring Boot Test/JUnit 5; name tests *Test.java and place them under matching packages in src/test/java/. Add focused tests for service logic, controllers, security behavior, and protocol parsing when touched. No frontend test runner is defined; validate frontend changes with npm run build and manual UI checks.

Read the full file on GitHub · 30 lines

Changes

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.

  1. 8d ago First seen · 30 lines · 735 tokens per session scan A d57c2d22e1d6

Subscribe to this mod's changes

IntelliConnect AGENTS.md is an instructions file published in the GitHub repository ruanrongman/IntelliConnect (145 stars, last pushed 7d ago), licensed Apache-2.0. It adds 735 tokens to every session, about $0.0037 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.

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