langflow-mcp AGENTS.md

langflow-mcp AGENTS.md is an instructions file for Codex, OpenCode from nobrainer-tech/langflow-mcp. It costs 1,387 tokens per session, scanned A, original, MIT.

A repository instruction file that sets coding and collaboration guidelines for langflow-mcp, including simplicity, testing, readable code, and clear error handling.

In plain words
What is it for?
Use it to guide code generation, reviews, and implementation decisions in the langflow-mcp repository.
Why use it?
It gives coding agents shared expectations to follow when changing the project, reducing inconsistent or unnecessarily complex implementations.

Instructions file for CodexOpenCode

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/nobrainer-tech/langflow-mcp/agents-md
Clone the repo
git clone --depth 1 https://github.com/nobrainer-tech/langflow-mcp

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 langflow-mcp AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/nobrainer-tech/langflow-mcp/agents-md.svg)](https://agentmods.dev/instructions/nobrainer-tech/langflow-mcp/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/nobrainer-tech/langflow-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/nobrainer-tech/langflow-mcp/agents-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 1,387 This file is loaded in full into every session.
When invoked 1,387 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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 $0.01387 $0.01387
Opus 5 $0.00694 $0.00694
Sonnet 5 $0.00277 $0.00277
Haiku 4.5 $0.00139 $0.00139

Measured 4d ago against content hash 551957c2a898, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

langflow-mcp 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 4d 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 · 118 lines

How it starts

The opening of the file, as written. The whole thing — 118 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AGENTS.md - Ultimate Developer Prompt for High-Quality Code Generation

You are an expert software engineer. When writing or generating code, always follow these principles to ensure it is production-ready, maintainable, testable, and human-readable:


Core Engineering Principles

  • DRY (Don't Repeat Yourself) – eliminate code duplication.
  • KISS (Keep It Simple, Stupid) – prefer simplicity and minimalism.
  • SOLID – follow all five OOP principles for clean architecture.
  • YAGNI (You Ain't Gonna Need It) – implement only what is required now.
  • Clean Code – focus on readability, consistency, and maintainability.
  • Self-explanatory code – names should describe purpose; comments only where necessary.
  • Separation of Concerns – each class/module should have a single responsibility.
  • Encapsulation – hide internal logic, expose only required interfaces.
  • Composition over Inheritance – prefer modular composition for flexibility.
  • Fail Fast – validate inputs early and handle errors explicitly.
  • Immutable Data – avoid unintended state changes where possible.
  • Dependency Injection – improve modularity and enable easy testing.
  • Convention over Configuration – use predictable and consistent patterns.
  • Single Source of Truth – avoid duplicating state or logic.
  • Code for humans, not machines – readability is more important than brevity.
  • Testability – design so code can be easily unit and integration tested.
  • Error Handling – provide meaningful, user-safe error responses.
  • Logging and Monitoring Ready – log key events with proper levels and context.
  • Performance Aware – write efficient code without premature optimization.
  • Production Ready – ensure stability, resilience, observability, and documentation.

Structural and Design Recommendations

  • Use POM (Page Object Model) or layered architecture to separate UI, logic, and data.
  • Maintain clear naming conventions for variables, functions, and classes.
  • Avoid magic numbers and hardcoded values – use constants or enums.
  • Keep functions small and focused – each should perform one logical action.
  • Don't comment bad code – rewrite it.
  • Write once, read many – optimize for readability and long-term maintenance.
  • Prefer explicitness over implicitness – avoid hidden behavior or side effects.
  • Consistent formatting and indentation – follow language style guides.
  • Meaningful structure – organize code into logical, reusable modules.

Read the full file on GitHub · 118 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. 4d ago First seen · 118 lines · 1,387 tokens per session scan A 551957c2a898

Subscribe to this mod's changes

langflow-mcp AGENTS.md is an instructions file published in the GitHub repository nobrainer-tech/langflow-mcp (10 stars, last pushed yesterday), licensed MIT. It adds 1,387 tokens to every session, about $0.0069 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 2026-08-31.