Borrowing it
Nothing to install: this file belongs to agentailor/fullstack-langgraph-nextjs-agent. 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/agentailor/fullstack-langgraph-nextjs-agent/main/AGENTS.mdgit clone --depth 1 https://github.com/agentailor/fullstack-langgraph-nextjs-agentWrote 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/agentailor/fullstack-langgraph-nextjs-agent/agents-md)<a href="https://agentmods.dev/instructions/agentailor/fullstack-langgraph-nextjs-agent/agents-md"><img src="https://agentmods.dev/badge/instructions/agentailor/fullstack-langgraph-nextjs-agent/agents-md.svg" alt="Measured on agentmods" 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 | $0.02108 | $0.02108 |
| Opus 5 | $0.01054 | $0.01054 |
| Sonnet 5 | $0.00422 | $0.00422 |
| Haiku 4.5 | $0.00211 | $0.00211 |
Grade A, and why
fullstack-langgraph-nextjs-agent AGENTS.md scanned grade A with 1 finding 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- Validate the spec: `curl /api/openapi -o openapi.json && npx @redocly/cli lint openapi.json` (config in `redocly.yaml` — disables `security-defined` since the template has no API auth) How it starts
The opening of the file, as written. The whole thing — 182 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 (Claude Code, Cursor, Codex, and any other tool that reads
AGENTS.md) when working with code in this repository. It is the single source of truth — CLAUDE.md
is a pointer to this file, not a second copy.
Essential Development Commands
# Setup (requires Postgres and MinIO running)
docker compose up -d # Start Postgres (5434) and MinIO (9000/9001)
pnpm install
pnpm prisma:generate
pnpm prisma:migrate
# Development
pnpm dev # Next.js with Turbopack
pnpm build # Production build
pnpm lint # ESLint
pnpm format # Prettier formatting
pnpm format:check # Check formatting
# Database
pnpm prisma:generate # After schema changes
pnpm prisma:migrate # Create/apply migrations
pnpm prisma:studio # Database UI
# File Storage
# MinIO Console: http://localhost:9001 (minioadmin/minioadmin)
# S3 API: http://localhost:9000
Architecture Overview
This is a Next.js 15 fullstack AI agent chat application using LangGraph.js with Model Context Protocol (MCP) server integration.
Core Agent System
- Agent Builder:
src/lib/agent/builder.ts- Creates StateGraph with agent→tool_approval→tools flow - MCP Integration:
src/lib/agent/mcp.ts- Dynamically loads tools from MCP servers stored in Postgres - Persistent Memory: Uses LangGraph's Postgres checkpointer for conversation history
- Tool Approval: Human-in-the-loop pattern with interrupts for tool execution approval
Data Flow
- User message →
/api/agent/streamSSE endpoint →streamResponse()inagentService.ts - Agent processes with tools from enabled MCP servers → streams incremental responses
- Frontend uses
useChatThread()hook with React Query for optimistic UI and streaming - Thread persistence via Prisma → Postgres (threads + MCP server configs)
- File uploads →
/api/agent/upload→ MinIO (S3-compatible storage) → returns file URLs
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 First seen · 182 lines · 2,108 tokens per session scan A ccf99842e6cd
fullstack-langgraph-nextjs-agent AGENTS.md is an instructions file published in the GitHub repository agentailor/fullstack-langgraph-nextjs-agent (131 stars, last pushed 2d ago), licensed MIT. It adds 2,108 tokens to every session, about $0.0105 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-05.
Other instructions, from other repositories
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).
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.
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.
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).
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.