insights-mcp: Instructions file for Codex

AGENTS.md

insights-mcp AGENTS.md is an instructions file for Codex, OpenCode from RedHatInsights/insights-mcp. It costs 3,381 tokens per session, scanned A, original, Apache-2.0.

Project instructions for Insights MCP, a server that connects AI coding assistants to Red Hat Insights services. They describe its architecture, authentication, service toolsets, and supported connection methods.

In plain words
What is it for?
Guiding development in the Insights MCP codebase, including its server, Red Hat API client, authentication, and selectable toolsets.
Why use it?
They give an assistant the repository-specific rules and structure needed to make informed changes without guessing how the server works.

Instructions file for CodexOpenCode

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

This is RedHatInsights/insights-mcp's own configuration. It tells Codex and OpenCode how to work on insights-mcp 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 insights-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to RedHatInsights/insights-mcp. 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/RedHatInsights/insights-mcp/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/RedHatInsights/insights-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 insights-mcp AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/redhatinsights/insights-mcp/agents-md/github.svg)](https://agentmods.dev/instructions/redhatinsights/insights-mcp/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/redhatinsights/insights-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/redhatinsights/insights-mcp/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.

agentmods 80×15 button for insights-mcp AGENTS.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/redhatinsights/insights-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/redhatinsights/insights-mcp/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 3,381 This file is loaded in full into every session.
When invoked 3,381 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 $0.03381 $0.03381
Opus 5.5 $0.01352 $0.01352
Sonnet 5.5 $0.00676 $0.00676
Haiku 4.5 $0.00338 $0.00338

Measured yesterday against content hash 05cdd772d27e, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

insights-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 yesterday.

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 · 322 lines

How it starts

The opening of the file, as written. The whole thing — 322 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Insights MCP - AI Coding Assistant Guide

This document provides AI coding assistants with specific guidance for working with the Insights MCP codebase. Start by reading README.md for project overview, authentication setup, and client integrations.

This guide supplements the README with development-specific information and workflow guidance for AI coding assistants.

Architecture

Core Components

  1. InsightsMCPServer (src/insights_mcp/server.py)

    • Main unified server that mounts multiple service toolsets
    • Handles authentication and configuration for all mounted toolsets
    • Supports selective toolset registration via --toolset argument
  2. InsightsMCP Base Class (src/insights_mcp/mcp.py)

    • Abstract base class for all Insights MCP toolsets
    • Manages authentication and client initialization
    • Provides common functionality for Red Hat Insights API integration
  3. InsightsClient (src/insights_mcp/client.py)

    • HTTP client for Red Hat Insights APIs with OAuth2 support
    • Handles service account and refresh token authentication
    • Provides error handling and proxy support
  4. OAuth Middleware (src/insights_mcp/oauth.py)

    • Starlette middleware for OAuth flows in HTTP/SSE transports
    • Dynamic client registration and metadata proxying

Toolset Architecture

The project uses a toolset-based architecture where each service is implemented as a separate toolset:

Toolset Implementation Pattern:

  • Most toolsets: src/<toolset_name>_mcp/server.py (e.g., src/vulnerability_mcp/server.py)
  • Legacy pattern: src/insights_mcp/servers/<name>.py (e.g., example toolset)

Example toolsets (see src/insights_mcp/toolsets.py MCPS list for complete current list):

  • image-builder (src/image_builder_mcp/server.py): Linux image building tools
  • vulnerability (src/vulnerability_mcp/server.py): Security vulnerability management
  • inventory (src/inventory_mcp/server.py): System inventory management

Read the full file on GitHub · 322 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. yesterday Changed · +1 lines · +111 tokens per session 05cdd772d27e
  2. 1mo ago Changed · +17 lines · +524 tokens per session f683b27eab97
  3. 2mo ago First seen · 304 lines · 2,746 tokens per session scan A e3343b0b88a7

Subscribe to this mod's changes

insights-mcp AGENTS.md is an instructions file published in the GitHub repository RedHatInsights/insights-mcp (25 stars, last pushed yesterday), licensed Apache-2.0. It adds 3,381 tokens to every session, about $0.0135 per session on Opus 5.5. 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.

Related

insights-mcp AGENTS.md compared with instructions from other repositories

insights-mcp AGENTS.md next to 6 instructions from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
insights-mcp AGENTS.mdRedHatInsights/insights-mcpInstructions file25yesterdayApache-2.0A3,381Codex, OpenCode
vscode buildNext.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA9,719GitHub Copilot
next.js AGENTS.mdvercel/next.jsInstructions file143kyesterdayMITA7,461Codex, OpenCode
langchain AGENTS.mdlangchain-ai/langchainInstructions file149kyesterdayMITA4,680Codex, OpenCode
vscode oss-third-party-notices.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA5,516GitHub Copilot
vscode copilot-instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA3,093GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harnessInstructions file274k2d agoMITA4,313Codex, OpenCode