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.
npx agentmods add instructions/nokia/mcp-redfish/agents-mdgit clone --depth 1 https://github.com/nokia/mcp-redfishWrote 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/nokia/mcp-redfish/agents-md)<a href="https://agentmods.dev/instructions/nokia/mcp-redfish/agents-md"><img src="https://agentmods.dev/badge/instructions/nokia/mcp-redfish/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 | $0.02219 | $0.02219 |
| Opus 5 | $0.01110 | $0.01110 |
| Sonnet 5 | $0.00444 | $0.00444 |
| Haiku 4.5 | $0.00222 | $0.00222 |
Grade C, and why
mcp-redfish AGENTS.md scanned grade C 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 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.
Recursive force deletehighDestructive command
rm -rf with a variable or a broad path is one typo away from removing the wrong tree.
rm -rf .venv/ How it starts
The opening of the file, as written. The whole thing — 334 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Project Overview
The Redfish MCP Server is a Python-based Model Context Protocol (MCP) server that provides a natural language interface for managing infrastructure via Redfish APIs. It uses FastMCP framework and integrates with the Python Redfish library to enable AI agents to interact with Redfish-enabled infrastructure components.
Key Technologies:
- Python 3.13+
- FastMCP framework
- Python Redfish library
- uv for dependency management
- pytest for testing
- ruff for linting and formatting
- mypy for type checking
Development Environment Setup
Quick Start
# Clone and install dependencies
make install # or 'make dev' for development setup with pre-commit hooks
# Install development dependencies only
make install-dev
# Install test dependencies
make install-test
Using uv directly
# Create virtual environment and install dependencies
uv venv
source .venv/bin/activate
uv sync --extra dev --extra test
Pre-commit Setup
make pre-commit-install # Install pre-commit hooks
make pre-commit-update # Update hooks to latest versions
make pre-commit-run # Run hooks on all files
Build and Test Commands
Running the Server
# Recommended: Run with console script
uv run mcp-redfish
# OR use Makefile shortcut:
make run-stdio
# Alternative transports
make run-sse # Server-Sent Events transport
make run-streamable-http # Streamable HTTP transport
# Development/CI: Run as module
uv run python -m src.main
# Debug with MCP Inspector
make inspect
Testing
# Run unit tests
make test
# OR directly with pytest:
uv run pytest -v
# Run tests with coverage
make test-cov
# OR directly:
uv run pytest --cov=src --cov-report=xml --cov-report=term-missing --cov-fail-under=70
# Run specific test types (if marked)
uv run pytest -m unit # Unit tests only
uv run pytest -m integration # Integration tests only
uv run pytest -m "not slow" # Skip slow tests
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.
- 4d ago First seen · 334 lines · 2,219 tokens per session scan C 967a40ec5ee9
mcp-redfish AGENTS.md is an instructions file published in the GitHub repository nokia/mcp-redfish (19 stars, last pushed 8d ago), licensed BSD-3-Clause. It adds 2,219 tokens to every session, about $0.0111 per session on Opus 5. A static security scan graded it C with 1 finding (recursive force delete). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
firmware CLAUDE.md
Claude Code instructions for OpenIPC/firmware, covering claude.md, what this is, before you start: is this the right repository?, build and common tasks.
Tutorial_AwesomeModernCPP AGENTS.md
AGENTS.md instructions for Awesome-Embedded-Learning-Studio/Tutorial_AwesomeModernCPP, covering agents.md, 这是什么, 通用 essentials(所有 agent 必读) and 你来做什么?(按场景路由).
brilliant_sdk AGENTS.md
Instructions for brilliantlabsAR/brilliant_sdk, covering brilliant sdk — agent guide, how an app works (the pattern behind everything), minimal reading paths, verify without hardware and testing.
NeoMind CLAUDE.md
Claude Code instructions for camthink-ai/NeoMind, covering neomind — edge ai platform for iot, development commands, ecosystem repositories, extension package contract (.nep) and device type template contract (json).
AMD-BC-250-Windows-Driver AGENTS.md
Instructions for Keshas-dev/AMD-BC-250-Windows-Driver, covering amd bc-250 windows driver — agent notes, host machine, ⚠️ historical-data caution (2026-08-21, strengthened), fresh re-verifications (current build, 2026-08-21) and workspace boundary.
zmk-config AGENTS.md
AGENTS.md instructions for urob/zmk-config, covering customization guide, ground rules, how the multi-board layout works, adding a new board and where to change what.