Borrowing it
Nothing to install: this file belongs to E-Conners-Lab/NetworkOps_Platform. 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/E-Conners-Lab/NetworkOps_Platform/main/CLAUDE.mdgit clone --depth 1 https://github.com/E-Conners-Lab/NetworkOps_PlatformWrote 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/e-conners-lab/networkops_platform/claude-md)<a href="https://agentmods.dev/instructions/e-conners-lab/networkops_platform/claude-md"><img src="https://agentmods.dev/badge/instructions/e-conners-lab/networkops_platform/claude-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.
<a href="https://agentmods.dev/instructions/e-conners-lab/networkops_platform/claude-md"><img src="https://agentmods.dev/badge/instructions/e-conners-lab/networkops_platform/claude-md.svg" alt="Reviewed on agentmods" width="80" 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 | $0.01284 | $0.01284 |
| Opus 5.5 | $0.00514 | $0.00514 |
| Sonnet 5.5 | $0.00257 | $0.00257 |
| Haiku 4.5 | $0.00128 | $0.00128 |
Grade A, and why
NetworkOps_Platform CLAUDE.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 2mo 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.
How it starts
The opening of the file, as written. The whole thing — 107 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
Project Overview
NetworkOps is an AI-powered network automation platform with two primary entry points:
- MCP Server (
network_mcp_async.py) — 178 tools for Claude integration - Dashboard (
dashboard/api_server.py) — Flask REST API + React 19 frontend + gRPC telemetry
Common Commands
# Setup
cp .env.example .env # Configure environment
uv venv --python 3.11 # Create venv (downloads Python 3.11 if needed)
source .venv/bin/activate
uv pip install -r requirements.txt # Install dependencies (or: pip install -r requirements.txt)
alembic upgrade head # Run database migrations
# Run
python dashboard/api_server.py # Dashboard API (port 5001)
# For MCP: configure in Claude Desktop / claude_desktop_config.json
# Tests
pytest tests/ -v # All tests
pytest tests/test_api_contracts.py -v # Fast API contract tests (no lab needed)
pytest tests/test_some_file.py::TestClass::test_method -v # Single test
pytest -m "not slow" # Skip slow tests
pytest -m unit # Unit tests only
SKIP_DEVICE_TESTS=true pytest # Skip tests requiring live devices
# Linting
ruff check . # Lint
ruff check . --fix # Lint with auto-fix
ruff format . # Format
# Pre-commit
pre-commit install # Install hooks
pre-commit run --all-files # Run all hooks
# Docker
docker-compose up -d # Dev environment
docker-compose -f docker-compose.prod.yml up -d # Production
Architecture
Core (core/) — 230+ modules
The engine layer. Key subsystems:
- Network engines:
impact_analyzer.py,dependency_graph.py,compliance_engine.py,bgp_discovery.py - Device connectivity:
connection_pool.py,device_cache.py,containerlab.py,eve_ng_client.py - Automation:
ansible_manager.py,nornir_manager.py,aetest_runner.py - Config management:
config_tree.py,config_tree_db.py,config_tree_generator.py - Data layer:
unified_db.py(singleton, thread-safe),db.py,event_logger.py
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.
- 2mo ago First seen · 107 lines · 1,284 tokens per session scan A 4ec6fcb0320f
NetworkOps_Platform CLAUDE.md is an instructions file published in the GitHub repository E-Conners-Lab/NetworkOps_Platform (10 stars, last pushed yesterday), licensed MIT. It adds 1,284 tokens to every session, about $0.0051 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 2026-08-31.
NetworkOps_Platform CLAUDE.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| NetworkOps_Platform CLAUDE.mdE-Conners-Lab/NetworkOps_Platform | Instructions file | 10 | yesterday | MIT | A | 1,284 | Claude Code |
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| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |