Borrowing it
Nothing to install: this file belongs to call518/MCP-OpenStack-Ops. 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/call518/MCP-OpenStack-Ops/main/.github/copilot-instructions.mdgit clone --depth 1 https://github.com/call518/MCP-OpenStack-OpsWrote 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/call518/mcp-openstack-ops/copilot-instructions)<a href="https://agentmods.dev/instructions/call518/mcp-openstack-ops/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/call518/mcp-openstack-ops/copilot-instructions/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80ร15 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/call518/mcp-openstack-ops/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/call518/mcp-openstack-ops/copilot-instructions.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 | $0.01488 | $0.01488 |
| Opus 5.5 | $0.00595 | $0.00595 |
| Sonnet 5.5 | $0.00298 | $0.00298 |
| Haiku 4.5 | $0.00149 | $0.00149 |
Grade A, and why
MCP-OpenStack-Ops copilot-instructions.md scanned grade A with 0 findings against 26 rules in 11 categories โ prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency โ 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 โ 154 lines โ stays where its author put it; the contents beside it link to each section on GitHub.
GitHub Copilot Instructions
๐ซ CRITICAL RESTRICTIONS - ALWAYS ENFORCE
Never Execute These Operations Directly:
- Git operations: Never run
git add,git commit,git push,git pull,git tag, or any Git commands - Docker operations: Never run
docker build,docker run,docker-compose up/down,docker push, or any Docker commands - Instead: Always ask the user to execute these commands manually
Python Execution Requirements:
- MANDATORY: Always use
.venv/bin/pythonfor all Python execution - MANDATORY: Always use
.venv/bin/pipfor all package management - NEVER use:
python,python3,/usr/bin/python,pip,pip3, or system Python/pip - Example: Use
.venv/bin/python -m mcp_openstack_opsinstead ofpython -m mcp_openstack_ops - Example: Use
.venv/bin/pip install packageinstead ofpip install package
MCP Tool Safety Control Requirements:
- MANDATORY: When adding new MCP tools with modify operations, always use
@conditional_tooldecorator - MANDATORY: Verify that ALLOW_MODIFY_OPERATIONS=false properly hides modify tools from registration
- NEVER use:
@mcp.tool()for operations that can modify/delete OpenStack resources - Always test: Tool visibility with both
ALLOW_MODIFY_OPERATIONS=trueandALLOW_MODIFY_OPERATIONS=false - Pattern: Read-only tools use
@mcp.tool(), modify tools use@conditional_tool
Architecture Overview
This is an MCP (Model Context Protocol) Server for OpenStack Operations - a Python service providing real-time OpenStack cluster management through 24+ tools. The architecture follows a layered pattern:
src/mcp_openstack_ops/functions.py(3000+ lines): Core OpenStack SDK operations with connection cachingsrc/mcp_openstack_ops/mcp_main.py(1400+ lines): FastMCP tool definitions and conditional safety systemsrc/mcp_openstack_ops/prompt_template.md: AI assistant behavior guide with tool patterns
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 ยท 154 lines ยท 1,488 tokens per session scan A 0d111176d38b
MCP-OpenStack-Ops copilot-instructions.md is an instructions file published in the GitHub repository call518/MCP-OpenStack-Ops (49 stars, last pushed 2d ago), licensed MIT. It adds 1,488 tokens to every session, about $0.0060 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.
MCP-OpenStack-Ops copilot-instructions.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| MCP-OpenStack-Ops copilot-instructions.mdcall518/MCP-OpenStack-Ops | Instructions file | 49 | 2d ago | MIT | A | 1,488 | GitHub Copilot |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| 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 |