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/AGENTS.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/agents-md)<a href="https://agentmods.dev/instructions/call518/mcp-openstack-ops/agents-md"><img src="https://agentmods.dev/badge/instructions/call518/mcp-openstack-ops/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.
<a href="https://agentmods.dev/instructions/call518/mcp-openstack-ops/agents-md"><img src="https://agentmods.dev/badge/instructions/call518/mcp-openstack-ops/agents-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 | $0.00574 | $0.00574 |
| Opus 5.5 | $0.00230 | $0.00230 |
| Sonnet 5.5 | $0.00115 | $0.00115 |
| Haiku 4.5 | $0.00057 | $0.00057 |
Grade A, and why
MCP-OpenStack-Ops 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 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.
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 — 45 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository instructions
These instructions supplement the user's global guidelines. They do not authorize Git writes, external publication, or changes to existing cloud resources.
Maintain the CLI-to-tool mapping and validation snapshot
For every improvement or fix, review README.md's OpenStack CLI vs MCP Tools Mapping section. Keep its summary, tool rows, Status, Notes, and linked evidence consistent with the resulting implementation and actual verification.
- Update affected rows whenever tools, actions, parameters, prerequisites, permissions, limitations, or behavior change. Use registered tool names and supported actions; do not advertise missing tools or unimplemented actions.
- Distinguish implementation from verification. Mark implemented paths without successful live validation as Live unverified, with the specific reason. Missing services/APIs, policy denials, failures, and timeouts are not passes. Keep intentional capability limitations and unimplemented actions explicit.
- Keep Live tool checks and Local unit tests in separate summary groups. Live classifications count unique tools; unit tests count test cases. Multiple tests for one tool do not increase the unique-tool count. Keep classification totals consistent with the stated inventory and scope.
- Show unit-test results concisely as
160/160 (100%), using the actual results, not this example's values. Account for failures and skipped tests separately when present; do not count skipped tests as passes. Do not treat unit-test success as proof of live service functionality. - Run relevant verification after functional changes. Update dates, source revision or working-tree identity, counts, percentages, and evidence links only from checks actually performed. Do not present an older snapshot as validation of newer code. Mark affected paths as unverified or the snapshot as outdated when validation cannot be repeated.
- Replace a complete live summary only after repeating its stated coverage. Label targeted retests as partial; do not extrapolate them to the full toolset. Document polling limits and distinguish accepted requests from confirmed final resource states. Explain changes in test conditions that affect comparisons.
- Keep
docs/for reusable user guidance only. Do not create or retain issue-specific reports, dated test results, or evidence JSON indocs/, or embed those records in usage guides. Report case-specific verification results, limits, failures, and cleanup in chat unless the user explicitly requests a separate artifact. Never expose credentials, private endpoints, or sensitive resource data. Do not add report links to README.md. - Before completion, check summary arithmetic, percentages, tool/action names, Status/Notes, source identity, and evidence links for agreement. If README.ko.md exists, maintain equivalent information in both README files.
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 Changed · +2 lines · +48 tokens per session 3af30a85ce0a
- 6d ago First seen · 43 lines · 526 tokens per session scan A e6a04d13d5e9
MCP-OpenStack-Ops AGENTS.md is an instructions file published in the GitHub repository call518/MCP-OpenStack-Ops (49 stars, last pushed 2d ago), licensed MIT. It adds 574 tokens to every session, about $0.0023 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 2026-10-31.
MCP-OpenStack-Ops AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| MCP-OpenStack-Ops AGENTS.mdcall518/MCP-OpenStack-Ops | Instructions file | 49 | 2d ago | MIT | A | 574 | Codex, OpenCode |
| 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 |