Borrowing it
Nothing to install: this file belongs to ArtiPyHeart/mcp-jumpserver-gui-sucks. 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/ArtiPyHeart/mcp-jumpserver-gui-sucks/main/AGENTS.mdgit clone --depth 1 https://github.com/ArtiPyHeart/mcp-jumpserver-gui-sucksWrote 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/artipyheart/mcp-jumpserver-gui-sucks/agents-md)<a href="https://agentmods.dev/instructions/artipyheart/mcp-jumpserver-gui-sucks/agents-md"><img src="https://agentmods.dev/badge/instructions/artipyheart/mcp-jumpserver-gui-sucks/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/artipyheart/mcp-jumpserver-gui-sucks/agents-md"><img src="https://agentmods.dev/badge/instructions/artipyheart/mcp-jumpserver-gui-sucks/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 | $0.01475 | $0.01475 |
| Opus 5 | $0.00737 | $0.00737 |
| Sonnet 5 | $0.00295 | $0.00295 |
| Haiku 4.5 | $0.00147 | $0.00147 |
Grade A, and why
mcp-jumpserver-gui-sucks 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 10d 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 — 104 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Project Positioning
- This repository is a JumpServer 443-only MCP client project.
- The goal is to rebuild the practical entry points currently provided by the JumpServer 443 GUI so coding agents such as Codex can directly operate assets behind the bastion host.
- The first version aims to replace common Web UI workflows, not to recreate the original frontend pixel by pixel.
- The implementation must remain within JumpServer's existing authorization, auditing, command filtering, approval, and session control model.
Language Policy
- All project documentation, code comments, inline explanations, and repository-facing written artifacts must be written in English.
- Chinese is only used when replying to the user in conversation.
- When updating existing project docs, prefer keeping them in English for consistency.
Confirmed Facts
- The primary design and phased plan live in
mcp-jumpserver-gui-sucks-development-plan.md. extern/stores upstream JumpServer open-source code for protocol, API, and implementation reference only.extern/is not tracked by Git in this repository unless the user explicitly asks otherwise.- The public project and package name should stay aligned with
mcp-jumpserver-gui-sucks.
Implementation Constraints
- 443-only is a hard constraint. Do not depend on port 2222.
- The first version uses a Hybrid architecture: REST/Core API first, KoKo WebSocket for interactive terminal coverage.
- The project must follow a CLI-first path. Avoid GUI or browser interaction in the normal workflow unless the CLI path has been technically verified to be insufficient.
- Authentication should prefer direct API and CLI-driven flows, including terminal-entered MFA codes, before any browser-assisted fallback is considered.
- All endpoints, fields, and protocol details must be verified against the target instance's
/api/docs/and real traffic capture first.extern/is only auxiliary reference material. - The first implementation phase should prioritize queries and non-interactive command execution. Interactive shell support comes later.
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.
- 10d ago First seen · 104 lines · 1,475 tokens per session scan A 642700cfd32f
mcp-jumpserver-gui-sucks AGENTS.md is an instructions file published in the GitHub repository ArtiPyHeart/mcp-jumpserver-gui-sucks (1 stars, last pushed 28d ago), licensed MIT. It adds 1,475 tokens to every session, about $0.0074 per session on Opus 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.
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