CLI-Anything turns software and services into command-line interfaces that AI agents can use to perform tasks and produce artifacts. It is intended for people building or using agent workflows with tools such as coding assistants, design software, and other applications. The catalogue entries are skills, commands, a plugin, and a rule for working with CLI-Anything.
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 skills add HKUDS/CLI-Anything --skill cli-anything-jumpservergit clone --depth 1 https://github.com/HKUDS/CLI-AnythingWrote 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/skills/hkuds/cli-anything/cli-anything-jumpserver)<a href="https://agentmods.dev/skills/hkuds/cli-anything/cli-anything-jumpserver"><img src="https://agentmods.dev/badge/skills/hkuds/cli-anything/cli-anything-jumpserver/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/skills/hkuds/cli-anything/cli-anything-jumpserver"><img src="https://agentmods.dev/badge/skills/hkuds/cli-anything/cli-anything-jumpserver.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Snyk pass
- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to high
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- high Privilege Escalation · line 133 Potential security issue detected. Manual review is recommended.Fix: Review the flagged content for security risks. Ensure no credentials, secrets, or sensitive data are exposed.
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 | $0.00049 | $0.02480 |
| Opus 5.5 | $0.00020 | $0.00992 |
| Sonnet 5.5 | $0.00010 | $0.00496 |
| Haiku 4.5 | $0.00005 | $0.00248 |
Grade A, and why
cli-anything-jumpserver 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 1mo 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 — 351 lines — stays where its author put it; the contents beside it link to each section on GitHub.
cli-anything-jumpserver
Stateful CLI harness for JumpServer bastion host. Manage assets, users, permissions, accounts, sessions, audits, and more via the JumpServer REST API.
Quick Start
# Install
cd agent-harness && pip install -e .
# Authenticate
cli-anything-jumpserver auth login --url https://jumpserver.example.com --username admin
# List hosts
cli-anything-jumpserver asset list --type host
# Interactive REPL mode
cli-anything-jumpserver --interactive
Agent Usage Guidance
This CLI is designed for AI agent consumption. Key features for agents:
JSON Output Mode
All commands support --output json for machine-parseable output:
cli-anything-jumpserver asset list --type host --output json
Dry Run Mode
All mutation commands support --dry-run to preview without execution:
cli-anything-jumpserver asset create --name test --address 10.0.0.1 --platform 1 --dry-run --output json
Environment Variables
JUMPSERVER_URL- Default JumpServer URLJUMPSERVER_USERNAME- Default usernameJUMPSERVER_PASSWORD- Default password
Typical Agent Workflows
1. Discovery and Inventory
# Check connection
cli-anything-jumpserver auth status --output json
# List all hosts
cli-anything-jumpserver asset list --type host --output json
# Get asset details
cli-anything-jumpserver asset get <ID> --type host --output json
# List all users
cli-anything-jumpserver user list --output json
2. User and Permission Management
# Create user
cli-anything-jumpserver user create --name "New User" --username newuser --email [email protected] --output json --dry-run
# Grant asset access
cli-anything-jumpserver perm create --name "App Access" --users "user1,user2" --assets "asset1,asset2" --output json --dry-run
# Verify permissions
cli-anything-jumpserver perm users <PERM_ID> --output json
3. Security Audit
# Check failed logins
cli-anything-jumpserver audit login --status failed --output json
# Review operations
cli-anything-jumpserver audit operate --action delete --output json
# Check active sessions
cli-anything-jumpserver session list --active --output json
# View command history
cli-anything-jumpserver session command list --risk 5 --output json
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.
- 1mo ago First seen · 351 lines · 49 tokens per session scan A 142a1cae2d99
cli-anything-jumpserver is a skill published in the GitHub repository HKUDS/CLI-Anything (56,594 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 49 tokens to every session and 2,480 once invoked, about $0.0002 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.
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