ModLens Image Vision Bridge
liustack/modlens
Gives text-only models sight by running the modlens CLI on an image path or URL and returning structured JSON evidence with transcribed text, layout and semantics.
探测AI中转站连接性、延迟和吞吐量。支持Anthropic原生API和OpenAI兼容格式. An agent skill from AetherCore-Dev/relay-radar.
Install Relay Probe
$ npx skills add AetherCore-Dev/relay-radar --skill relay-probe -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AetherCore-Dev/relay-radar relay-probe --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/AetherCore-Dev/relay-radar.git skills-src && mkdir -p .claude/skills && cp -r skills-src/packages/skills/relay-probe .claude/skills/relay-probe && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "relay-probe" agent skill from https://github.com/AetherCore-Dev/relay-radar/tree/main/packages/skills/relay-probe into .claude/skills/relay-probe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "relay-probe", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/AetherCore-Dev/relay-radar/tree/main/packages/skills/relay-probeType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add AetherCore-Dev/relay-radar --skill relay-probe -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AetherCore-Dev/relay-radar relay-probe --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AetherCore-Dev/relay-radar.git skills-src && mkdir -p .agents/skills && cp -r skills-src/packages/skills/relay-probe .agents/skills/relay-probe && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "relay-probe" agent skill from https://github.com/AetherCore-Dev/relay-radar/tree/main/packages/skills/relay-probe into .agents/skills/relay-probe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "relay-probe", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AetherCore-Dev/relay-radar --skill relay-probe -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AetherCore-Dev/relay-radar relay-probe --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AetherCore-Dev/relay-radar.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/packages/skills/relay-probe .cursor/skills/relay-probe && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "relay-probe" agent skill from https://github.com/AetherCore-Dev/relay-radar/tree/main/packages/skills/relay-probe into .cursor/skills/relay-probe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "relay-probe", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/AetherCore-Dev/relay-radar.git --path packages/skills/relay-probe--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add AetherCore-Dev/relay-radar --skill relay-probe -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AetherCore-Dev/relay-radar relay-probe --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AetherCore-Dev/relay-radar.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/packages/skills/relay-probe .gemini/skills/relay-probe && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "relay-probe" agent skill from https://github.com/AetherCore-Dev/relay-radar/tree/main/packages/skills/relay-probe into .gemini/skills/relay-probe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "relay-probe", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install AetherCore-Dev/relay-radar relay-probeInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add AetherCore-Dev/relay-radar --skill relay-probe -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/AetherCore-Dev/relay-radar.git skills-src && mkdir -p .github/skills && cp -r skills-src/packages/skills/relay-probe .github/skills/relay-probe && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "relay-probe" agent skill from https://github.com/AetherCore-Dev/relay-radar/tree/main/packages/skills/relay-probe into .github/skills/relay-probe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "relay-probe", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AetherCore-Dev/relay-radar --skill relay-probe -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install AetherCore-Dev/relay-radar relay-probe --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AetherCore-Dev/relay-radar.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/packages/skills/relay-probe .opencode/skills/relay-probe && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "relay-probe" agent skill from https://github.com/AetherCore-Dev/relay-radar/tree/main/packages/skills/relay-probe into .opencode/skills/relay-probe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "relay-probe", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
relay-probe- GitHub stars
- 141
- Token cost
- ~331 tokens
- SKILL.md length
- 59 words
- Files
- 1
- Skills in repo
- 4
- Repo updated
- First seen
- Licence
- None found
At a glance
探测AI中转站连接性、延迟和吞吐量。支持Anthropic原生API和OpenAI兼容格式. An agent skill from AetherCore-Dev/relay-radar.
- Works in 5 steps: 收集信息: 询问用户要测试的中转站URL和API Key → 快速健康检查: 发送单个请求确认端点可用 → 多轮探测: 2轮预热 + 5轮正式测试 → …
- AI & LLM Engineering work in your project
- SKILL.md covers 使用方法, 工作流程, 关键指标 and 注意事项
- Calls npx and curl; needs RELAY_KEY
What it does
Relay Probe is an agent skill from AetherCore-Dev/relay-radar. 探测AI中转站连接性、延迟和吞吐量。支持Anthropic原生API和OpenAI兼容格式。 发送多轮测试请求，统计TTFT、P50/P95延迟、吞吐量和错误率。 Use when: "测试中转站", "probe relay", "test api", "延迟测试", "中转站速度".
Its SKILL.md is about 330 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering. It works with OpenAI and Anthropic API. The repository describes itself as: AI中转站质量监控 · 模型验真 · Token成本优化 — RelayRadar 中转雷达.
When your agent uses it
- AI & LLM Engineering work in your project
Example prompts
- “probe relay”
- “test api”
- “/relay-probe”
Requirements
- Node.js
- A credential in RELAY_KEY
- Pre-approved tools (allowed-tools): Bash, Read, Write, AskUserQuestion
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- 收集信息: 询问用户要测试的中转站URL和API Key
- 快速健康检查: 发送单个请求确认端点可用
- 多轮探测: 2轮预热 + 5轮正式测试
- 分析结果: 计算统计指标
- 输出报告: 表格形式展示结果
What it can do on your machine
Read from SKILL.md and the folder at commit a3e8f8f. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
BashReadWriteAskUserQuestion
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
npxcurl
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use npx and curl, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
RELAY_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Relay Probe loads about 331 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 59 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Bash, Read, Write, AskUserQuestion
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 59 words (~331 tokens).
- name
- relay-probe
- allowed-tools
- Bash, Read, Write, AskUserQuestion
- version
- 1.0.0
Files
Just SKILL.md in packages/skills/relay-probe of AetherCore-Dev/relay-radar.
Open the folder on GitHubat commit a3e8f8f
Compare with similar skills
Relay Probe next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Relay Probe this skillAetherCore-Dev/relay-radar | 141 | — | ~331 | Automated safety check: Notes | None | |
| ModLens Image Vision Bridgeliustack/modlens | 4.1k | — | ~1.3k | Automated safety check: Notes | MIT | |
| Claude APIKocoro-lab/Kocoro | 414 | 8 repos | ~4.5k | Automated safety check: Pass | Apache-2.0 | |
| Agent Squad Python Guide2FastLabs/agent-squad | 7.8k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | |
| Perfupraullenchai/Rapid-MLX | 3.9k | — | ~1.6k | Automated safety check: Notes | Custom licence | |
| Using Ccproxy Inspectorstarbaser/ccproxy | 348 | — | ~2.7k | Automated safety check: Pass | Custom licence |
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Agent Squad Python Guide
2FastLabs/agent-squad
Map of the agent-squad Python framework for async multi-agent orchestration: which agent, classifier, storage and tool provider to pick, and the pitfalls to avoid.
Perfup
raullenchai/Rapid-MLX
Autonomous performance optimization: research, PoC, benchmark, implement, review, PR
Using Ccproxy Inspector
starbaser/ccproxy
Operates the ccproxy inspector MITM system for intercepting, inspecting, and transforming LLM API traffic.
Using Ccproxy API
starbaser/ccproxy
Guides users through ccproxy as an OpenAI-compatible and Anthropic-compatible LLM API server with SDK integration, OAuth authentication, sentinel key substitution, model routing, and troubleshooting.
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Claude Code 省钱妙招和Token成本优化指南。分析当前使用模式， 提供针对性的节省建议。Use when: "省钱", "save tokens", "cost tips", "怎么省钱", "太贵了", "优化成本", "token花费".
Relay Rank
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综合评估和排名AI中转站。整合延迟探测、模型验真、计费审计三大维度数据， 生成排名报告和推荐列表。Use when: "中转站排名", "推荐中转站", "rank relays", "哪个中转站好", "中转站对比".
Relay Verify
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验证AI中转站声称的模型是否真实。通过指纹题库、推理深度分析、延迟画像、 输出质量评分等多维度交叉验证，判断中转站是否用低端模型冒充高端模型。
Related
Works with
Categories
Questions about Relay Probe
What does Relay Probe do?
探测AI中转站连接性、延迟和吞吐量。支持Anthropic原生API和OpenAI兼容格式. An agent skill from AetherCore-Dev/relay-radar. Relay Probe is an agent skill from AetherCore-Dev/relay-radar. 探测AI中转站连接性、延迟和吞吐量。支持Anthropic原生API和OpenAI兼容格式。 发送多轮测试请求，统计TTFT、P50/P95延迟、吞吐量和错误率。 Use when: "测试中转站", "probe relay", "test api", "延迟测试", "中转站速度".
When should I use Relay Probe?
Relay Probe fits situations like: AI & LLM Engineering work in your project.
How do I install Relay Probe in Claude Code?
Run `npx skills add AetherCore-Dev/relay-radar --skill relay-probe -a claude-code`. Or copy the skill folder (packages/skills/relay-probe in AetherCore-Dev/relay-radar) into .claude/skills/relay-probe in your project. Claude Code loads it when a task matches its description.
How do I install Relay Probe in Codex?
Run `npx skills add AetherCore-Dev/relay-radar --skill relay-probe -a codex`. Or copy the skill folder (packages/skills/relay-probe in AetherCore-Dev/relay-radar) into .agents/skills/relay-probe in your project. Codex loads it when a task matches its description.
Can I use Relay Probe in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add AetherCore-Dev/relay-radar --skill relay-probe -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/relay-probe, .gemini/skills/relay-probe, .github/skills/relay-probe and .opencode/skills/relay-probe in your project.
What does Relay Probe need to run?
Going by SKILL.md and its folder, Relay Probe needs the command-line tools its instructions call (npx and curl) and credentials named RELAY_KEY. Our summary lists: Node.js; A credential in RELAY_KEY. Its frontmatter pre-approves these tools: Bash, Read, Write, AskUserQuestion.
Does Relay Probe access the network?
SKILL.md contains no URLs. Its commands use npx and curl, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Relay Probe safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Relay Probe use?
No licence was found for Relay Probe or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Relay Probe use?
About 331 tokens (SKILL.md is roughly 1.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Relay Probe?
Skills that share tags, products or a category with Relay Probe: ModLens Image Vision Bridge (liustack/modlens, 4.1k stars), Claude API (Kocoro-lab/Kocoro, 414 stars), Agent Squad Python Guide (2FastLabs/agent-squad, 7.8k stars) and Perfup (raullenchai/Rapid-MLX, 3.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Relay Probe?
AetherCore-Dev (a GitHub organization) maintains it in AetherCore-Dev/relay-radar, which has 141 GitHub stars. The repository holds 4 skills in this directory. The repository was last updated on October 5, 2026.
Source: AetherCore-Dev/relay-radar on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.