SKILLS & AGENTS/Skill 与 Agent·MCP-SERVER
Auriti-Labs/geo-optimizer-skill
Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit — audit, optimize & track whether ChatGPT, Perplexity, Gemini & G…
怎么装:Install: uvx --from geo-optimizer-skill geo audit --url https://yoursite.com
02 / 现在的位置02 / Why now
首次发现FIRST SEEN
03 OCT 202603 OCT 2026
增长GROWTH
+3.6%+3.6%
974 → 1.0k stars · 4 个快照974 → 1.0k stars · 4 snapshots
状态STATUS
持续活跃Active
03 / 它能帮你做什么03 / What it helps you do
04 / 安装04 / Install
$ Python 用户的完整版安装,包含命令行工具。The full install for Python users, including the command-line tool.
$ Python 用户的完整版安装,包含命令行工具。The full install for Python users, including the command-line tool.
两种装法选一个即可 —— 上面那条给命令行用户,下面那条给写代码的用户。Pick one of the two — the first is for command-line users, the second for people writing code.
05 / 限制与风险05 / Limits and risk
风险不是警告,是可信度的一部分。以下结论只基于文档静态扫描,我们不会执行项目里的任何代码。Risk here is evidence, not an alarm. These findings come from static scanning of the docs; we never execute a project’s code.
限制LIMITS
未知Unknown
静态扫描STATIC SCAN
在 README、SKILL.md 和依赖清单中没有匹配到已知风险模式。No known risk patterns matched in the README, SKILL.md or dependency list.这不等于安全that does not mean it is safe,只能说明文档里没写。 — only that the docs do not mention it.
这里只做静态扫描:读 README、SKILL.md 和依赖清单,不执行代码。没有命中不代表安全。This is static scanning only: we read the README, SKILL.md and dependency list, and never execute code. No findings does not mean safe.
{
"agents": [
{
"agent": "claude-code",
"evidence": "tree: .claude/"
},
{
"agent": "windsurf",
"evidence": "readme: …ptimizer from Claude, Cursor, Windsurf, or any MCP client: ```bash…"
},
{
"agent": "cursor",
"evidence": "SKILL.md: …0 chars | No limit | Copy to `.cursor/rules/geo-optimizer.mdc` | | Windsu…"
}
],
"apiKey": "AI cite you? (bring your own API key) ``` <details> <summary><b>All 16 comm",
"docker": null,
"taxonomy": {
"scores": {
"design": 0,
"ai-tools": 4,
"dev-tools": 7,
"indie-web": 6,
"skill-agent": 4,
"productivity": 0
},
"primary": "skill-agent",
"secondary": "mcp-server"
},
"localRuntime": "|---|---| | **Access** | MIT, runs locally | Web audit, no account | [Self-serve s",
"skillMdTotal": 1,
"skillMdErrors": [
{
"path": "SKILL.md",
"error": "no frontmatter"
}
],
"treeTruncated": false,
"categoryScores": {
"data": 1,
"agent": 0,
"media": 0,
"design": 0,
"browser": 0,
"devtool": 4,
"security": 0,
"marketing": 3,
"productivity": 0
},
"classification": [
{
"signal": "SKILL.md present, frontmatter incomplete",
"weight": 0.85
},
{
"signal": "python dependency on mcp / fastmcp + MCP framing",
"weight": 0.8
},
{
"signal": "MCP topic + README",
"weight": 0.6
},
{
"signal": "name contains 'skill'",
"weight": 0.4
},
{
"signal": ".mcp.json (configures servers it uses)",
"weight": 0.3
},
{
"signal": "description mentions AI",
"weight": 0.2
}
],
"scannedSources": [
"readme",
"SKILL.md"
],
"skillMdFetched": 1
}