lookout: Track, analyze, and improve what LLMs are saying

by chaitanyya · Agent Tool · ★ 57

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Featured in: Claude SEO Skills & SEO MCP Servers

How to install lookout

git clone https://github.com/10xuio/lookout.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 72/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

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Quick Facts

Stars57
Forks9
LanguageTypeScript
CategoryAgent Tool
LicenseMIT
Quality Score72/100
Open Issues6
Last Updated2025-06-11
Created2025-05-25
Platformsclaude-code, gemini, node
Est. Tokens~1054k

About lookout

# LookOut Monitor your brand's visibility across ChatGPT, Claude, Gemini and emerging AI search engines Overview LookOut is the first open-source platform designed to track and optimize your brand's ranking in AI-powered search results. As LLMs become the primary gateway for information discovery, your visibility in AI responses directly impacts your business growth.

Compatible Skills

These tools work well together with lookout for enhanced workflows:

  • search-console-mcp — semantic(0.16)+complementary+rare_topics+same_lang+similar_pop+shared_platform (55%)
  • fireauto — semantic(0.19)+complementary+rare_topics+similar_pop+shared_platform (46%)
  • claude-youtube — semantic(0.17)+complementary+rare_topics+similar_pop+shared_platform (45%)

lookout alternative? Top 6 similar tools

Looking for a lookout alternative? If you're comparing lookout with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • c4-genai-suite by codecentric · ⭐ 174

    [archived] c4 GenAI Suite

  • decipher-research-agent by mtwn105 · ⭐ 153

    Turn topics, links, and files into AI-generated research notebooks — summarize, explore, and ask anything.

  • openapi by samchon · ⭐ 125

    OpenAPI definitions, converters and LLM function calling schema composer.

  • facebook-ads-library-mcp by talknerdytome-labs · ⭐ 189

    MCP Server for Facebook ADs Library - Get instant answers from FB's ad library

  • chatgpt-copilot by feiskyer · ⭐ 161

    ChatGPT Copilot Extension for Visual Studio Code

  • Awesome-AI-For-Security by AmanPriyanshu · ⭐ 149

    A curated list of tools, papers, and datasets for applying AI to cybersecurity tasks. This list primarily focu

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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