RRepoGEO

REPOGEO REPORT · LITE

firecrawl/open-scouts

Default branch main · commit d32e34e4 · scanned 5/14/2026, 9:38:05 PM

GitHub: 1,279 stars · 177 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface firecrawl/open-scouts, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 and opening paragraph to emphasize open-source, AI-powered web monitoring

    Why:

    CURRENT
    # Open Scouts

Create AI scouts that continuously search the web and notify you when they find what you're looking for.
    COPY-PASTE FIX
    # Open Scouts: Open-Source AI-Powered Web Monitoring

Open Scouts is an open-source, AI-powered web monitoring platform that lets you create "scouts" - automated AI agents that continuously search the web and notify you when they find what you're looking for.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0). This will ensure proper licensing is communicated and recognized by platforms and AI.
  • mediumtopics#3
    Add more specific topics to reinforce AI-powered web monitoring

    Why:

    CURRENT
    ai-agents, alerts, automation, email-notifications, firecrawl, nextjs, open-source, openai, posthog, react, resend, supabase, tailwindcss, typescript, vercel, web-monitoring, web-scraping
    COPY-PASTE FIX
    ai-powered-monitoring, web-alerts, content-monitoring, ai-automation, open-source-ai, web-crawling-ai, real-time-alerts, notification-system, ai-agents, alerts, automation, email-notifications, firecrawl, nextjs, open-source, openai, posthog, react, resend, supabase, tailwindcss, typescript, vercel, web-monitoring, web-scraping

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface firecrawl/open-scouts
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Distill Web Monitor
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Distill Web Monitor · recommended 1×
  2. Visualping · recommended 1×
  3. UptimeRobot · recommended 1×
  4. ChangeTower · recommended 1×
  5. WebSite-Watcher · recommended 1×
  • CATEGORY QUERY
    How can I set up automated web monitoring to get email alerts for specific content changes?
    you: not recommended
    AI recommended (in order):
    1. Distill Web Monitor
    2. Visualping
    3. UptimeRobot
    4. ChangeTower
    5. WebSite-Watcher
    6. PageMonitor
    7. Zapier

    AI recommended 7 alternatives but never named firecrawl/open-scouts. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source AI agent to continuously track web information and send notifications.
    you: not recommended
    AI recommended (in order):
    1. AgentGPT
    2. Auto-GPT
    3. LangChain Agents
    4. Haystack Agents
    5. Open Interpreter
    6. Scrapy
    7. Huginn

    AI recommended 7 alternatives but never named firecrawl/open-scouts. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of firecrawl/open-scouts?
    pass
    AI named firecrawl/open-scouts explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts firecrawl/open-scouts in production, what risks or prerequisites should they evaluate first?
    pass
    AI named firecrawl/open-scouts explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo firecrawl/open-scouts solve, and who is the primary audience?
    pass
    AI named firecrawl/open-scouts explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
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