RRepoGEO

REPOGEO REPORT · LITE

firecrawl/firecrawl-observer

Default branch main · commit 6d6d36ec · scanned 6/16/2026, 9:57:13 PM

GitHub: 533 stars · 99 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
2 / 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/firecrawl-observer, 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 the README's opening statement to clarify its user-facing purpose

    Why:

    CURRENT
    A powerful website monitoring application that tracks changes on websites and sends intelligent notifications. Built with Next.js, Convex, and Firecrawl API.
    COPY-PASTE FIX
    Firecrawl Observer is a powerful, open-source website monitoring application that tracks changes on any website and sends intelligent, AI-powered notifications. Built with Next.js, Convex, and the Firecrawl API, it's designed for users who need real-time updates on web content changes.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    website-monitoring, change-detection, web-scraping, firecrawl, nextjs, convex, ai-powered, notifications
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) to clarify usage rights for contributors and users.

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/firecrawl-observer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Distill.io
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Distill.io · recommended 2×
  2. ChangeTower · recommended 2×
  3. Visualping · recommended 2×
  4. WebSite-Watcher · recommended 2×
  5. PageMonitor · recommended 1×
  • CATEGORY QUERY
    How can I track website content changes and receive intelligent notifications?
    you: not recommended
    AI recommended (in order):
    1. Distill.io
    2. ChangeTower
    3. Visualping
    4. PageMonitor
    5. WebSite-Watcher
    6. Trackly

    AI recommended 6 alternatives but never named firecrawl/firecrawl-observer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to monitor web page updates with AI analysis and custom notification options?
    you: not recommended
    AI recommended (in order):
    1. Distill.io
    2. PageMonitor (by Maxthon)
    3. Visualping
    4. ChangeTower
    5. WebSite-Watcher
    6. Hexowatch

    AI recommended 6 alternatives but never named firecrawl/firecrawl-observer. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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/firecrawl-observer?
    pass
    AI did not name firecrawl/firecrawl-observer — likely talking about a different project

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

  • If a team adopts firecrawl/firecrawl-observer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named firecrawl/firecrawl-observer 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/firecrawl-observer solve, and who is the primary audience?
    pass
    AI named firecrawl/firecrawl-observer explicitly

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

Embed your GEO score

Drop this badge into the README of firecrawl/firecrawl-observer. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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firecrawl/firecrawl-observer — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite