RRepoGEO

REPOGEO REPORT · LITE

firecrawl/open-agent-builder

Default branch main · commit be856e57 · scanned 5/18/2026, 4:23:23 AM

GitHub: 2,223 stars · 438 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
30 /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
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-agent-builder, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the MIT License text, as suggested by the link in the README.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, workflow-builder, no-code, web-scraping, data-extraction, firecrawl, llm-agents, web-automation
  • highreadme#3
    Reposition the README's main subtitle to clarify its unique value

    Why:

    CURRENT
    **Build, test, and deploy AI agent workflows with a visual no-code interface**
    COPY-PASTE FIX
    **🔥 Visual workflow builder for AI agents powered by Firecrawl – design and deploy drag-and-drop web scraping and automation pipelines with a no-code interface.**

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-agent-builder
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft Copilot Studio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Copilot Studio · recommended 1×
  2. Google Dialogflow CX · recommended 1×
  3. Voiceflow · recommended 1×
  4. botpress/botpress · recommended 1×
  5. Teneo · recommended 1×
  • CATEGORY QUERY
    How to visually design and deploy multi-step AI agent workflows without coding?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Copilot Studio
    2. Google Dialogflow CX
    3. Voiceflow
    4. Botpress (botpress/botpress)
    5. Teneo
    6. Zapier

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

    Show full AI answer
  • CATEGORY QUERY
    What tools help build drag-and-drop web scraping pipelines for AI data extraction?
    you: not recommended
    AI recommended (in order):
    1. ParseHub
    2. Octoparse
    3. Apify
    4. ScrapeStorm
    5. Mozenda
    6. Helium Scraper

    AI recommended 6 alternatives but never named firecrawl/open-agent-builder. 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/open-agent-builder?
    pass
    AI named firecrawl/open-agent-builder 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-agent-builder in production, what risks or prerequisites should they evaluate first?
    pass
    AI named firecrawl/open-agent-builder 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-agent-builder solve, and who is the primary audience?
    pass
    AI named firecrawl/open-agent-builder explicitly

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

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firecrawl/open-agent-builder — 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