RRepoGEO

REPOGEO REPORT · LITE

firecrawl/open-agent-builder

Default branch main · commit be856e57 · scanned 6/29/2026, 10:12:50 AM

GitHub: 2,468 stars · 483 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
17 /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
1 / 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
  • hightopics#1
    Add specific topics for AI agent building and visual workflows

    Why:

    COPY-PASTE FIX
    ai-agents, workflow-builder, no-code, visual-programming, web-scraping, firecrawl, llm-agents, drag-and-drop
  • highreadme#2
    Refine README H1 and opening sentence for clearer positioning

    Why:

    CURRENT
    # Open Agent Builder

Open Agent Builder is a visual workflow builder for creating AI agent pipelines powered by Firecrawl.
    COPY-PASTE FIX
    # Open Agent Builder: Visual No-Code Builder for AI Agent Workflows

Open Agent Builder is a visual, drag-and-drop workflow builder for creating and deploying AI agent pipelines, powered by Firecrawl for robust web interaction. Design complex, multi-step AI agents without coding, and execute them with real-time streaming updates.
  • mediumlicense#3
    Add an MIT LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file in the root of the repository with the content of the MIT License.

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
ParseHub
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ParseHub · recommended 1×
  2. Octoparse · recommended 1×
  3. Apify · recommended 1×
  4. ScrapeStorm · recommended 1×
  5. Mozenda · recommended 1×
  • CATEGORY QUERY
    How can I visually design and deploy multi-step AI agent workflows without coding?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What tools allow drag-and-drop creation of 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. Webscraper.io (webscraperio/webscraper)

    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 did not name firecrawl/open-agent-builder — 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/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 did not name firecrawl/open-agent-builder — 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?

Embed your GEO score

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

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/firecrawl/open-agent-builder.svg)](https://repogeo.com/en/r/firecrawl/open-agent-builder)
HTML
<a href="https://repogeo.com/en/r/firecrawl/open-agent-builder"><img src="https://repogeo.com/badge/firecrawl/open-agent-builder.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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