RRepoGEO

REPOGEO REPORT · LITE

firecrawl/firestarter

Default branch main · commit db37eb40 · scanned 6/14/2026, 7:17:36 PM

GitHub: 570 stars · 131 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/firestarter, 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 relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-chatbot, rag, llm, web-scraping, openai-api, nextjs, vercel, upstash
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root of the repository with the MIT License text.
  • mediumreadme#3
    Strengthen the README's opening sentence for immediate clarity

    Why:

    CURRENT
    Instantly create a knowledgeable AI chatbot for any website.
    COPY-PASTE FIX
    Instantly create a knowledgeable, RAG-powered AI chatbot for any website, complete with a chat interface and an OpenAI-compatible API endpoint.

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/firestarter
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Chatbase
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Chatbase · recommended 2×
  2. Voiceflow · recommended 2×
  3. Glean · recommended 1×
  4. CustomGPT · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How can I quickly build a RAG-powered AI chatbot for my website content?
    you: not recommended
    AI recommended (in order):
    1. Glean
    2. CustomGPT
    3. Chatbase
    4. Voiceflow
    5. LangChain
    6. OpenAI API
    7. Pinecone
    8. ChromaDB
    9. LlamaIndex
    10. Weaviate
    11. Qdrant

    AI recommended 11 alternatives but never named firecrawl/firestarter. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to create custom website chatbots with an OpenAI-compatible API.
    you: not recommended
    AI recommended (in order):
    1. Voiceflow
    2. Botpress (botpress/botpress)
    3. LangChain (langchain-ai/langchain)
    4. LlamaIndex (run-llama/llama_index)
    5. Chatbase
    6. FlowiseAI (FlowiseAI/Flowise)
    7. FastAPI (tiangolo/fastapi)
    8. Express.js (expressjs/express)

    AI recommended 8 alternatives but never named firecrawl/firestarter. 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/firestarter?
    pass
    AI named firecrawl/firestarter 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/firestarter in production, what risks or prerequisites should they evaluate first?
    pass
    AI named firecrawl/firestarter 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/firestarter solve, and who is the primary audience?
    pass
    AI named firecrawl/firestarter explicitly

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

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Pro

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firecrawl/firestarter — 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