RRepoGEO

REPOGEO REPORT · LITE

LetsFG/LetsFG

Default branch main · commit 4adfe41f · scanned 5/8/2026, 12:01:26 AM

GitHub: 1,012 stars · 51 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 LetsFG/LetsFG, 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
    Add a clear, explicit statement of purpose to the README's opening

    Why:

    CURRENT
    We're LetsFG — a community of travelers. Finding a flight shouldn't mean checking 47 websites. Or 3 hours of searching.<br>Or having that feeling you could've got a better deal if you'd just waited a little longer. So we built something about it.
    COPY-PASTE FIX
    We're LetsFG — an agent-native AI for flight search & booking, built by a community of travelers. Stop checking 47 websites or spending hours searching. LetsFG finds you the best deals without markup, tracking, or price hikes.
  • highabout#2
    Refine the 'About' description to highlight its framework/SDK nature

    Why:

    CURRENT
    Agent-native flight search & booking. Saved $116 across 5 routes vs Google Flights (verified). 400+ airlines in 5 seconds. Join the community - Star and spread the word
    COPY-PASTE FIX
    LetsFG: An agent-native Python SDK & framework for real-time flight search & booking. Save money (e.g., $116 across 5 routes vs Google Flights, verified) with 400+ airlines in 5 seconds. Join the community!
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License

LetsFG is released under [Specify your license(s) here, e.g., 'a custom license combining elements of X and Y. See the LICENSE file for full details.']. Please review the `LICENSE` file for complete terms and conditions.

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. 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 LetsFG/LetsFG
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Amadeus API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Amadeus API · recommended 2×
  2. LangChain · recommended 1×
  3. CrewAI · recommended 1×
  4. LlamaIndex · recommended 1×
  5. FlightAware API · recommended 1×
  • CATEGORY QUERY
    How can I integrate an AI agent for automated, real-time flight search and booking?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. CrewAI
    3. LlamaIndex
    4. FlightAware API
    5. Amadeus API
    6. Selenium
    7. Puppeteer
    8. Rasa
    9. Dialogflow

    AI recommended 9 alternatives but never named LetsFG/LetsFG. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help developers find the cheapest flights programmatically across many airlines?
    you: not recommended
    AI recommended (in order):
    1. Kiwi.com API
    2. Skyscanner API
    3. Google Flights API
    4. Amadeus API
    5. Kayak API
    6. IATA's NDC API
    7. Momondo API

    AI recommended 7 alternatives but never named LetsFG/LetsFG. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 LetsFG/LetsFG?
    pass
    AI named LetsFG/LetsFG explicitly

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

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

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

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LetsFG/LetsFG — 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