RRepoGEO

REPOGEO REPORT · LITE

borski/travel-hacking-toolkit

Default branch main · commit 79d9a2a4 · scanned 5/30/2026, 5:42:35 AM

GitHub: 521 stars · 46 forks

AI VISIBILITY SCORE
28 /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
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 borski/travel-hacking-toolkit, 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 README H1 and opening paragraph to emphasize "open-source AI plugin/toolkit"

    Why:

    CURRENT
    # Travel Hacking Toolkit

AI-powered travel hacking with points, miles, and award flights. Drop-in skills and MCP servers for OpenCode, Claude Code, and Codex.
    COPY-PASTE FIX
    # Travel Hacking Toolkit: An Open-Source AI Plugin for Award Travel

This open-source, self-hosted toolkit provides drop-in skills and MCP servers for OpenCode, Claude Code, and Codex. It enables your AI assistant to perform advanced travel hacking with points, miles, and award flights, offering a customizable alternative to commercial services like Points.me or AwardWallet.
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/borski/travel-hacking-toolkit
  • mediumtopics#3
    Add topics that highlight its nature as an AI plugin/toolkit and open-source project

    Why:

    CURRENT
    award-flights, claude-code, flights, hotels, mcp, opencode, points-and-miles, skills, travel, travel-hacking
    COPY-PASTE FIX
    ai-plugin, ai-toolkit, open-source, claude-plugin, codex-plugin, award-flights, claude-code, flights, hotels, mcp, opencode, points-and-miles, skills, travel, travel-hacking

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 borski/travel-hacking-toolkit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AwardWallet
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AwardWallet · recommended 2×
  2. MaxMyPoint · recommended 2×
  3. ExpertFlyer · recommended 2×
  4. Points.me · recommended 1×
  5. AwardFares · recommended 1×
  • CATEGORY QUERY
    How can an AI assistant help me find the best award flights using my loyalty points?
    you: not recommended
    AI recommended (in order):
    1. Points.me
    2. AwardFares
    3. Roame.travel
    4. AwardWallet
    5. MaxMyPoint
    6. ExpertFlyer
    7. Seats.Aero
    8. AwardLogic

    AI recommended 8 alternatives but never named borski/travel-hacking-toolkit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI tool to compare flight prices and optimize travel with points and cash.
    you: not recommended
    AI recommended (in order):
    1. Point.me
    2. AwardWallet
    3. Google Flights
    4. Skyscanner
    5. ExpertFlyer
    6. MaxMyPoint

    AI recommended 6 alternatives but never named borski/travel-hacking-toolkit. 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 borski/travel-hacking-toolkit?
    pass
    AI named borski/travel-hacking-toolkit explicitly

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

  • If a team adopts borski/travel-hacking-toolkit in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name borski/travel-hacking-toolkit — 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?

  • In one sentence, what problem does the repo borski/travel-hacking-toolkit solve, and who is the primary audience?
    pass
    AI named borski/travel-hacking-toolkit explicitly

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

Embed your GEO score

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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