RRepoGEO

REPOGEO REPORT · LITE

matin/garth

Default branch main · commit f99159a1 · scanned 5/30/2026, 9:12:02 AM

GitHub: 814 stars · 73 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 matin/garth, 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 opening to clarify original purpose and deprecation

    Why:

    CURRENT
    > **Garth is deprecated and no longer maintained.** Garmin changed their auth flow, breaking the mobile auth approach that Garth depends on. I'm not in a position to dedicate the time to adapt to these changes. See the announcement for details. Anyone is welcome to fork Garth as a starting point for a new library.
    COPY-PASTE FIX
    > **Garth is deprecated and no longer maintained.** It was a Python client for Garmin SSO authentication and Connect API access. Garmin changed their auth flow, breaking the mobile auth approach that Garth depends on. I'm not in a position to dedicate the time to adapt to these changes. See the announcement for details. Anyone is welcome to fork Garth as a starting point for a new library.
  • mediumhomepage#2
    Add homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://garth.readthedocs.io
  • mediumtopics#3
    Add broader domain topics to improve category visibility

    Why:

    CURRENT
    garmin, garmin-api, garmin-connect, garmin-sdk
    COPY-PASTE FIX
    garmin, garmin-api, garmin-connect, garmin-sdk, health-tracking, fitness-data, wearable-data

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 matin/garth
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Fit API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Fit API · recommended 1×
  2. google-auth · recommended 1×
  3. google-api-python-client · recommended 1×
  4. Apple HealthKit · recommended 1×
  5. PyBridge · recommended 1×
  • CATEGORY QUERY
    How can I programmatically retrieve fitness activity data from a popular wearable platform using Python?
    you: not recommended
    AI recommended (in order):
    1. Google Fit API
    2. google-auth
    3. google-api-python-client
    4. Apple HealthKit
    5. PyBridge
    6. Fitbit Web API
    7. python-fitbit
    8. requests
    9. Garmin Connect API
    10. Strava API
    11. stravalib
    12. Oura Cloud API

    AI recommended 12 alternatives but never named matin/garth. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python libraries exist for authenticating with and interacting with a major health tracking API?
    you: not recommended
    AI recommended (in order):
    1. oauthlib (oauthlib/oauthlib)
    2. requests-oauthlib (requests/requests-oauthlib)
    3. google-api-python-client (googleapis/google-api-python-client)
    4. fitbit (orcas/python-fitbit)
    5. oura-api (kyle-s/oura-api)
    6. requests (psf/requests)

    AI recommended 6 alternatives but never named matin/garth. 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 matin/garth?
    pass
    AI named matin/garth explicitly

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

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

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

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matin/garth — 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