RRepoGEO

REPOGEO REPORT · LITE

hrfee/jfa-go

Default branch main · commit 76878976 · scanned 5/9/2026, 9:32:08 PM

GitHub: 1,136 stars · 67 forks

AI VISIBILITY SCORE
33 /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
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 hrfee/jfa-go, 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
    Move core project description to the top of the README

    Why:

    CURRENT
    The current README starts with badges, project status, and alternatives before stating 'jfa-go is a user management app for Jellyfin...'.
    COPY-PASTE FIX
    Move the sentence 'jfa-go is a user management app for Jellyfin (and Emby as 2nd class) that provides invite-based account creation as well as other features that make ones instance much easier to manage.' to be the very first line of the README, right after any badges.
  • mediumabout#2
    Refine the repository description for clarity

    Why:

    CURRENT
    a bit-of-everything user management app for Jellyfin
    COPY-PASTE FIX
    Invite-based user management and account provisioning for Jellyfin (and Emby) media servers.
  • lowreadme#3
    Add a clear statement about the project's license to the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, e.g., '## License
This project is licensed under [describe your license here, e.g., 'a custom license, see the LICENSE file for details' or 'a combination of X and Y licenses, as detailed in the LICENSE file'].

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 hrfee/jfa-go
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Keycloak
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Keycloak · recommended 2×
  2. Plex Pass · recommended 1×
  3. Jellyfin · recommended 1×
  4. Ombi · recommended 1×
  5. Petio · recommended 1×
  • CATEGORY QUERY
    Need a user management solution for media servers with invite-based account creation.
    you: not recommended
    AI recommended (in order):
    1. Plex Pass
    2. Jellyfin
    3. Ombi
    4. Petio
    5. Overseerr
    6. Emby
    7. Authentik
    8. Keycloak
    9. Cloudron
    10. Umbrel

    AI recommended 10 alternatives but never named hrfee/jfa-go. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good tools for automating user provisioning and access for self-hosted streaming platforms?
    you: not recommended
    AI recommended (in order):
    1. Keycloak
    2. Auth0
    3. Okta
    4. OpenLDAP
    5. FreeIPA
    6. Microsoft Active Directory
    7. Azure AD Connect
    8. Gluu Server
    9. FusionAuth

    AI recommended 9 alternatives but never named hrfee/jfa-go. 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 hrfee/jfa-go?
    pass
    AI did not name hrfee/jfa-go — 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 hrfee/jfa-go in production, what risks or prerequisites should they evaluate first?
    pass
    AI named hrfee/jfa-go 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 hrfee/jfa-go solve, and who is the primary audience?
    pass
    AI named hrfee/jfa-go explicitly

    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 hrfee/jfa-go. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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hrfee/jfa-go — 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