RRepoGEO

REPOGEO REPORT · LITE

Freedium-cfd/web

Default branch main · commit 70aaa457 · scanned 6/29/2026, 12:32:51 PM

GitHub: 1,794 stars · 192 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 Freedium-cfd/web, 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
  • highabout#1
    Update the repository description to clarify project purpose

    Why:

    CURRENT
    THIS REPOSITORY IS JUST A MIRROR! The main development repository is https://codeberg.org/Freedium-cfd/web
    COPY-PASTE FIX
    Freedium is a web-based solution to bypass Medium paywalls. This repository is a mirror of the main development repository: https://codeberg.org/Freedium-cfd/web
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    paywall-bypass, medium, content-access, self-hosted, web-app, python, fastapi, tailwindcss
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a LICENSE file to the repository, specifying the chosen open-source license (e.g., MIT, GPL-3.0, Apache-2.0) or clarify the licensing terms directly in the README if a custom license is intended.

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 Freedium-cfd/web
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Bypass Paywalls Clean
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Bypass Paywalls Clean · recommended 1×
  2. Bypass Paywalls · recommended 1×
  3. 12ft.io · recommended 1×
  4. archive.is · recommended 1×
  5. Reader Mode · recommended 1×
  • CATEGORY QUERY
    What open source tools help bypass article paywalls for content access?
    you: not recommended
    AI recommended (in order):
    1. Bypass Paywalls Clean
    2. Bypass Paywalls
    3. 12ft.io
    4. archive.is
    5. Reader Mode

    AI recommended 5 alternatives but never named Freedium-cfd/web. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Are there self-hostable solutions to read premium online articles for free?
    you: not recommended
    AI recommended (in order):
    1. PressReader
    2. Flipster
    3. OverDrive/Libby
    4. The New York Times
    5. The Wall Street Journal
    6. JSTOR
    7. EBSCOhost
    8. ProQuest
    9. Archive.today
    10. Outline.com

    AI recommended 10 alternatives but never named Freedium-cfd/web. 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 Freedium-cfd/web?
    pass
    AI named Freedium-cfd/web explicitly

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

  • If a team adopts Freedium-cfd/web in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Freedium-cfd/web 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 Freedium-cfd/web solve, and who is the primary audience?
    pass
    AI named Freedium-cfd/web 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 Freedium-cfd/web. 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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Freedium-cfd/web — 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
Freedium-cfd/web — RepoGEO report