RRepoGEO

REPOGEO REPORT · LITE

Freedium-cfd/web

Default branch main · commit 70aaa457 · scanned 5/18/2026, 6:38:24 AM

GitHub: 1,720 stars · 183 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 (About section)

    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 self-hostable web proxy and paywall breakthrough for Medium articles, built with Python FastAPI and Docker Compose. This repository is a mirror of the main development on Codeberg.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    paywall-bypass, medium, self-hosted, fastapi, python, docker-compose, web-proxy, proxy
  • mediumreadme#3
    Add a clarification section to the README about the 'cfd' in the repository name

    Why:

    COPY-PASTE FIX
    ## Clarification on 'cfd' in the name

The 'cfd' in `Freedium-cfd/web` does *not* refer to 'Contracts for Difference' or any financial trading. It is an abbreviation used for internal project naming and should not be confused with financial terminology. Freedium's sole purpose is to provide a paywall breakthrough for Medium articles.

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
ArchiveBox
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ArchiveBox · recommended 1×
  2. Squid Proxy · recommended 1×
  3. Privoxy · recommended 1×
  4. Wallabag · recommended 1×
  5. Nitter · recommended 1×
  • CATEGORY QUERY
    What are self-hostable tools to bypass content paywalls on news and article sites?
    you: not recommended
    AI recommended (in order):
    1. ArchiveBox
    2. Squid Proxy
    3. Privoxy
    4. Wallabag
    5. Nitter

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

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python FastAPI project for a self-hosted web proxy with Docker Compose.
    you: not recommended
    AI recommended (in order):
    1. Mitmproxy
    2. FastAPI-Proxy-Server
    3. FastAPI
    4. `httpx`
    5. `uvicorn`
    6. Squid
    7. Nginx Proxy Manager

    AI recommended 7 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?

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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