RRepoGEO

REPOGEO REPORT · LITE

joschan21/contentport

Default branch main · commit 3d86f3a1 · scanned 6/9/2026, 9:33:13 PM

GitHub: 763 stars · 105 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 joschan21/contentport, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    headless-cms, sveltekit, pocketbase, content-management, social-media, technical-founders, open-source, ai-content-generation
  • mediumreadme#2
    Add a 'What Contentport Does' section to the README

    Why:

    CURRENT
    The README immediately jumps into 'Features in Pipeline' and 'Bugs'.
    COPY-PASTE FIX
    Add a new section, for example, '## What Contentport Does' or '## Key Features', after the initial project description and before the roadmap. This section should briefly outline the main functionalities and benefits, such as: 'Contentport helps technical founders streamline their content workflow by providing a platform to manage multiple writing styles and AI contexts for social media campaigns. It enables efficient content creation, scheduling, and porting across various platforms, ensuring consistent brand voice and maximizing engagement.'

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 joschan21/contentport
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Transformers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Transformers · recommended 1×
  2. Stable Diffusion · recommended 1×
  3. InvokeAI · recommended 1×
  4. Automatic1111's web UI · recommended 1×
  5. OpenAI's GPT-2 · recommended 1×
  • CATEGORY QUERY
    What open-source AI tools help technical founders create and manage social media content?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. Stable Diffusion
    3. InvokeAI
    4. Automatic1111's web UI
    5. OpenAI's GPT-2
    6. spaCy
    7. Apache OpenNLP
    8. NLTK

    AI recommended 8 alternatives but never named joschan21/contentport. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a content platform to manage multiple writing styles and AI contexts for social media campaigns.
    you: not recommended
    AI recommended (in order):
    1. Jasper
    2. Copy.ai
    3. Surfer SEO
    4. Writesonic
    5. Anyword
    6. Frase.io

    AI recommended 6 alternatives but never named joschan21/contentport. 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 joschan21/contentport?
    pass
    AI named joschan21/contentport explicitly

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

  • If a team adopts joschan21/contentport in production, what risks or prerequisites should they evaluate first?
    pass
    AI named joschan21/contentport 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 joschan21/contentport solve, and who is the primary audience?
    pass
    AI named joschan21/contentport 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 joschan21/contentport. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/joschan21/contentport"><img src="https://repogeo.com/badge/joschan21/contentport.svg" alt="RepoGEO" /></a>
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joschan21/contentport — 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
joschan21/contentport — RepoGEO report