RRepoGEO

REPOGEO REPORT · LITE

Thysrael/Horizon

Default branch main · commit 24916bd8 · scanned 5/8/2026, 5:02:47 AM

GitHub: 2,993 stars · 398 forks

AI VISIBILITY SCORE
40 /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
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 Thysrael/Horizon, 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 the README H1 and tagline to explicitly state the core function

    Why:

    CURRENT
    # 🌅 Horizon

**Enjoy the News itself. Leave others to Horizon**
    COPY-PASTE FIX
    # 🌅 Horizon: Your AI-powered News Radar

**Generates daily briefings from Hacker News, Reddit, Telegram, RSS, and GitHub, delivered in English & Chinese.**
  • hightopics#2
    Refine repository topics to accurately reflect its function and technology

    Why:

    CURRENT
    aggregator, feishu-bot, llm, mcp, news, openclaw, python, webhook
    COPY-PASTE FIX
    ai-news, news-aggregator, daily-briefing, llm, python, summarization, rss-reader, self-hosted, webhook
  • mediumreadme#3
    Add a dedicated 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison

Unlike generic APIs (e.g., NewsAPI.org) or foundational models (e.g., OpenAI GPT-4) that provide raw data or summarization capabilities, Horizon is a complete, self-hostable solution that integrates fetching, deduplication, scoring, filtering, AI enrichment, and multi-channel delivery (Feishu, Email, Terminal) into a single, ready-to-use news radar. It differentiates from simple RSS readers by applying AI to curate and summarize content, and from hosted news aggregators by offering full control over your data and sources.

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 Thysrael/Horizon
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Transformers · recommended 2×
  2. NewsAPI.org · recommended 1×
  3. OpenAI GPT-4 · recommended 1×
  4. Python · recommended 1×
  5. Email · recommended 1×
  • CATEGORY QUERY
    How to build a personal AI news aggregator that generates daily briefings?
    you: not recommended
    AI recommended (in order):
    1. NewsAPI.org
    2. OpenAI GPT-4
    3. Python
    4. Email
    5. Blogtrottr
    6. IFTTT
    7. Zapier
    8. Make
    9. Feedly
    10. AWS Lambda
    11. Google Cloud Functions
    12. Slack
    13. Discord
    14. Inoreader
    15. NewsCatcher API
    16. Hugging Face Transformers
    17. Telegram Bot API

    AI recommended 17 alternatives but never named Thysrael/Horizon. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python tool to summarize daily news with AI and send notifications.
    you: not recommended
    AI recommended (in order):
    1. Newspaper3k
    2. NLTK
    3. spaCy
    4. Pushbullet
    5. Twilio
    6. NewsAPI
    7. Hugging Face Transformers
    8. Feedparser
    9. Gensim
    10. Beautiful Soup
    11. sumy
    12. Google Cloud Natural Language API
    13. AWS Comprehend

    AI recommended 13 alternatives but never named Thysrael/Horizon. 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 Thysrael/Horizon?
    pass
    AI named Thysrael/Horizon explicitly

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

  • If a team adopts Thysrael/Horizon in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Thysrael/Horizon 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 Thysrael/Horizon solve, and who is the primary audience?
    pass
    AI named Thysrael/Horizon 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 Thysrael/Horizon. 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)
[![RepoGEO](https://repogeo.com/badge/Thysrael/Horizon.svg)](https://repogeo.com/en/r/Thysrael/Horizon)
HTML
<a href="https://repogeo.com/en/r/Thysrael/Horizon"><img src="https://repogeo.com/badge/Thysrael/Horizon.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

Thysrael/Horizon — 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