REPOGEO REPORT · LITE

Thysrael/Horizon

Default branch main · commit 18b80c43 · scanned 6/18/2026, 12:21:57 AM

GitHub: 6,650 stars · 918 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

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

Integrate the project's core function into the README's H1 and tagline

Why:

CURRENT

# 🌅 Horizon
**Enjoy the News itself. Leave others to Horizon**

... (badges/links)

📡 Your own AI-powered news radar. Generates daily briefings in English & Chinese. | 构建你专属的 AI 新闻雷达

COPY-PASTE FIX

# 🌅 Horizon: Your AI-Powered News Radar
**📡 Generates daily briefings in English & Chinese. Enjoy the News itself. Leave others to Horizon.**

mediumreadme#2

Elevate the core value proposition to be the immediate introductory paragraph

Why:

CURRENT

The README excerpt shows "Why Horizon?" as a separate heading after screenshots, not as the immediate introduction.

COPY-PASTE FIX

Thysrael/Horizon is your personal AI-powered news radar. It tackles the problem of scattered good news and endless bad news by providing a first pass over sources like Hacker News, Reddit, Telegram, RSS, and GitHub. It fetches, deduplicates, scores, filters, and enriches stories with background context and community discussion, delivering daily briefings in English and Chinese.

mediumtopics#3

Expand topics with more specific keywords related to AI news and briefings

Why:

CURRENT

aggregator, feishu-bot, llm, mcp, news, openclaw, python, webhook

COPY-PASTE FIX

aggregator, feishu-bot, llm, mcp, news, openclaw, python, webhook, ai-news, news-briefings, personalized-news, daily-briefings, news-curation, news-summarization

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

Of all named tools, what % are you?

Top rival

Morning Brew

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Morning Brew · recommended 1×
The Daily Upside · recommended 1×
Axios Generate · recommended 1×
Newsadoo · recommended 1×
Curio · recommended 1×

CATEGORY QUERY
How can I get AI-generated daily news briefings delivered to my inbox?
you: not recommended
AI recommended (in order):
1. Morning Brew
2. The Daily Upside
3. Axios Generate
4. Newsadoo
5. Curio
6. Zapier
7. ChatGPT
8. Google Bard
AI recommended 8 alternatives but never named Thysrael/Horizon. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a Python tool to build a custom AI news aggregator with multi-language support.
you: not recommended
AI recommended (in order):
1. Scrapy
2. spaCy
3. FastAPI
4. Beautiful Soup
5. NLTK
6. Flask
7. Newspaper3k
8. Hugging Face Transformers
9. Django
10. Requests
11. TextBlob
12. Streamlit
AI recommended 12 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.

Live 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