REPOGEO REPORT · LITE

duanyytop/agents-radar

Default branch master · commit ef0df652 · scanned 6/15/2026, 8:37:37 PM

GitHub: 833 stars · 130 forks

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 duanyytop/agents-radar, 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 README opening to clarify 'AI ecosystem digest' purpose

Why:

CURRENT

# agents-radar

English | [中文](./README.zh.md)

A GitHub Actions workflow that runs every morning at 08:00 CST. It aggregates AI ecosystem signals from 10 data sources, then publishes bilingual (Chinese + English) daily digests as GitHub Issues and committed Markdown files. Weekly and monthly rollup reports are also generated automatically.

COPY-PASTE FIX

# agents-radar: Your Daily AI Ecosystem Digest

English | [中文](./README.zh.md)

**agents-radar** provides a daily, bilingual (Chinese + English) digest of the latest AI ecosystem trends. It aggregates signals from 10 key sources like GitHub, ArXiv, HN, and HuggingFace, publishing reports as GitHub Issues and Markdown files. Get your daily dose of AI news, research, and trending models, with weekly and monthly rollups automatically generated.

hightopics#2

Add relevant topics to the repository

Why:

COPY-PASTE FIX

ai, artificial-intelligence, machine-learning, llm, news-aggregator, daily-digest, github-actions, arxiv, huggingface, ai-news, ai-research, trending-ai, ecosystem-monitoring

mediumlicense#3

Add a LICENSE file to the repository

Why:

COPY-PASTE FIX

Create a LICENSE file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that aligns with your project's intent.

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 duanyytop/agents-radar

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Feedly

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Feedly · recommended 2×
Hugging Face Daily Papers · recommended 1×
The Batch by Andrew Ng (DeepLearning.AI) · recommended 1×
Google News · recommended 1×
TechCrunch AI · recommended 1×

CATEGORY QUERY
How can I get a daily summary of trending AI news and research papers?
you: not recommended
AI recommended (in order):
1. Hugging Face Daily Papers
2. The Batch by Andrew Ng (DeepLearning.AI)
3. Google News
4. Feedly
5. TechCrunch AI
6. VentureBeat AI
7. The Verge AI
8. MIT Technology Review AI
9. arXiv Sanity Preserver
10. Google AI
11. Meta AI
12. OpenAI
13. @arxiv_daily
14. @papers_we_love
15. Reddit (r/MachineLearning)
16. Reddit (r/ArtificialIntelligence)
17. The Neuron by Nathan Benaich
AI recommended 17 alternatives but never named duanyytop/agents-radar. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools automate aggregating new AI models and research from various platforms?
you: not recommended
AI recommended (in order):
1. Feedly
2. Zapier
3. IFTTT
4. Google Alerts
5. BeautifulSoup
6. Requests
7. Feedparser
AI recommended 7 alternatives but never named duanyytop/agents-radar. 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 duanyytop/agents-radar?
pass
AI named duanyytop/agents-radar explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts duanyytop/agents-radar in production, what risks or prerequisites should they evaluate first?
pass
AI named duanyytop/agents-radar 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 duanyytop/agents-radar solve, and who is the primary audience?
pass
AI named duanyytop/agents-radar 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 duanyytop/agents-radar. 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)

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HTML

<a href="https://repogeo.com/en/r/duanyytop/agents-radar"><img src="https://repogeo.com/badge/duanyytop/agents-radar.svg" alt="RepoGEO" /></a>

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duanyytop/agents-radar — 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