RRepoGEO

REPOGEO REPORT · LITE

cclank/news-aggregator-skill

Default branch main · commit 334a661b · scanned 5/24/2026, 10:37:59 PM

GitHub: 1,090 stars · 94 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
2 / 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 cclank/news-aggregator-skill, 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
    Reposition the repository description to clarify its AI Agent focus

    Why:

    CURRENT
    这是一个为您定制的全网新闻聚合skill,支持多个信息源，支持深度获取，能够阅读文章正文并提供有理有据的深度解读。
    COPY-PASTE FIX
    专为智能 Agent 打造的高效信息引擎，提供全网科技/金融/AI深度新闻聚合，支持多源、深度获取、文章正文阅读与智能解读。
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agent, news-aggregator, deep-fetch, llm, openclaw, daily-briefings, information-extraction, web-scraping, python, generative-ai, finance-news, tech-news
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the text of the MIT License (or your intended license).

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 cclank/news-aggregator-skill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NewsAPI.org
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. NewsAPI.org · recommended 2×
  2. Google News RSS Feeds · recommended 1×
  3. Feedly API · recommended 1×
  4. The Guardian Open Platform API · recommended 1×
  5. New York Times Developer Network API · recommended 1×
  • CATEGORY QUERY
    How to integrate a zero-config news feed for my AI agent to get daily briefings?
    you: not recommended
    AI recommended (in order):
    1. NewsAPI.org
    2. Google News RSS Feeds
    3. Feedly API
    4. The Guardian Open Platform API
    5. New York Times Developer Network API
    6. Bing News API (Azure Cognitive Services)

    AI recommended 6 alternatives but never named cclank/news-aggregator-skill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for deep fetching and summarizing tech and finance news from various global sources?
    you: not recommended
    AI recommended (in order):
    1. Feedly
    2. NewsAPI.org
    3. Bloomberg Terminal
    4. Refinitiv Eikon
    5. Inoreader
    6. Google News
    7. OpenAI API

    AI recommended 7 alternatives but never named cclank/news-aggregator-skill. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 cclank/news-aggregator-skill?
    pass
    AI did not name cclank/news-aggregator-skill — likely talking about a different project

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

  • If a team adopts cclank/news-aggregator-skill in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cclank/news-aggregator-skill 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 cclank/news-aggregator-skill solve, and who is the primary audience?
    pass
    AI named cclank/news-aggregator-skill explicitly

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

Embed your GEO score

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