RRepoGEO

REPOGEO REPORT · LITE

pingcap/ossinsight

Default branch main · commit 9a5d528f · scanned 5/26/2026, 6:43:56 PM

GitHub: 2,419 stars · 425 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 pingcap/ossinsight, 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
    Emphasize natural language querying in the README's opening tagline

    Why:

    CURRENT
    The analytics engine for the AI-native open source ecosystem. Analyze 10+ billion GitHub events. Track AI agents, coding tools, and the repos shaping the future.
    COPY-PASTE FIX
    The analytics engine for the AI-native open source ecosystem. Analyze 10+ billion GitHub events and query them with natural language (powered by LLM). Track AI agents, coding tools, and the repos shaping the future.
  • mediumtopics#2
    Expand topics to include broader categories and specific data sources

    Why:

    CURRENT
    aisql, analytics, chat2query, demo, github, htap, insight, openai, oss, realtime, text2sql
    COPY-PASTE FIX
    aisql, analytics, chat2query, demo, github, htap, insight, openai, oss, realtime, text2sql, open-source-intelligence, developer-analytics, github-data, llm-powered-analytics
  • lowreadme#3
    Add a 'Key Differentiators' or 'Why OSSInsight?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why OSSInsight?

Unlike generic trending lists or basic analytics, OSSInsight provides deep, queryable insights across 10+ billion GitHub events, specifically tailored for the AI-native ecosystem and enabling natural language data exploration.

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 pingcap/ossinsight
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Explore/Trending
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Explore/Trending · recommended 1×
  2. Open Hub · recommended 1×
  3. Stack Overflow Trends · recommended 1×
  4. Google Trends · recommended 1×
  5. OSS Insight · recommended 1×
  • CATEGORY QUERY
    Where can I find real-time analytics for open source project trends and comparisons?
    you: not recommended
    AI recommended (in order):
    1. GitHub Explore/Trending
    2. Open Hub
    3. Stack Overflow Trends
    4. Google Trends
    5. OSS Insight
    6. Libraries.io
    7. GitLatte

    AI recommended 7 alternatives but never named pingcap/ossinsight. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a platform to query GitHub event data using natural language for insights.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat
    2. GitHub Insights
    3. BigQuery
    4. Waydev
    5. LinearB
    6. Jira Align

    AI recommended 6 alternatives but never named pingcap/ossinsight. 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 pingcap/ossinsight?
    pass
    AI named pingcap/ossinsight explicitly

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

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

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

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pingcap/ossinsight — 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