RRepoGEO

REPOGEO REPORT · LITE

ViryaZheng/recomby-geo

Default branch main · commit 04ec3599 · scanned 6/17/2026, 10:16:57 PM

GitHub: 518 stars · 44 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 ViryaZheng/recomby-geo, 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
    Clarify 'GEO' in the README's opening heading

    Why:

    CURRENT
    # recomby-geo

## GEO 领域的 AI 员工开源解决方案
    COPY-PASTE FIX
    # recomby-geo

## Generative Engine Optimization (GEO) 领域的 AI 员工开源解决方案
  • mediumreadme#2
    Strengthen the README's unique value proposition in the introduction

    Why:

    CURRENT
    把 Agent、办公 CLI、GEO 专业知识 skills 整合成一套**协作型 AI 员工方案**——给你的 agent 装上 GEO skills，让它跟你的业务专家一起干 GEO 协作活儿。
    COPY-PASTE FIX
    recomby-geo 提供一套**协作型 AI 员工方案**，专为 Generative Engine Optimization (GEO) 领域设计。它将 Agent、办公 CLI 与我们自研的 GEO 专业知识 skills 深度整合，赋能你的 AI 助手与业务专家高效协作，专注于提升生成式内容的引擎优化表现。
  • lowabout#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    https://recomby.ai/geo (or your project's dedicated website)

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 ViryaZheng/recomby-geo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. OpenAI GPT-4 · recommended 1×
  3. OpenAI GPT-3.5 Turbo · recommended 1×
  4. Claude 3 · recommended 1×
  5. PostGIS · recommended 1×
  • CATEGORY QUERY
    How to build a collaborative AI assistant with specialized geospatial domain knowledge?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI GPT-4
    3. OpenAI GPT-3.5 Turbo
    4. Claude 3
    5. PostGIS
    6. GeoPandas
    7. ESRI ArcGIS Platform
    8. QGIS
    9. FastAPI
    10. Flask

    AI recommended 10 alternatives but never named ViryaZheng/recomby-geo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source framework to deploy AI agents with office productivity tool integrations.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack (deepset)
    4. AgentVerse
    5. Open Interpreter

    AI recommended 5 alternatives but never named ViryaZheng/recomby-geo. 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 ViryaZheng/recomby-geo?
    pass
    AI named ViryaZheng/recomby-geo explicitly

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

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