RRepoGEO

REPOGEO REPORT · LITE

nateherkai/AIS-OS

Default branch main · commit b6b7a051 · scanned 6/17/2026, 12:38:09 AM

GitHub: 824 stars · 263 forks

AI VISIBILITY SCORE
28 /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
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 nateherkai/AIS-OS, 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 'AIS-OS' in the README's main heading to prevent misinterpretation

    Why:

    CURRENT
    # AIS-OS — AI Operating System starter kit for Claude Code
    COPY-PASTE FIX
    # AIS-OS (AI Automation Society OS) — AI Operating System starter kit for Claude Code
  • hightopics#2
    Add specific topics to improve AI categorization and recall

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-operating-system, ai-automation, claude-code, ai-agents, small-business-automation, productivity-tools, starter-kit
  • mediumreadme#3
    Add a dedicated license section to the README

    Why:

    COPY-PASTE FIX
    ## License
This project is open-source and licensed under the MIT License. See the [LICENSE](LICENSE) file for full details.

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 nateherkai/AIS-OS
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. Zapier · recommended 1×
  3. OpenAI (ChatGPT API) · recommended 1×
  4. Microsoft Power Automate · recommended 1×
  5. Azure OpenAI Service · recommended 1×
  • CATEGORY QUERY
    How can I set up an AI assistant to automate tasks for my small business?
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. OpenAI (ChatGPT API)
    3. Microsoft Power Automate
    4. Azure OpenAI Service
    5. Make (formerly Integromat)
    6. Google Workspace Add-ons / Apps Script
    7. Google AI (e.g., Gemini API)
    8. Tally.so
    9. Custom Python Script
    10. LangChain

    AI recommended 10 alternatives but never named nateherkai/AIS-OS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good frameworks for building AI agents that provide continuous improvement and insights?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. Microsoft Semantic Kernel
    6. OpenAI Assistants API

    AI recommended 6 alternatives but never named nateherkai/AIS-OS. 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 nateherkai/AIS-OS?
    pass
    AI did not name nateherkai/AIS-OS — 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 nateherkai/AIS-OS in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nateherkai/AIS-OS 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 nateherkai/AIS-OS solve, and who is the primary audience?
    pass
    AI named nateherkai/AIS-OS 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 nateherkai/AIS-OS. 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/nateherkai/AIS-OS.svg)](https://repogeo.com/en/r/nateherkai/AIS-OS)
HTML
<a href="https://repogeo.com/en/r/nateherkai/AIS-OS"><img src="https://repogeo.com/badge/nateherkai/AIS-OS.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

nateherkai/AIS-OS — 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