RRepoGEO

REPOGEO REPORT · LITE

SpharxTeam/AgentOS

Default branch main · commit 2f42f575 · scanned 6/20/2026, 12:51:21 AM

GitHub: 1,267 stars · 115 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 SpharxTeam/AgentOS, 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 H1 to clarify 'OS' context for AI agents

    Why:

    CURRENT
    # AgentRT - AI Agent Runtime Platform
    COPY-PASTE FIX
    # AgentOS: An Operating System for AI Agents
  • mediumtopics#2
    Add specific topics for AI agent OS, memory, and orchestration

    Why:

    CURRENT
    ai, assistant, non-langchain-wrapper, os, own-your-data
    COPY-PASTE FIX
    ai, agent-os, ai-agents, agent-orchestration, agent-memory, context-management, own-your-data, runtime-platform
  • lowreadme#3
    Add a sentence to the introduction clarifying differentiation from system orchestrators and generic frameworks

    Why:

    CURRENT
    AgentRT is an intelligent agent runtime platform that provides comprehensive OS-level support for orchestrating agent teams.
    COPY-PASTE FIX
    AgentRT is an intelligent agent runtime platform that provides comprehensive OS-level support for orchestrating agent teams. It uniquely offers an operating system tailored for AI agents, distinct from general system orchestrators or simple agent frameworks.

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 SpharxTeam/AgentOS
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. Pinecone · recommended 1×
  3. Weaviate · recommended 1×
  4. Chroma · recommended 1×
  5. Qdrant · recommended 1×
  • CATEGORY QUERY
    How can I build AI agents that overcome LLM context window limitations?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Pinecone
    3. Weaviate
    4. Chroma
    5. Qdrant
    6. LlamaIndex
    7. MemGPT
    8. Auto-GPT
    9. BabyAGI
    10. Microsoft Guidance
    11. Haystack

    AI recommended 11 alternatives but never named SpharxTeam/AgentOS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms provide OS-level support for managing and orchestrating multiple AI agents?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. OpenShift
    3. Apache Mesos
    4. Nomad
    5. AWS ECS
    6. Azure Kubernetes Service
    7. Google Kubernetes Engine

    AI recommended 7 alternatives but never named SpharxTeam/AgentOS. 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 SpharxTeam/AgentOS?
    pass
    AI named SpharxTeam/AgentOS explicitly

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

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

Subscribe to Pro for deep diagnoses

SpharxTeam/AgentOS — 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