RRepoGEO

REPOGEO REPORT · LITE

nuoyimanaituling/manus-x

Default branch master · commit 895f5adc · scanned 6/4/2026, 9:43:23 AM

GitHub: 842 stars · 11 forks

AI VISIBILITY SCORE
30 /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
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 nuoyimanaituling/manus-x, 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
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    ManusX is a fully privately deployable enterprise-grade AI Agent system that runs various tools and operations in isolated sandbox environments.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agent, agent-framework, llm-agent, private-ai, sandbox, docker, enterprise-ai, tool-use-agent
  • highlicense#3
    Add a LICENSE file to clarify usage terms

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root.

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 nuoyimanaituling/manus-x
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
KillianLucas/open-interpreter
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. KillianLucas/open-interpreter · recommended 1×
  2. OpenBMB/AgentVerse · recommended 1×
  3. Significant-Gravitas/AutoGPT · recommended 1×
  4. langchain-ai/langchain · recommended 1×
  5. deepset-ai/haystack · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source AI agent framework with secure, isolated execution environments.
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter (KillianLucas/open-interpreter)
    2. AgentVerse (OpenBMB/AgentVerse)
    3. AutoGPT (Significant-Gravitas/AutoGPT)
    4. LangChain (langchain-ai/langchain)
    5. Haystack (deepset-ai/haystack)

    AI recommended 5 alternatives but never named nuoyimanaituling/manus-x. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I build a custom AI agent system with full data privacy and tool integration?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Llama.cpp
    3. vLLM
    4. Ollama
    5. LlamaIndex
    6. Haystack
    7. Hugging Face Transformers
    8. Microsoft Semantic Kernel

    AI recommended 8 alternatives but never named nuoyimanaituling/manus-x. 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 nuoyimanaituling/manus-x?
    pass
    AI named nuoyimanaituling/manus-x explicitly

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

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

Subscribe to Pro for deep diagnoses

nuoyimanaituling/manus-x — 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