RRepoGEO

REPOGEO REPORT · LITE

Simpleyyt/ai-manus

Default branch main · commit b7ae872c · scanned 5/21/2026, 5:02:00 PM

GitHub: 1,542 stars · 388 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
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 Simpleyyt/ai-manus, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agent, llm-agent, sandbox, container, isolated-environment, tool-use, deployment, openclaw
  • highreadme#2
    Reposition the README's opening paragraph to emphasize core value

    Why:

    CURRENT
    AI Manus is a general-purpose AI Agent system that supports running various tools and operations in a sandbox environment. Now with **Claw** — a deeply integrated OpenClaw AI assistant that brings one-click deployment, per-user isolated containers, and seamless chat history to the Manus ecosystem.
    COPY-PASTE FIX
    AI Manus is a comprehensive AI Agent system designed for secure, isolated execution of various tools and operations within a sandbox environment. Integrated with **Claw**, it offers one-click deployment and per-user isolated containers, providing a robust and easy-to-manage platform for your AI agents.
  • mediumreadme#3
    Add a 'Why AI Manus? Key Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Why AI Manus? Key Differentiators' after the initial introduction. This section should explicitly highlight how AI Manus uniquely combines AI agent capabilities with secure, isolated container environments and one-click deployment, differentiating it from standalone agent frameworks (e.g., LangChain) or generic container platforms (e.g., Docker).

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 Simpleyyt/ai-manus
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. Docker · recommended 1×
  3. Firecracker · recommended 1×
  4. Open Interpreter · recommended 1×
  5. gVisor · recommended 1×
  • CATEGORY QUERY
    How can I create an AI agent that securely runs various tools in a sandbox?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Docker
    3. Firecracker
    4. Open Interpreter
    5. gVisor
    6. NSJail
    7. Kubernetes
    8. Open Policy Agent (OPA)
    9. Kyverno
    10. Plexus
    11. Replit
    12. WebAssembly (Wasm)
    13. WASI
    14. Wasmtime
    15. Wasmer

    AI recommended 15 alternatives but never named Simpleyyt/ai-manus. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for deploying AI agents with isolated container environments and easy setup?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Run
    2. AWS Fargate
    3. Azure Container Apps
    4. Hugging Face Spaces
    5. Render
    6. Railway
    7. Fly.io

    AI recommended 7 alternatives but never named Simpleyyt/ai-manus. 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 Simpleyyt/ai-manus?
    pass
    AI named Simpleyyt/ai-manus explicitly

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

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

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

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Simpleyyt/ai-manus — RepoGEO report