RRepoGEO

REPOGEO REPORT · LITE

zabirauf/AutoGPT.js

Default branch main · commit 2388e3d9 · scanned 5/31/2026, 1:23:54 PM

GitHub: 1,029 stars · 176 forks

AI VISIBILITY SCORE
27 /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
1 / 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 zabirauf/AutoGPT.js, 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 the README H1 to specify browser-native autonomous agents

    Why:

    CURRENT
    # AutoGPT.js

AutoGPT.js is an open-source project that aims to bring the powerful capabilities of AutoGPT to your browser. By running directly in the browser, AutoGPT.js offers greater accessibility and privacy.
    COPY-PASTE FIX
    # AutoGPT.js

AutoGPT.js is an open-source project bringing the full power of autonomous AI agents, like AutoGPT, directly to your browser. It enables browser-native AI to generate code, access local files, and perform complex tasks with enhanced accessibility and privacy.
  • mediumtopics#2
    Add specific topics to reinforce 'agent' and 'browser-native' aspects

    Why:

    CURRENT
    autogpt, gpt, gpt-4, gpt3, llm
    COPY-PASTE FIX
    autogpt, gpt, gpt-4, gpt3, llm, autonomous-agents, browser-ai, web-ai, javascript-ai, code-generation
  • lowcomparison#3
    Add a comparison section to highlight core differentiators

    Why:

    COPY-PASTE FIX
    ## Comparison

Unlike most AutoGPT implementations which run on Python servers, AutoGPT.js brings autonomous agents directly to the browser. This offers unique advantages in privacy and accessibility. Compared to browser-based ML inference libraries like TensorFlow.js or Transformers.js, AutoGPT.js focuses on high-level agentic behavior, code generation, and local file interaction, rather than raw model inference.

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 zabirauf/AutoGPT.js
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
TensorFlow.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. TensorFlow.js · recommended 1×
  2. ONNX Runtime Web · recommended 1×
  3. WebNN (Web Neural Network API) · recommended 1×
  4. Transformers.js (Hugging Face) · recommended 1×
  5. MediaPipe (Google) · recommended 1×
  • CATEGORY QUERY
    How to deploy autonomous AI agents directly within a web browser for enhanced privacy?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow.js
    2. ONNX Runtime Web
    3. WebNN (Web Neural Network API)
    4. Transformers.js (Hugging Face)
    5. MediaPipe (Google)

    AI recommended 5 alternatives but never named zabirauf/AutoGPT.js. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework enables browser-based AI to generate code and access local computer files?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. Electron
    3. Tauri
    4. LlamaIndex.TS
    5. Transformers.js
    6. OpenAI API
    7. Google Gemini
    8. Anthropic Claude
    9. WebContainers
    10. StackBlitz

    AI recommended 10 alternatives but never named zabirauf/AutoGPT.js. 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 zabirauf/AutoGPT.js?
    pass
    AI did not name zabirauf/AutoGPT.js — 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 zabirauf/AutoGPT.js in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zabirauf/AutoGPT.js 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 zabirauf/AutoGPT.js solve, and who is the primary audience?
    pass
    AI did not name zabirauf/AutoGPT.js — 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?

Embed your GEO score

Drop this badge into the README of zabirauf/AutoGPT.js. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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zabirauf/AutoGPT.js — RepoGEO report