RRepoGEO

REPOGEO REPORT · LITE

gptscript-ai/gptscript

Default branch main · commit 6761bb8f · scanned 5/11/2026, 10:42:48 AM

GitHub: 3,282 stars · 295 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 gptscript-ai/gptscript, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening paragraph to highlight core differentiator

    Why:

    CURRENT
    # GPTScript

GPTScript is a framework that allows Large Language Models (LLMs) to operate and interact with various systems. These systems can range from local executables to complex applications with OpenAPI schemas, SDK libraries, or any RAG-based solutions. GPTScript is designed to easily integrate any system, whether local or remote, with your LLM using just a few lines of prompts.
    COPY-PASTE FIX
    # GPTScript

GPTScript is a powerful scripting language and runtime that enables Large Language Models (LLMs) to operate and interact with diverse systems, treating the LLM itself as an execution engine. It simplifies the orchestration and composition of AI models and tools into robust applications and workflows, from local executables to complex APIs, using just a few lines of prompts.
  • mediumabout#2
    Update the repository description for clarity and specificity

    Why:

    CURRENT
    Build AI assistants that interact with your systems
    COPY-PASTE FIX
    A scripting language and runtime that enables LLMs to orchestrate tools and interact with any system, simplifying AI application and workflow development.

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 gptscript-ai/gptscript
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. LlamaIndex · recommended 2×
  3. CrewAI · recommended 2×
  4. Haystack · recommended 2×
  5. OpenAI Assistants API · recommended 1×
  • CATEGORY QUERY
    How can I build AI assistants that can interact with local CLI tools and external APIs?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Assistants API
    4. AutoGen
    5. CrewAI
    6. Haystack

    AI recommended 6 alternatives but never named gptscript-ai/gptscript. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good framework for orchestrating LLM interactions with diverse systems using simple prompts?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Microsoft Semantic Kernel
    5. OpenAI Functions/Tools
    6. CrewAI
    7. AutoGPT/BabyAGI

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

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

  • If a team adopts gptscript-ai/gptscript in production, what risks or prerequisites should they evaluate first?
    pass
    AI named gptscript-ai/gptscript 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 gptscript-ai/gptscript solve, and who is the primary audience?
    pass
    AI did not name gptscript-ai/gptscript — 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?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite