REPOGEO REPORT · LITE

gptscript-ai/gptscript

Default branch main · commit b374bab0 · scanned 6/21/2026, 3:11:52 PM

GitHub: 3,280 stars · 299 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 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

Refine README's opening sentence to highlight core differentiator

Why:

CURRENT

# GPTScript

GPTScript is a framework that allows Large Language Models (LLMs) to operate and interact with various systems.

COPY-PASTE FIX

# GPTScript

GPTScript is a dedicated scripting language and runtime that allows Large Language Models (LLMs) to operate and interact with various systems, seamlessly interweaving natural language instructions with traditional shell commands and code.

mediumreadme#2

Add a 'Comparison to Alternatives' section to the README

Why:

COPY-PASTE FIX

Add the following section to your README:

## Comparison to Alternatives

GPTScript stands apart from general-purpose LLM libraries (like LangChain or LlamaIndex) and agent-focused tools (like AutoGPT) by offering a dedicated scripting language and runtime. This unique approach seamlessly interweaves natural language instructions for an LLM with traditional shell commands and code, providing a more direct and integrated way to orchestrate LLM interactions with any system.

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

Of all named tools, what % are you?

Top rival

langchain-ai/langchain

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

langchain-ai/langchain · recommended 1×
run-llama/llama_index · recommended 1×
OpenAI Function Calling · recommended 1×
Significant-Gravitas/AutoGPT · recommended 1×
yoheinakajima/babyagi · recommended 1×

CATEGORY QUERY
How can I enable an LLM to interact with local command-line tools and APIs?
you: not recommended
AI recommended (in order):
1. LangChain (langchain-ai/langchain)
2. LlamaIndex (run-llama/llama_index)
3. OpenAI Function Calling
4. AutoGPT (Significant-Gravitas/AutoGPT)
5. BabyAGI (yoheinakajima/babyagi)
6. subprocess
7. requests (psf/requests)
8. httpx (encode/httpx)
9. Guardrails AI (guardrails-ai/guardrails)
AI recommended 9 alternatives but never named gptscript-ai/gptscript. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What framework helps build AI assistants that automate workflows by calling external systems?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Microsoft Semantic Kernel
4. OpenAI Assistants API
5. Haystack by deepset
6. AutoGPT
AI recommended 6 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 named gptscript-ai/gptscript explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/gptscript-ai/gptscript.svg)](https://repogeo.com/en/r/gptscript-ai/gptscript)

HTML

<a href="https://repogeo.com/en/r/gptscript-ai/gptscript"><img src="https://repogeo.com/badge/gptscript-ai/gptscript.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite