REPOGEO REPORT · LITE

ricklamers/gpt-code-ui

Default branch main · commit 82dbd1dc · scanned 5/14/2026, 7:08:22 AM

GitHub: 3,552 stars · 431 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 ricklamers/gpt-code-ui, 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 more specific topics to improve categorization

Why:

CURRENT

chatgpt, gpt, llms, openai

COPY-PASTE FIX

chatgpt, gpt, llms, openai, code-interpreter, web-ui, python-sandbox, ai-coding-assistant, interactive-ai

highreadme#2

Strengthen README's opening to clarify unique positioning

Why:

CURRENT

An open source implementation of OpenAI's ChatGPT Code interpreter. Simply ask the OpenAI model to do something and it will generate & execute the code for you.

COPY-PASTE FIX

An open-source, self-hostable web UI that replicates OpenAI's ChatGPT Code Interpreter experience. It allows you to interactively ask an OpenAI model to generate and execute Python code in a sandboxed environment, complete with file upload and download capabilities, making it an ideal alternative for local development.

mediumcomparison#3

Add a README section differentiating from common alternatives

Why:

COPY-PASTE FIX

## Why gpt-code-ui? (vs. Open Interpreter, AutoGPT, etc.)

While tools like Open Interpreter provide powerful programmatic access to code execution, `gpt-code-ui` focuses on providing a complete, interactive web user interface for a sandboxed code interpreter, similar to ChatGPT's Advanced Data Analysis, optimized for ease of use and self-hosting.

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 ricklamers/gpt-code-ui

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

ollama/ollama

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

ollama/ollama · recommended 2×
langchain-ai/langchain · recommended 2×
Significant-Gravitas/AutoGPT · recommended 2×
OpenInterpreter/OpenInterpreter · recommended 1×
Continue-team/continue · recommended 1×

CATEGORY QUERY
How to build a local AI assistant that generates and executes Python code?
you: not recommended
AI recommended (in order):
1. Open Interpreter (OpenInterpreter/OpenInterpreter)
2. Continue.dev (Continue-team/continue)
3. LlamaIndex (run-llama/llama_index)
4. Llama 3
5. Ollama (ollama/ollama)
6. LangChain (langchain-ai/langchain)
7. AutoGPT (Significant-Gravitas/AutoGPT)
AI recommended 7 alternatives but never named ricklamers/gpt-code-ui. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for an open-source alternative to OpenAI's code interpreter for local development.
you: not recommended
AI recommended (in order):
1. Open Interpreter (KillianLucas/open-interpreter)
2. AutoGPT (Significant-Gravitas/AutoGPT)
3. AgentGPT (reworkd/AgentGPT)
4. SuperAGI (TransformerOptimus/SuperAGI)
5. LangChain (langchain-ai/langchain)
6. Llama 2
7. Mistral
8. Ollama (ollama/ollama)
9. transformers (huggingface/transformers)
10. Jupyter Notebooks
11. JupyterLab
12. VS Code (microsoft/vscode)
13. GitHub Copilot
14. Code Llama
AI recommended 14 alternatives but never named ricklamers/gpt-code-ui. 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 ricklamers/gpt-code-ui?
pass
AI did not name ricklamers/gpt-code-ui — 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 ricklamers/gpt-code-ui in production, what risks or prerequisites should they evaluate first?
pass
AI named ricklamers/gpt-code-ui 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 ricklamers/gpt-code-ui solve, and who is the primary audience?
pass
AI named ricklamers/gpt-code-ui 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/ricklamers/gpt-code-ui.svg)](https://repogeo.com/en/r/ricklamers/gpt-code-ui)

HTML

<a href="https://repogeo.com/en/r/ricklamers/gpt-code-ui"><img src="https://repogeo.com/badge/ricklamers/gpt-code-ui.svg" alt="RepoGEO" /></a>

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ricklamers/gpt-code-ui — 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