REPOGEO REPORT · LITE

shroominic/codeinterpreter-api

Default branch main · commit 9482d36f · scanned 6/28/2026, 7:26:38 PM

GitHub: 3,847 stars · 389 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

40 /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

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 shroominic/codeinterpreter-api, 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 README H1 and opening sentence to clarify its role for AI agents.

Why:

CURRENT

# 👾 Code Interpreter API

A LangChain implementation of the ChatGPT Code Interpreter.

COPY-PASTE FIX

# 👾 Code Interpreter API: Sandboxed Python for AI Agents

An open-source, self-hostable API that brings ChatGPT-like sandboxed Python code execution to your AI agent applications, built with LangChain.

mediumtopics#2

Add more specific topics related to AI agents and LLM applications.

Why:

CURRENT

chatgpt, chatgpt-code-generation, code-interpreter, codeinterpreter, langchain, llm-agent

COPY-PASTE FIX

chatgpt, chatgpt-code-generation, code-interpreter, codeinterpreter, langchain, llm-agent, ai-agents, llm-apps, generative-ai, python-api

lowreadme#3

Add a 'Why not X?' or 'Comparison' section to clarify its unique positioning.

Why:

COPY-PASTE FIX

## Why Code Interpreter API?

Unlike general-purpose container runtimes like Docker or gVisor, `codeinterpreter-api` is specifically designed as an API for integrating sandboxed Python execution into AI agent applications. While ChatGPT Plus offers a similar end-user experience, this project provides the open-source, self-hostable building blocks for developers to create their own.

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 shroominic/codeinterpreter-api

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Docker

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Docker · recommended 1×
Podman · recommended 1×
gVisor · recommended 1×
Firecracker · recommended 1×
RestrictedPython · recommended 1×

CATEGORY QUERY
How to integrate secure Python code execution for AI agent applications?
you: not recommended
AI recommended (in order):
1. Docker
2. Podman
3. gVisor
4. Firecracker
5. RestrictedPython
6. Pysandbox
7. Jailkit
AI recommended 7 alternatives but never named shroominic/codeinterpreter-api. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Tool for AI to analyze data, generate charts, and manipulate images from text and files?
you: not recommended
AI recommended (in order):
1. ChatGPT Plus / ChatGPT Enterprise
2. Google Gemini Advanced
3. Microsoft Copilot Pro
4. Python
5. Pandas
6. Matplotlib
7. Seaborn
8. Pillow
9. OpenCV
10. Transformers
11. LangChain
12. Scikit-learn
13. Tableau CRM / Einstein Analytics
14. Power BI
AI recommended 14 alternatives but never named shroominic/codeinterpreter-api. 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 shroominic/codeinterpreter-api?
pass
AI named shroominic/codeinterpreter-api explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts shroominic/codeinterpreter-api in production, what risks or prerequisites should they evaluate first?
pass
AI named shroominic/codeinterpreter-api 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 shroominic/codeinterpreter-api solve, and who is the primary audience?
pass
AI named shroominic/codeinterpreter-api explicitly
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 shroominic/codeinterpreter-api. 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)

[![RepoGEO](https://repogeo.com/badge/shroominic/codeinterpreter-api.svg)](https://repogeo.com/en/r/shroominic/codeinterpreter-api)

HTML

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

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shroominic/codeinterpreter-api — 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