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ipybox MCP Server

gradion-ai/ipybox

Score: 52.8 Rank #12306 MCP Server
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Unified execution environment for Python code, shell commands, and programmatic MCP tool calls.

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Overview

gradion-ai/ipybox is a Python tool licensed under Apache-2.0. Unified execution environment for Python code, shell commands, and programmatic MCP tool calls.

Ranked #12306 out of 24840 indexed tools.

Ecosystem

Python Apache-2.0 1,137 pypi/wk

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 74

74 stars → early stage

Freshness 25% 3mo ago

Last commit 3mo ago → stale

Issue Health 25% 67%

8/12 issues closed → decent issue management

Contributors 10% 4

4 contributors → small team

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads 13% 1,137/wk

1,137 weekly installs → gaining traction

Forks 19
Description Good
License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Description low impact

Expand your description to 150+ characters for better discoverability

Freshness high impact

Last commit was 106 days ago — a recent commit would boost your freshness score

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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AgentRank score for gradion-ai/ipybox
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