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ai-workbench-public MCP Server

jeffols/ai-workbench-public

Score: 47.4 Rank #19925 Monitoring
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A local, containerized AI workbench. Open WebUI over LiteLLM, an MCP tool rack where every tool is an OCI container, and Phoenix tracing across the lot. Built as a starting point to fork, not a product to adopt.

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Overview

jeffols/ai-workbench-public is a Python tool licensed under Apache-2.0. A local, containerized AI workbench. Open WebUI over LiteLLM, an MCP tool rack where every tool is an OCI container, and Phoenix tracing across the lot. Built as a starting point to fork, not a product to adopt.

Ranked #19925 out of 24840 indexed tools.

Ecosystem

Python Apache-2.0

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 1

1 stars → early stage

Freshness 25% 28d ago

Last commit 28d ago → recently updated

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 0
Description Detailed
License Apache-2.0

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

How to Improve

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Dependents medium impact

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

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AgentRank score for jeffols/ai-workbench-public
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