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mas-lab MCP Server

outshift-open/mas-lab

Score: 67.2 Rank #4638 Agent Framework
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Specification-driven multi-agent systems with OpenTelemetry observability, agent traces, benchmarking, MCP, and A2A.

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Overview

outshift-open/mas-lab is a Python tool licensed under Apache-2.0. Specification-driven multi-agent systems with OpenTelemetry observability, agent traces, benchmarking, MCP, and A2A.

Ranked #4638 out of 24846 indexed tools.

Actively maintained with commits in the last week.

Ecosystem

Python Apache-2.0

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 41

41 stars → early stage

Freshness 25% 7d ago

Last commit 7d ago → actively maintained

Issue Health 25% 33%

5/15 issues closed → many open issues

Contributors 10% 8

8 contributors → small team

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 9
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

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Issue Health high impact

You have 10 open vs 5 closed issues — triaging stale issues improves health

Dependents medium impact

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

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AgentRank score for outshift-open/mas-lab
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