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ai-systems-lab MCP Server

leonarduk/ai-systems-lab

Score: 45.9 Rank #9080 MCP Server
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Self-directed learning project building AI systems tools. Created 7 MCP servers that enable LLMs to interact with GitHub, filesystems, and web APIs. Learning to apply backend engineering patterns (rate limiting, security, error handling) to AI systems.

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Overview

leonarduk/ai-systems-lab is a Python MCP server licensed under MIT. Self-directed learning project building AI systems tools. Created 7 MCP servers that enable LLMs to interact with GitHub, filesystems, and web APIs. Learning to apply backend engineering patterns (rate limiting, security, error handling) to AI systems.

Ranked #9080 out of 24850 indexed tools.

Actively maintained with commits in the last week.

Ecosystem

Python MIT

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 1

1 stars → early stage

Freshness 25% today

Last commit today → actively maintained

Issue Health 25% 0%

0/454 issues closed → many open issues

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 MIT

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

How to Improve

Issue Health high impact

You have 454 open vs 0 closed issues — triaging stale issues improves health

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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Matched Queries

"mcp server""mcp-server"

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