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northwind-connect-ai MCP Server

julie-elkins/northwind-connect-ai

Score: 49.7 Rank #16126 MCP Server
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A customer-service AI agent on Amazon Connect + Bedrock, built on a deliberately broken synthetic data estate. 216-turn eval across model x prompt x corpus x retriever: the tool layer, not the prompt, prevented every wrong answer.

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Overview

julie-elkins/northwind-connect-ai is a Python tool. A customer-service AI agent on Amazon Connect + Bedrock, built on a deliberately broken synthetic data estate. 216-turn eval across model x prompt x corpus x retriever: the tool layer, not the prompt, prevented every wrong answer.

Ranked #16126 out of 24840 indexed tools.

Ecosystem

Python No license

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 3

3 stars → early stage

Freshness 25% 15d ago

Last commit 15d 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 1
Description Detailed
License None

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

How to Improve

License low impact

Add an MIT or Apache-2.0 license to signal trust and enable adoption

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 julie-elkins/northwind-connect-ai
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