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LLM-dev-demo MCP Server

A3RDLab/LLM-dev-demo

Score: 73.8 Rank #3168 Search & RAG
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Hands-on examples for LLM application development, including agents, RAG, MCP, structured output, and Text-to-SQL.

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Overview

A3RDLab/LLM-dev-demo is a Jupyter Notebook tool licensed under Apache-2.0. Hands-on examples for LLM application development, including agents, RAG, MCP, structured output, and Text-to-SQL.

Ranked #3168 out of 24840 indexed tools.

Ecosystem

Jupyter Notebook Apache-2.0

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 44

44 stars → early stage

Freshness 25% 1mo ago

Last commit 1mo ago → moderate activity

Issue Health 25% 100%

1/1 issues closed → responsive maintainer

Contributors 10% 2

2 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 16
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 32 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 A3RDLab/LLM-dev-demo
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