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The ai-engineer-notebooks MCP server was last committed 28d ago and has 1 contributor. Issue health: 0% of issues resolved. AgentRank freshness score reflects real-time maintenance activity.

ai-engineer-notebooks MCP Server

Name: calmrocks/ai-engineer-notebooks
Rating: 3.0 (1 reviews)
Author: calmrocks

calmrocks/ai-engineer-notebooks

Score: 50.9 Rank #14562 Agent Framework

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Hands-on, framework-free Colab notebooks for the AI Engineer / Forward Deployed Engineer (FDE) skill set — model APIs, structured output, tool calling, RAG, evals-as-the-spine, agents (loop from scratch, tool design, guardrails, MCP, Skills), fine-tuning vs LoRA, prompt-injection/security, LLMOps, and customer craft. Runs on the free Groq API.

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Overview

calmrocks/ai-engineer-notebooks is a Jupyter Notebook tool licensed under MIT. Hands-on, framework-free Colab notebooks for the AI Engineer / Forward Deployed Engineer (FDE) skill set — model APIs, structured output, tool calling, RAG, evals-as-the-spine, agents (loop from scratch, tool design, guardrails, MCP, Skills), fine-tuning vs LoRA, prompt-injection/security, LLMOps, and customer craft. Runs on the free Groq API.

Ranked #14562 out of 24840 indexed tools.

Ecosystem

Jupyter Notebook MIT

Score Breakdown

Stars 15% 642

642 stars → growing community

Freshness 25% 28d ago

Last commit 28d ago → recently updated

Issue Health 25% 0%

0/1 issues closed → many open issues

Contributors 10% 1

1 contributor → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A

PyPI Downloads N/A

Forks 52

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 1 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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Markdown

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Details

Stars: 642
Forks: 52
Open Issues: 1
Closed Issues: 0
Contributors: 1
Dependents: —
Language: Jupyter Notebook
License: MIT
Last Commit: 28d ago

Matched Queries

topic:mcp

See alternatives to calmrocks/ai-engineer-notebooks → Browse agent-framework category → Compare calmrocks/ai-engineer-notebooks → A2A vs MCP: Agent Protocol Comparison →What is MCP? Model Context Protocol Explained →

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