Ai Engineering From Scratch

Name: Ai Engineering From Scratch
Author: rohitg00

general MCP Server

Learn it. Build it. Ship it for others.

byrohitg00

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Why This Matters

Discovered via github-topic:mcp and last synced 3mo ago.

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Source: github-topic:mcp
Stars: 32,661
Last synced: 3mo ago
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Install

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Tools

Resources

Prompts

Standard I/O

Transport

Available Tools (33)

28

[Alignment Research Ecosystem: MATS, Redwood, Apollo, METR](phases/18-ethics-safety-alignment/28-alignment-research-ecosystem/)

23

[Watermarking: SynthID, Stable Signature, C2PA](phases/18-ethics-safety-alignment/23-watermarking-synthid-stable-signature-c2pa/)

07

[End-to-End Fine-Tuning Pipeline](phases/19-capstone-projects/07-end-to-end-fine-tuning-pipeline/)

15

[Constitutional Safety Harness + Red-Team Range](phases/19-capstone-projects/15-constitutional-safety-harness/)

Lesson

Type

01

[Terminal-Native Coding Agent](phases/19-capstone-projects/01-terminal-native-coding-agent/)

09

[Code Migration Agent (Repo-Level Upgrade)](phases/19-capstone-projects/09-code-migration-agent/)

25

[EchoLeak & CVEs for AI](phases/18-ethics-safety-alignment/25-echoleak-cves-for-ai/)

02

[RAG over Codebase (Cross-Repo Semantic Search)](phases/19-capstone-projects/02-rag-over-codebase/)

10

[Multi-Agent Software Engineering Team](phases/19-capstone-projects/10-multi-agent-software-team/)

18

[Frontier Safety Frameworks — RSP, PF, FSF](phases/18-ethics-safety-alignment/18-frontier-safety-frameworks-rsp-pf-fsf/)

26

[Model, System & Dataset Cards](phases/18-ethics-safety-alignment/26-model-system-dataset-cards/)

03

[Real-Time Voice Assistant (ASR → LLM → TTS)](phases/19-capstone-projects/03-realtime-voice-assistant/)

05

[Autonomous Research Agent (AI-Scientist Class)](phases/19-capstone-projects/05-autonomous-research-agent/)

13

[MCP Server with Registry and Governance](phases/19-capstone-projects/13-mcp-server-with-registry/)

29

[Moderation Systems: OpenAI, Perspective, Llama Guard](phases/18-ethics-safety-alignment/29-moderation-systems-openai-perspective-llamaguard/)

21

[Fairness Criteria: Group, Individual, Counterfactual](phases/18-ethics-safety-alignment/21-fairness-criteria-group-individual-counterfactual/)

11

[LLM Observability & Eval Dashboard](phases/19-capstone-projects/11-llm-observability-dashboard/)

06

[DevOps Troubleshooting Agent for Kubernetes](phases/19-capstone-projects/06-devops-troubleshooting-agent/)

14

[Speculative-Decoding Inference Server](phases/19-capstone-projects/14-speculative-decoding-server/)

30

[Dual-Use Risk: Cyber, Bio, Chem, Nuclear](phases/18-ethics-safety-alignment/30-dual-use-risk-cyber-bio-chem-nuclear/)

17

[Personal AI Tutor (Adaptive, Multimodal)](phases/19-capstone-projects/17-personal-ai-tutor/)

16

[GitHub Issue-to-PR Autonomous Agent](phases/19-capstone-projects/16-github-issue-to-pr-agent/)

24

[Regulatory Frameworks: EU, US, UK, Korea](phases/18-ethics-safety-alignment/24-regulatory-frameworks-eu-us-uk-korea/)

19

[Model Welfare Research](phases/18-ethics-safety-alignment/19-model-welfare-research/)

27

[Data Provenance & Training-Data Governance](phases/18-ethics-safety-alignment/27-data-provenance-training-governance/)

04

[Multimodal Document QA (Vision-First)](phases/19-capstone-projects/04-multimodal-document-qa/)

20

[Bias & Representational Harm](phases/18-ethics-safety-alignment/20-bias-representational-harm/)

Project

Combines

08

[Production RAG Chatbot (Regulated Vertical)](phases/19-capstone-projects/08-production-rag-chatbot/)

22

[Differential Privacy for LLMs](phases/18-ethics-safety-alignment/22-differential-privacy-for-llms/)

Step

What happens

12

[Video Understanding Pipeline (Scene → QA)](phases/19-capstone-projects/12-video-understanding-pipeline/)

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