mcp-server

agents-towards-production

Name: agents-towards-production
Author: NirDiamant

End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.

21,660 stars+165★ this week2,874 forksJupyter NotebookUpdated 9/21/2026100% free · open source

What it does

Provides step‑by‑step Jupyter notebooks and scripts to turn a prototype LLM agent into a production‑ready, containerized service.

When to use it

•You have a working LangChain/LlamaIndex agent prototype and need a reproducible deployment pipeline.
•Your startup wants to expose an LLM‑driven assistant as an API behind authentication and scaling controls.
•You need a reference implementation that shows how to add logging, monitoring, and CI/CD for GenAI agents.

Ready-to-paste prompt

python scripts/run_agent.py "Extract all action items from the attached PDF of our last board meeting and email them to the CFO."

Heads up: The first run fails if `OPENAI_API_KEY` is not set in the environment; the notebooks and scripts exit with a clear “API key missing” error.

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/agents-towards-production && curl -fsSL https://workflowstacks.com/api/skills/agents-towards-production/claude-skill -o ~/.claude/skills/agents-towards-production/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How agents-towards-production works

Codeflow

Free to inspect

Agents-towards-production is mostly documents (32 doc files, 17 small scripts) — something you read, not something you run. There is nothing to install. Last commit this month, Other license.

Size

Mostly documents

32 documents · 17 small scripts · 39 min skim

Setup

Nothing to install

A course / notebook collection. Read it; run cells if you like.

Runs on

Nowhere — you read it

A reading resource, not a program.

Jupyter Notebook 94%HTML 5%Python 1%

Where to start reading

1
README.md
Start here — what it does and how to install it

What's in each folder

tutorials/Examples you can copy171 files

assets/Images & static assets46 files

.github/CI / automation (GitHub Actions)3 files

images/Images & static assets3 files

READMEHas testsDocumentedOther licenseUpdated this month

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/agents-towards-production && curl -fsSL https://workflowstacks.com/api/skills/agents-towards-production/claude-skill -o ~/.claude/skills/agents-towards-production/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

NirDiamant

Language

Jupyter Notebook