automation

JamAIBase: Turn Spreadsheets into Real‑Time AI Pipelines

Name: JamAIBase: Turn Spreadsheets into Real‑Time AI Pipelines
Author: EmbeddedLLM

Build, test, and iterate AI workflows straight from a collaborative spreadsheet—perfect for founders and teams building prompt‑driven apps. 1.1k+ GitHub stars.

From the repo · “The collaborative spreadsheet for AI. Chain cells into powerful pipelines, experiment with prompts and models, and evaluate LLM responses in real-time. Work together seamlessly to build and iterate on AI applications.”

1,103 stars+1★ this week48 forksPythonGuide quality 8/10 · reviewed Oct 13Updated 10/16/2026100% free · open source

What it does

JamAIBase allows founders to build AI apps with real-time collaboration, chaining cells into powerful pipelines and evaluating LLM responses together seamlessly

When to use it

•When you need to collaborate with team members on AI application development in real-time
•When you want to experiment with prompts and models in a shared, interactive environment
•When you need to evaluate and refine large language model (LLM) responses in a collaborative setting

Ready-to-paste prompt

Create a pipeline with a prompt cell containing 'Write a product description for a new smartwatch' and connect it to a model cell using the 'LLaMA' model to generate a response

Heads up: Make sure you have Python installed on your system, as well as the required dependencies specified in the JamAIBase README, before attempting to run the `python -m jamai` command

Saves to your device

Use with Claude

New

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

🛠️ Technical setup

Expect 20–40 minutes in a terminal — or let your AI agent drive it.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/jamaibase && curl -fsSL https://workflowstacks.com/api/skills/jamaibase/claude-skill -o ~/.claude/skills/jamaibase/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 JamAIBase: Turn Spreadsheets into Real‑Time AI Pipelines works

Codeflow

Free to inspect

JamAIBase: Turn Spreadsheets into Real‑Time AI Pipelines is a very large Python project (~89k lines across 573 code files, plus 73 test files). It is a full software project: use it through its install path rather than reading it end to end. Last commit this month, Apache-2.0 license, has a test suite.

Size

Very large codebase

~89k lines · 573 code files · days to read — use, don't read

Setup

Developer setup

A real software project. Use it via its install path; don't expect to read it all.

Runs on

Python

Needs API keys (.env)

Python 60%Svelte 25%TypeScript 14%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
AGENTS.md
The instructions the AI actually follows
3
.env.example
The API keys and settings you must provide
4
services/app/README.md
Inside services/app/ — the main logic begins here

What's in each folder

services/app/Core code — the actual logic474 files

services/api/Backend / API212 files

docs/Documentation3 files

clients/SDKs / client libraries115 files

docker/Deployment / infrastructure25 files

scripts/Helper scripts14 files

services/gateway/Folder3 files

services/replication/Folder3 files

READMEHas testsDocumentedCI checksApache-2.0 licenseUpdated this month

Use with Claude

New

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

🛠️ Technical setup

Expect 20–40 minutes in a terminal — or let your AI agent drive it.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/jamaibase && curl -fsSL https://workflowstacks.com/api/skills/jamaibase/claude-skill -o ~/.claude/skills/jamaibase/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

EmbeddedLLM

Language

Python

Do this with a working workflow

Pages we wrote and tested that put a skill like this to work — importable n8n templates, outcome guides and Claude Desktop configs.

Outcome guide

Turn meeting notes into a summary email automatically

Paste the transcript into a private form and the workflow writes and emails a concise recap — decisions, owners, open questions — that people will actually read.

MCP config