Rasa ORG

Get started with Rasa in the browser using GitHub Codespaces

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

Rasa Core is now part of the Rasa repo: An open source machine learning framework to automate text-and voice-based conversations

:tiger: Sara - the Rasa Demo Bot: An example of a contextual AI assistant built with the open source Rasa Stack

DEPRECATED: We recommend using Rasa X https://rasa.com/docs/rasa-x/ for managing NLU data

A demo for a financial services bot

SDK for the development of custom actions for Rasa

Visualizations and helpers to improve and debug machine learning models for Rasa Open Source

Crowd sourced training data for Rasa NLU models

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This repository contains examples of custom components for educational purposes.

:microphone: A simple web interface for building voice assistants with Rasa

this is where we share notebooks/projects used in your youtube channel

🏥Medicare Locator - Open source starter pack for developers to build contextual chatbots and AI assistants in healthcare

Data and code files for specific Rasa Masterclass episodes

Integrating Rasa with a knowledge base to encode domain knowledge and resolve entities

Tool to generate paraphrases of sentences in many languages.

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A reimplementation of langgraph's customer support example in Rasa's CALM paradigm and a quantiative evaluation of the 2 approaches

Rasa Enterprise Helm chart for deploying on Kubernetes (K8s) and OpenShift.

Demo app for running a bot with Rasa Enterprise

Example showing generalisation

Source code to reproduce results of our paper "DIET: Lightweight Language Understanding for Dialogue Systems"

Rasa for Beginners

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Improving entity extraction from text using the lookup table feature in rasa_nlu

Handling multiple intents using Rasa NLU Tensorflow pipeline

This repository contains a few simple projects with forms.

Find the best hyperparameters for your Rasa NLU model

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Rasa's retail starter pack

A text based adventure game built with Rasa.

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A GitHub Action that simplifies using Rasa Actions and helps to prepare a Docker image with custom actions.

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Rasa Demo for a digital assistant for pokemon

A GitHub action to run easily rasa train and rasa test in the CIs.

This repository contains the code of the tutorial 'Going beyond ‘Hey Google’: building a Rasa-powered Google Assistant'

Experiments for data quality in Rasa.

Helm charts for Rasa products

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Language, engine, and tooling for expressing, testing, and evaluating composable language rules on input strings.

Containers code for the learning center course.

React-based Chatroom Component for Rasa Stack

Building a bot to handle general tasks for insurance.

A repository which contains the material for Rasa workshops

This repository contains a few simple projects with forms.

A simple Rasa assistant that uses forms to conduct a daily health survey

Sample code for a Rasa virtual assistant with an Alexa connector.

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rasactl deploys Rasa X / Enterprise on your local or remote Kubernetes cluster and manages Rasa X / Enterprise deployments.

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bot which uses forms to do hotel and restaurant booking task

A place to host demos for custom actions.

Rasa Ephermal Installer

Starter pack for the Rasa Stack

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This repository contains the code of the Rasa workshop at PyData NYC 2018

This repository contains the code of the Rasa workshop at PyData DC 2018

A next-generation curated knowledge sharing platform for data scientists and other technical professions.

This repo contains a tutorial on how to write your own spelling featurizer.

A list of Rasa resources curated by Rasa and the community.

This repository contains the code of the assistant used to demonstrate the migration from DialogFlow to Rasa

A basic Rasa project with Custom Components

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A framework for training and evaluating AI models on a variety of openly available dialogue datasets.

Code of the Rasa Twitch livestream on building bots with multi-intents using Rasa NLU TensorFlow pipeline

A collection of runnable sample assistants demonstrating Rasa’s agentic orchestration.

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Repository with small Rasa examples.

A PyPI package which includes Rasa Core and Rasa NLU

TensorFlow code and pre-trained models for BERT

A python library to communicate with the Facebook Messenger API's

A collection of skills for AI coding agents working with Rasa CALM

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Github Action to check which files are changed in a pull request

This repo contains a tutorial on how to make a fasttext featurizer

Demonstration of Rasa NLU from Jupyter Lab

Helm Charts Packaging and Distribution

A self-paced course on harness engineering

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This repo contains a project shows why TED works.

A demonstration of a custom action

A python client to connect to the Botsociety API

Docker Compose configuration for rapidly getting started with running a bot using the Rasa Pro Developer Edition

⚡ Building applications with LLMs through composability ⚡

Rasa's engineering growth framework

part of a lesson on how to build custom components

Example terraform code for creating a VM that is ready for REI installation

This repository contains code to benchmark lookup table entity extraction.

A demo of rules, stories, actions and forms

Code to analyse MultiWOz and Google Taskmaster-1 dialogue datasets

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Home of the Rasa Heroes program

Deploy Rasa Studio with Docker Compose

Starter kit + event hub for the Always-On AI Coworker Hackathon (Boston Tech Week 2026). A working Rasa coworker with voice (Speechmatics + Rime), Nebius LLM inference, cross-session memory, and an optional ReAct sub-agent + MCP.

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Official Rasa Jupyter Notebooks

Short hands-on tutorial on how to add RAG with Faiss

This is a demo assistant for CALM summit masterclass

Tourist agency example with CALM approach

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Some experiments that track how long training might take.

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A GitHub Action that compares results of multiple Rasa NLU evaluation results and writes the output to an HTML table

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Sphinx extension that allows building versioned docs for self-hosting.

Deploying a production environment for Rasa Pro and Rasa Studio on GCP

This repository demonstrates an ultra-low latency architecture orchestrating Rasa (Agent), Rime (TTS), and Deepgram (ASR). Features a custom Python orchestrator, real-time rich CLI dashboard, and CALM-based banking logic.

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Trivy with GitHub Actions

comparing Rasa with a vanilla LLM agent for security.

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An open source threat modeling tool from OWASP

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Code to generate semantic map embeddings from plain text documents

vscode extension to help with flow building

Short version of Rasa X workshop

Bot for the exam project of the deployment workshop

This is a project that shows how to integrate webkit voice with Rasa.

Homebrew Formula for rasactl

Repo to manage gitpod instances for CSM onboarding

Task for the user tests for rules as part of Rasa Open Source 2.0.

A tool for extracting plain text from Wikipedia dumps

GitHub Action that automatically merges your pull request!

Example Entity annotator (Mock repository)

Basic bot used as part of testing Rasa X

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Example bot from hello rasa

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workshop for MCP/A2A Orchestration--CSE offsite 2026

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This repo serves as a guide and reference to designers, writers, and developers to create consistent, on-brand content for Rasa

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An assistant created with rasa init

Sovereign Voice AI Agents with Rasa

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A vendor-neutral community for builders, engineers, and researchers creating real-world AI agents and agentic architectures. Home of the Agent Engineering Community powered by Rasa.

Example bots on different branches

A fully built, production-quality Rasa Pro assistant demonstrating a hybrid architecture using CALM flows, NLU triggers, and selective LLM integration for real-world financial use cases.

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Security advisories for Rasa Pro will be published here.

Hands-on tutorial on how to implement RAG with Faiss and Gemini

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A guidance language for controlling large language models.

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Automatically update PR branch that match the criteria. Designed to work with the Github `auto-merge` feature.

Github action which posts a comment to a PR / issues.

This repository contains a guide on how to make custom feature transformers.

A Github action to move project issues after review is requested on a linked PR

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test memory usage of custom actions

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Github action to build a docker container reusing a cache stored on github.

Github workflow to set up poetry

A dead simple, insecure git-over-http server using nginx

AWS Control Tower Account Factory

a Pytest Plugin for Sanic.

Github Action for redistributing NLU data into prescribed target files

A GitHub action to create or update a project card

Security Advisories for Rasa X

Create Python API documentation in Markdown format.

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get some status of your dataset/pipeline before running DIET

A repo with a reproducible issue.

demo code to the conditional random field video

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Text embeddings that are developed and pre-trained by Rasa.

Gatsby source plugin for loading job openings from greenhouse.io ⚛️

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Official GatsbyJS source plugin to pull content from DatoCMS

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This repo contains a small demo of "fooling ted" to explain RulePolicies.

Helm charts that can be used to package your applications into production ready deployments for Kubernetes. https://www.gruntwork.io

Inserts source code to markdown files

DocSearch - Configurations

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AAAI-20 paper: Cross-Lingual Natural Language Generation via Pre-Training

Easy to maintain open source documentation websites.

sphinx builder that outputs markdown files.

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