Skip to main content

Rasa

Quality Gate Status Documentation Status Python version support


Rasa is a framework for building scalable, dynamic conversational AI assistants that integrate large language models (LLMs) to enable more contextually aware and agentic interactions. Whether you’re new to conversational AI or an experienced developer, Rasa offers enhanced flexibility, control, and performance for mission-critical applications.

Key Features:

  • Flows for Business Logic: Easily define business logic through Flows, a simplified way to describe how your AI assistant should handle conversations. Flows help streamline the development process, focusing on key tasks and reducing the complexity involved in managing conversations.
  • Automatic Conversation Repair: Ensure seamless interactions by automatically handling interruptions or unexpected inputs. Developers have full control to customize these repairs based on specific use cases.
  • Customizable and Open: Fully customizable code that allows developers to modify Rasa to meet specific requirements, ensuring flexibility and adaptability to various conversational AI needs.
  • Robustness and Control: Maintain strict adherence to business logic, preventing unwanted behaviors like prompt injection and hallucinations, leading to more reliable responses and secure interactions.
  • Built-in Security: Safeguard sensitive data, control access, and ensure secure deployment, essential for production environments that demand high levels of security and compliance. Secrets are managed through Pulumi's built-in secrets management system and can be integrated with HashiCorp Vault for enterprise-grade secret management.

A free developer license is available so you can explore and get to know Rasa. It allows you to take your assistant live in production a limited capacity. A paid license is required for larger-scale production use, but all code is visible and can be customized as needed.

To get started right now, you can

pip install rasa-pro

Check out our

for more. Also feel free to reach out to us on the Rasa forum.

Secrets Management

This project uses a multi-layered approach to secrets management:

  • Pulumi Secrets: Primary secrets management through Pulumi's built-in configuration system (pulumi.Config())
  • Kubernetes Secrets: Application secrets are stored as Kubernetes secrets in the cluster
  • Vault Integration: Optional HashiCorp Vault support for enterprise-grade secret management
  • AWS Secrets Manager: Used selectively for specific services (e.g., database credentials in integration tests)

For infrastructure deployment, secrets are managed through Pulumi configuration files and environment variables, providing secure and flexible secret management across different deployment environments.

Metadata

Release files for rasa-pro 3.19.9

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for rasa-pro 3.19.9
File Size Uploaded Provenance
rasa_pro-3.19.9.tar.gz 8.0 MB With provenance Details

Built distribution (wheel)

Table of built distributions (wheels) for rasa-pro 3.19.9
File Interpreter ABI Platform
rasa_pro-3.19.9-py3-none-any.whl Python 3 none any Details

Total release size: 16.9 MB

Release files / rasa_pro-3.19.9.tar.gz

Download URL rasa_pro-3.19.9.tar.gz
Size 8.0 MB
Tags Source
SHA-256 checksum
How to use checksums
0346744be637dffcf98888a81a39b99ce4324553a2c2e64550837b2b0b83ae6e
BLAKE2b-256 checksum
How to use checksums
33a8e018284e305832715fba1804d76e1cf6ac08c710a53a1c522aa6a5e6b026
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.13

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 22, 2026.

Transparency log

Release files / rasa_pro-3.19.9-py3-none-any.whl

Download URL rasa_pro-3.19.9-py3-none-any.whl
Size 8.9 MB
Tags Python 3
SHA-256 checksum
How to use checksums
b26248d1af624667381385e6ff73f286a70772406c1c9e0f06a41fd27512978a
BLAKE2b-256 checksum
How to use checksums
1804e1729e1448faff7aa070a0be7ece8b09c55c819eaf726f2ceba2d0643777
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.13

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 22, 2026.

Transparency log

Security for rasa-pro 3.19.9

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Full provenance

All 2 files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for rasa_pro-3.19.9.tar.gz

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 22, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

Release history Release notifications | RSS feed

This release

3.19.9 This release

2 release files Full provenance

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page