The build gallery
See what an agent
can become.
Voice conversations, useful tools, and the systems behind them. Open a build, trace how it works, and take an idea into your own project.
A useful reply connects a conversation to something the agent can actually do.
From conversation to working system
Find a build to explore
These are learning examples. Each repository owns its setup and version requirements; sample tools and data need adapting before real use.
17 builds to inspect
- Setup and deployment
- Scaffold
- Lint
- Review
Mantle starter pack
by Rasa team
Catch configuration mistakes before committing an agent.
What this build includes
Six Claude Code skills, a nine-check lint, and a git hook that catch Mantle’s silent configuration mistakes before they reach a commit. The five-chapter tutorial goes from an empty folder to a working, crash-tested agent.
Before you run itMantle · coding-agent skills and local development tools
- Text and tools
- Customer
- CALM flow
- Sample account
Starter pack: Retail banking
by Rasa team
Follow a transfer from the conversation into a banking flow.
What this build includes
A retail-banking assistant: transfer money, check balances, manage payees, and block cards. Fork it and shape it into your own.
Before you run itCALM · fictional accounts · use the repository’s runtime instructions
- Text and tools
- Claim
- CALM flow
- Claim status
Starter pack: Insurance
by Rasa team
Explore a guided claim and the path back to its status.
What this build includes
Guides customers through filing a claim, checking claim status, and coverage questions across home and auto insurance.
Before you run itCALM · sample claims · use the repository’s runtime instructions
- Text and tools
- Connection issue
- Diagnostics
- Handoff
Starter pack: Telecom
by Rasa team
See how troubleshooting ends in a fix or a human handoff.
What this build includes
Demonstrates slow-internet troubleshooting, bill explanations, and handoff to a human agent with sample diagnostics.
Before you run itCALM · simulated service tools · use the repository’s runtime instructions
- Voice
- Speech
- Travel skills
- Travel tools
Voice AI agent tutorial (Atlas travel)
by Rod Rivera
Trace a spoken request through skills and constrained tools.
What this build includes
Companion repo for the flagship Skills + Deepgram tutorial: a Horizon Travel voice agent with progressive control, composition, and paste-ready snippets.
Before you run itMantle · Rasa licence, model and Deepgram keys · local Python
- Voice
- Speech
- Claim skills
- Sample claims
Voice insurance agent (Poly)
by Rod Rivera
Compare claim intake, policy questions, and inspection scheduling.
What this build includes
Poly, a voice insurance agent that files auto and homeowners claims, checks claim status, views policies, and schedules inspections. Built on the Skills / Mantle architecture with Deepgram speech.
Before you run itMantle · Rasa licence, model and Deepgram keys · fictional insurance data
- Voice
- Speech
- Booking skills
- Sample calendar
Voice appointment agent (Schedora)
by Rod Rivera
Follow availability checks into an appointment conversation.
What this build includes
Schedora, a voice appointment-booking agent for a medical clinic that finds open slots, manages patient contacts, and answers clinic questions. Built on the Skills / Mantle architecture with Deepgram speech.
Before you run itMantle · Rasa licence, model and Deepgram keys · fictional clinic data
- Voice
- Speech
- Vehicle skills
- Sample inventory
Voice car-purchase agent (Autono)
by Rod Rivera
Inspect the separate steps for research, reservation, and dealer visits.
What this build includes
Autono, a voice car-purchase agent that researches inventory, reserves a vehicle, books dealer visits, and quotes financing. Built on the Skills / Mantle architecture with Deepgram speech.
Before you run itMantle · Rasa licence, model and Deepgram keys · fictional vehicle data
- Voice
- Speech
- Banking skills
- Sample accounts
Voice banking agent (Rasano)
by Rod Rivera
Examine how account lookups and banking actions use different tools.
What this build includes
Rasano, a voice retail banking agent that checks balances, manages payees, transfers money, and blocks cards. Built on the Skills / Mantle architecture with Deepgram speech.
Before you run itMantle · Rasa licence, model and Deepgram keys · fictional accounts
- Voice
- Speech
- Service skills
- Sample diagnostics
Voice telecom agent (Telano)
by Rod Rivera
Walk through a router problem and a billing question.
What this build includes
Telano, a voice telecom care agent that troubleshoots slow internet, guides router reboots, explains bills, and answers telecom questions. Built on the Skills / Mantle architecture with Deepgram speech.
Before you run itMantle · Rasa licence, model and Deepgram keys · simulated service tools
- Text and tools
- Rasa flow
- MCP / A2A
- Specialist agent
Agentic orchestration samples
by Rasa team
Inspect where a flow delegates work to a tool or another agent.
What this build includes
Runnable sample assistants showing orchestration patterns for multi-agent and multi-skill setups.
Before you run itSample-specific services and credentials · follow the chosen sample README
- Text and tools
- Same task
- Two agents
- Evaluation
Customer service: Rasa vs LangGraph
by Rasa team
Read the implementations alongside their evaluation notebooks.
What this build includes
A comparative evaluation of the same customer-service assistant built with Rasa and with LangGraph — read the notebooks and draw your own conclusions.
Before you run itComparative experiment · inspect its dataset and environment before interpreting results
- Voice
- Deepgram ASR
- Rasa
- Rime TTS
Rime voice demo
by Rasa team
See the boundaries between speech recognition, the agent, and synthesis.
What this build includes
A voice assistant architecture pairing Rasa with Rime speech synthesis and Deepgram speech recognition.
Before you run itRasa, model, Deepgram and Rime credentials · follow the demo’s version pins
- Voice
- Whisper
- Rasa + Ollama
- NeuTTS Air
Sovereign voice AI agents
by Rasa team
Explore a voice stack with locally hosted speech and language models.
What this build includes
Voice agents built to run fully under your own control — no dependency on third-party hosted models.
Before you run itLocal model downloads and suitable hardware · review each component’s licence
- Text and tools
- Question
- FAISS retrieval
- Gemini answer
RAG with FAISS and Gemini
by Rasa team
Follow retrieved material into a generated answer.
What this build includes
A hands-on tutorial implementing retrieval-augmented generation in a Rasa assistant with FAISS and Gemini. A FAISS-only variant is also available.
Before you run itRasa and Gemini credentials · this example has its own dependency versions
- Setup and deployment
- Compose
- Rasa service
- Local channel
Developer Edition on Docker Compose
by Rasa team
Inspect how local services are wired together in containers.
What this build includes
A Docker Compose setup for running the Developer Edition — a containerised local deployment example.
Before you run itDocker and Rasa licence · review the older image pins before adapting
- Setup and deployment
- Codespace
- CALM project
- Conversation
Codespaces quickstart
by Rasa team
Explore a browser-hosted development environment for a CALM agent.
What this build includes
Start building in the browser with GitHub Codespaces — no local Python setup required.
Before you run itGitHub Codespaces account and quota · this is a separate CALM setup
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