diff --git a/.claude/skills/cleanup/SKILL.md b/.claude/skills/cleanup/SKILL.md
index 91a61db39..106aac6ac 100644
--- a/.claude/skills/cleanup/SKILL.md
+++ b/.claude/skills/cleanup/SKILL.md
@@ -144,7 +144,7 @@ class InputParams(BaseModel):
#### Examples
-Validated against `examples/foundational/07-interruptible.py`:
+Validated against `examples/07-interruptible.py`:
- Proper `create_transport()` usage
- Correct pipeline structure
diff --git a/COMMUNITY_INTEGRATIONS.md b/COMMUNITY_INTEGRATIONS.md
index ab45171d7..8163e3052 100644
--- a/COMMUNITY_INTEGRATIONS.md
+++ b/COMMUNITY_INTEGRATIONS.md
@@ -23,7 +23,7 @@ Create your integration following the patterns and examples shown in the "Integr
Your repository must contain these components:
- **Source code** - Complete implementation following Pipecat patterns
-- **Foundational example** - Single file example showing basic usage (see [Pipecat examples](https://github.com/pipecat-ai/pipecat/tree/main/examples/foundational))
+- **Foundational example** - Single file example showing basic usage (see [Pipecat examples](https://github.com/pipecat-ai/pipecat/tree/main/examples))
- **README.md** - Must include:
- Introduction and explanation of your integration
- Installation instructions
diff --git a/README.md b/README.md
index 696e836b4..78b359d07 100644
--- a/README.md
+++ b/README.md
@@ -80,7 +80,7 @@ Catch new features, interviews, and how-tos on our [Pipecat TV](https://www.yout
-
+
## ๐งฉ Available services
@@ -142,7 +142,7 @@ You can get started with Pipecat running on your local machine, then move your a
## ๐งช Code examples
-- [Foundational](https://github.com/pipecat-ai/pipecat/tree/main/examples/foundational) โ small snippets that build on each other, introducing one or two concepts at a time
+- [Foundational](https://github.com/pipecat-ai/pipecat/tree/main/examples) โ small snippets that build on each other, introducing one or two concepts at a time
- [Example apps](https://github.com/pipecat-ai/pipecat-examples) โ complete applications that you can use as starting points for development
## ๐ ๏ธ Contributing to the framework
diff --git a/examples/foundational/01-say-one-thing-piper.py b/examples/01-say-one-thing-piper.py
similarity index 100%
rename from examples/foundational/01-say-one-thing-piper.py
rename to examples/01-say-one-thing-piper.py
diff --git a/examples/foundational/01-say-one-thing-rime.py b/examples/01-say-one-thing-rime.py
similarity index 100%
rename from examples/foundational/01-say-one-thing-rime.py
rename to examples/01-say-one-thing-rime.py
diff --git a/examples/foundational/01-say-one-thing.py b/examples/01-say-one-thing.py
similarity index 100%
rename from examples/foundational/01-say-one-thing.py
rename to examples/01-say-one-thing.py
diff --git a/examples/foundational/01a-local-audio.py b/examples/01a-local-audio.py
similarity index 100%
rename from examples/foundational/01a-local-audio.py
rename to examples/01a-local-audio.py
diff --git a/examples/foundational/01b-livekit-audio.py b/examples/01b-livekit-audio.py
similarity index 100%
rename from examples/foundational/01b-livekit-audio.py
rename to examples/01b-livekit-audio.py
diff --git a/examples/foundational/01c-nvidia-riva-tts.py b/examples/01c-nvidia-riva-tts.py
similarity index 100%
rename from examples/foundational/01c-nvidia-riva-tts.py
rename to examples/01c-nvidia-riva-tts.py
diff --git a/examples/foundational/02-llm-say-one-thing.py b/examples/02-llm-say-one-thing.py
similarity index 100%
rename from examples/foundational/02-llm-say-one-thing.py
rename to examples/02-llm-say-one-thing.py
diff --git a/examples/foundational/03-still-frame.py b/examples/03-still-frame.py
similarity index 100%
rename from examples/foundational/03-still-frame.py
rename to examples/03-still-frame.py
diff --git a/examples/foundational/03a-local-still-frame.py b/examples/03a-local-still-frame.py
similarity index 100%
rename from examples/foundational/03a-local-still-frame.py
rename to examples/03a-local-still-frame.py
diff --git a/examples/foundational/03b-still-frame-imagen.py b/examples/03b-still-frame-imagen.py
similarity index 100%
rename from examples/foundational/03b-still-frame-imagen.py
rename to examples/03b-still-frame-imagen.py
diff --git a/examples/foundational/04-transports-small-webrtc.py b/examples/04-transports-small-webrtc.py
similarity index 100%
rename from examples/foundational/04-transports-small-webrtc.py
rename to examples/04-transports-small-webrtc.py
diff --git a/examples/foundational/04a-transports-daily.py b/examples/04a-transports-daily.py
similarity index 100%
rename from examples/foundational/04a-transports-daily.py
rename to examples/04a-transports-daily.py
diff --git a/examples/foundational/04b-transports-livekit.py b/examples/04b-transports-livekit.py
similarity index 100%
rename from examples/foundational/04b-transports-livekit.py
rename to examples/04b-transports-livekit.py
diff --git a/examples/foundational/05-sync-speech-and-image.py b/examples/05-sync-speech-and-image.py
similarity index 100%
rename from examples/foundational/05-sync-speech-and-image.py
rename to examples/05-sync-speech-and-image.py
diff --git a/examples/foundational/06-listen-and-respond.py b/examples/06-listen-and-respond.py
similarity index 100%
rename from examples/foundational/06-listen-and-respond.py
rename to examples/06-listen-and-respond.py
diff --git a/examples/foundational/06a-image-sync.py b/examples/06a-image-sync.py
similarity index 100%
rename from examples/foundational/06a-image-sync.py
rename to examples/06a-image-sync.py
diff --git a/examples/foundational/07-interruptible-cartesia-http.py b/examples/07-interruptible-cartesia-http.py
similarity index 100%
rename from examples/foundational/07-interruptible-cartesia-http.py
rename to examples/07-interruptible-cartesia-http.py
diff --git a/examples/foundational/07-interruptible-openai-responses-http.py b/examples/07-interruptible-openai-responses-http.py
similarity index 100%
rename from examples/foundational/07-interruptible-openai-responses-http.py
rename to examples/07-interruptible-openai-responses-http.py
diff --git a/examples/foundational/07-interruptible-openai-responses.py b/examples/07-interruptible-openai-responses.py
similarity index 100%
rename from examples/foundational/07-interruptible-openai-responses.py
rename to examples/07-interruptible-openai-responses.py
diff --git a/examples/foundational/07-interruptible.py b/examples/07-interruptible.py
similarity index 100%
rename from examples/foundational/07-interruptible.py
rename to examples/07-interruptible.py
diff --git a/examples/foundational/07a-interruptible-speechmatics-vad.py b/examples/07a-interruptible-speechmatics-vad.py
similarity index 100%
rename from examples/foundational/07a-interruptible-speechmatics-vad.py
rename to examples/07a-interruptible-speechmatics-vad.py
diff --git a/examples/foundational/07a-interruptible-speechmatics.py b/examples/07a-interruptible-speechmatics.py
similarity index 100%
rename from examples/foundational/07a-interruptible-speechmatics.py
rename to examples/07a-interruptible-speechmatics.py
diff --git a/examples/foundational/07b-interruptible-langchain.py b/examples/07b-interruptible-langchain.py
similarity index 100%
rename from examples/foundational/07b-interruptible-langchain.py
rename to examples/07b-interruptible-langchain.py
diff --git a/examples/foundational/07c-interruptible-deepgram-flux-sagemaker.py b/examples/07c-interruptible-deepgram-flux-sagemaker.py
similarity index 100%
rename from examples/foundational/07c-interruptible-deepgram-flux-sagemaker.py
rename to examples/07c-interruptible-deepgram-flux-sagemaker.py
diff --git a/examples/foundational/07c-interruptible-deepgram-flux.py b/examples/07c-interruptible-deepgram-flux.py
similarity index 100%
rename from examples/foundational/07c-interruptible-deepgram-flux.py
rename to examples/07c-interruptible-deepgram-flux.py
diff --git a/examples/foundational/07c-interruptible-deepgram-http.py b/examples/07c-interruptible-deepgram-http.py
similarity index 100%
rename from examples/foundational/07c-interruptible-deepgram-http.py
rename to examples/07c-interruptible-deepgram-http.py
diff --git a/examples/foundational/07c-interruptible-deepgram-sagemaker.py b/examples/07c-interruptible-deepgram-sagemaker.py
similarity index 100%
rename from examples/foundational/07c-interruptible-deepgram-sagemaker.py
rename to examples/07c-interruptible-deepgram-sagemaker.py
diff --git a/examples/foundational/07c-interruptible-deepgram-vad.py b/examples/07c-interruptible-deepgram-vad.py
similarity index 100%
rename from examples/foundational/07c-interruptible-deepgram-vad.py
rename to examples/07c-interruptible-deepgram-vad.py
diff --git a/examples/foundational/07c-interruptible-deepgram.py b/examples/07c-interruptible-deepgram.py
similarity index 100%
rename from examples/foundational/07c-interruptible-deepgram.py
rename to examples/07c-interruptible-deepgram.py
diff --git a/examples/foundational/07d-interruptible-elevenlabs-http.py b/examples/07d-interruptible-elevenlabs-http.py
similarity index 100%
rename from examples/foundational/07d-interruptible-elevenlabs-http.py
rename to examples/07d-interruptible-elevenlabs-http.py
diff --git a/examples/foundational/07d-interruptible-elevenlabs.py b/examples/07d-interruptible-elevenlabs.py
similarity index 100%
rename from examples/foundational/07d-interruptible-elevenlabs.py
rename to examples/07d-interruptible-elevenlabs.py
diff --git a/examples/foundational/07e-interruptible-xai.py b/examples/07e-interruptible-xai.py
similarity index 100%
rename from examples/foundational/07e-interruptible-xai.py
rename to examples/07e-interruptible-xai.py
diff --git a/examples/foundational/07f-interruptible-azure-http.py b/examples/07f-interruptible-azure-http.py
similarity index 100%
rename from examples/foundational/07f-interruptible-azure-http.py
rename to examples/07f-interruptible-azure-http.py
diff --git a/examples/foundational/07f-interruptible-azure.py b/examples/07f-interruptible-azure.py
similarity index 100%
rename from examples/foundational/07f-interruptible-azure.py
rename to examples/07f-interruptible-azure.py
diff --git a/examples/foundational/07g-interruptible-openai-http.py b/examples/07g-interruptible-openai-http.py
similarity index 100%
rename from examples/foundational/07g-interruptible-openai-http.py
rename to examples/07g-interruptible-openai-http.py
diff --git a/examples/foundational/07g-interruptible-openai.py b/examples/07g-interruptible-openai.py
similarity index 100%
rename from examples/foundational/07g-interruptible-openai.py
rename to examples/07g-interruptible-openai.py
diff --git a/examples/foundational/07i-interruptible-xtts.py b/examples/07i-interruptible-xtts.py
similarity index 100%
rename from examples/foundational/07i-interruptible-xtts.py
rename to examples/07i-interruptible-xtts.py
diff --git a/examples/foundational/07j-interruptible-gladia-vad.py b/examples/07j-interruptible-gladia-vad.py
similarity index 100%
rename from examples/foundational/07j-interruptible-gladia-vad.py
rename to examples/07j-interruptible-gladia-vad.py
diff --git a/examples/foundational/07j-interruptible-gladia.py b/examples/07j-interruptible-gladia.py
similarity index 100%
rename from examples/foundational/07j-interruptible-gladia.py
rename to examples/07j-interruptible-gladia.py
diff --git a/examples/foundational/07k-interruptible-lmnt.py b/examples/07k-interruptible-lmnt.py
similarity index 100%
rename from examples/foundational/07k-interruptible-lmnt.py
rename to examples/07k-interruptible-lmnt.py
diff --git a/examples/foundational/07l-interruptible-groq.py b/examples/07l-interruptible-groq.py
similarity index 100%
rename from examples/foundational/07l-interruptible-groq.py
rename to examples/07l-interruptible-groq.py
diff --git a/examples/foundational/07m-interruptible-aws-strands.py b/examples/07m-interruptible-aws-strands.py
similarity index 100%
rename from examples/foundational/07m-interruptible-aws-strands.py
rename to examples/07m-interruptible-aws-strands.py
diff --git a/examples/foundational/07m-interruptible-aws.py b/examples/07m-interruptible-aws.py
similarity index 100%
rename from examples/foundational/07m-interruptible-aws.py
rename to examples/07m-interruptible-aws.py
diff --git a/examples/foundational/07n-interruptible-gemini-image.py b/examples/07n-interruptible-gemini-image.py
similarity index 98%
rename from examples/foundational/07n-interruptible-gemini-image.py
rename to examples/07n-interruptible-gemini-image.py
index cb20178c5..80f115390 100644
--- a/examples/foundational/07n-interruptible-gemini-image.py
+++ b/examples/07n-interruptible-gemini-image.py
@@ -13,9 +13,6 @@ Features showcased:
- Gemini LLM for conversation and image generation
- Google TTS and STT
-Run with:
- python examples/foundational/07n-interruptible-gemini-image.py
-
Make sure to set your environment variables:
export GOOGLE_API_KEY=your_api_key_here
"""
diff --git a/examples/foundational/07n-interruptible-gemini.py b/examples/07n-interruptible-gemini.py
similarity index 100%
rename from examples/foundational/07n-interruptible-gemini.py
rename to examples/07n-interruptible-gemini.py
diff --git a/examples/foundational/07n-interruptible-google-http.py b/examples/07n-interruptible-google-http.py
similarity index 100%
rename from examples/foundational/07n-interruptible-google-http.py
rename to examples/07n-interruptible-google-http.py
diff --git a/examples/foundational/07n-interruptible-google.py b/examples/07n-interruptible-google.py
similarity index 100%
rename from examples/foundational/07n-interruptible-google.py
rename to examples/07n-interruptible-google.py
diff --git a/examples/foundational/07o-interruptible-assemblyai-turn-detection.py b/examples/07o-interruptible-assemblyai-turn-detection.py
similarity index 100%
rename from examples/foundational/07o-interruptible-assemblyai-turn-detection.py
rename to examples/07o-interruptible-assemblyai-turn-detection.py
diff --git a/examples/foundational/07o-interruptible-assemblyai.py b/examples/07o-interruptible-assemblyai.py
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rename from examples/foundational/07o-interruptible-assemblyai.py
rename to examples/07o-interruptible-assemblyai.py
diff --git a/examples/foundational/07p-interruptible-krisp-viva.py b/examples/07p-interruptible-krisp-viva.py
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rename from examples/foundational/07p-interruptible-krisp-viva.py
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diff --git a/examples/foundational/07q-interruptible-rime-http.py b/examples/07q-interruptible-rime-http.py
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rename from examples/foundational/07q-interruptible-rime-http.py
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diff --git a/examples/foundational/07q-interruptible-rime.py b/examples/07q-interruptible-rime.py
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rename from examples/foundational/07q-interruptible-rime.py
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diff --git a/examples/foundational/07r-interruptible-nvidia.py b/examples/07r-interruptible-nvidia.py
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rename from examples/foundational/07r-interruptible-nvidia.py
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diff --git a/examples/foundational/07s-interruptible-google-audio-in.py b/examples/07s-interruptible-google-audio-in.py
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rename from examples/foundational/07s-interruptible-google-audio-in.py
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diff --git a/examples/foundational/07t-interruptible-fish.py b/examples/07t-interruptible-fish.py
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rename from examples/foundational/07t-interruptible-fish.py
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diff --git a/examples/foundational/07v-interruptible-neuphonic-http.py b/examples/07v-interruptible-neuphonic-http.py
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diff --git a/examples/foundational/07w-interruptible-fal.py b/examples/07w-interruptible-fal.py
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diff --git a/examples/foundational/07x-interruptible-local.py b/examples/07x-interruptible-local.py
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diff --git a/examples/foundational/07y-interruptible-minimax.py b/examples/07y-interruptible-minimax.py
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diff --git a/examples/foundational/07z-interruptible-sarvam-http.py b/examples/07z-interruptible-sarvam-http.py
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diff --git a/examples/foundational/07za-interruptible-soniox.py b/examples/07za-interruptible-soniox.py
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diff --git a/examples/foundational/07zb-interruptible-inworld-http.py b/examples/07zb-interruptible-inworld-http.py
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diff --git a/examples/foundational/07zd-interruptible-aicoustics.py b/examples/07zd-interruptible-aicoustics.py
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diff --git a/examples/foundational/07ze-interruptible-hume.py b/examples/07ze-interruptible-hume.py
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diff --git a/examples/foundational/07zf-interruptible-gradium.py b/examples/07zf-interruptible-gradium.py
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diff --git a/examples/foundational/07zg-interruptible-camb.py b/examples/07zg-interruptible-camb.py
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diff --git a/examples/foundational/12-describe-image-openai-responses-http.py b/examples/12-describe-image-openai-responses-http.py
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diff --git a/examples/foundational/12a-describe-image-anthropic.py b/examples/12a-describe-image-anthropic.py
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diff --git a/examples/foundational/12c-describe-image-gemini-flash.py b/examples/12c-describe-image-gemini-flash.py
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diff --git a/examples/foundational/13-whisper-transcription.py b/examples/13-whisper-transcription.py
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diff --git a/examples/foundational/36-user-email-gathering.py b/examples/36-user-email-gathering.py
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diff --git a/examples/foundational/37-mem0.py b/examples/37-mem0.py
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rename from examples/foundational/37-mem0.py
rename to examples/37-mem0.py
index a3116df24..c7c0f13bd 100644
--- a/examples/foundational/37-mem0.py
+++ b/examples/37-mem0.py
@@ -19,10 +19,6 @@ The example:
- Using Mem0 API (cloud-based memory storage)
- Using local configuration with custom LLM (self-hosted memory)
-Example usage (run from pipecat root directory):
- $ pip install "pipecat-ai[daily,openai,elevenlabs,silero,mem0]"
- $ python examples/foundational/37-mem0.py
-
Requirements:
- OpenAI API key
- ElevenLabs API key (for text-to-speech)
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diff --git a/examples/foundational/56-lemonslice-transport.py b/examples/56-lemonslice-transport.py
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diff --git a/examples/foundational/57-custom-video-track.py b/examples/57-custom-video-track.py
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rename from examples/foundational/57-custom-video-track.py
rename to examples/57-custom-video-track.py
index 274ab6a5e..1e6190a3b 100644
--- a/examples/foundational/57-custom-video-track.py
+++ b/examples/57-custom-video-track.py
@@ -13,8 +13,6 @@ This example outputs two video track simultaneously:
The pattern generator pushes frames to the default camera. A second processor
(BlueTintProcessor) duplicates each frame, applies a blue tint, and pushes it
to the "blue" custom video destination.
-
-Run with: python examples/foundational/56-custom-video-track.py -t daily
"""
import asyncio
diff --git a/examples/README.md b/examples/README.md
index 7eae41021..e8a0dd9bf 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -1,30 +1,144 @@
# Pipecat Examples
-This directory contains examples to help you learn how to build with Pipecat.
+This directory contains examples showing how to build voice and multimodal agents with Pipecat. Each example demonstrates specific features, progressing from basic to advanced concepts.
-## Getting Started
+## Setup
-New to Pipecat? Start here:
+1. Follow the [README](https://github.com/pipecat-ai/pipecat/blob/main/README.md#%EF%B8%8F-contributing-to-the-framework) steps to get your local environment configured.
-- **[Client/Server Web](client-server-web/)** - Learn to build web applications with Pipecat's client SDKs _(coming soon)_
-- **[Phone Bot with Twilio](phone-bot-twilio/)** - Connect your bot to a phone number _(coming soon)_
+ > **Run from root directory**: Make sure you are running the steps from the root directory.
-## Foundational Examples
+ > **Using local audio?**: The `LocalAudioTransport` requires a system dependency for `portaudio`. Install the dependency to use the transport.
-Single-file examples that introduce core Pipecat concepts one at a time. These examples:
+2. Copy the [`env.example`](../env.example) file and add API keys for services you plan to use:
-- Build on each other progressively
-- Focus on specific features or integrations
-- Are used for testing with every Pipecat release
+ ```bash
+ cp env.example .env
+ # Edit .env with your API keys
+ ```
-See the **[Foundational Examples README](foundational/)** for the complete list.
+3. Navigate to the examples directory if you aren't already there:
-## More Advanced Examples
+ ```bash
+ cd examples
+ ```
-Ready to explore complex use cases? Visit **[pipecat-examples](https://github.com/pipecat-ai/pipecat-examples)** for:
+4. Run any example:
-- Production-ready applications
-- Multi-platform client implementations
-- Telephony integrations
-- Multimodal and creative applications
-- Deployment and monitoring examples
+ ```bash
+ uv run python 01-say-one-thing.py
+ ```
+
+5. Open the web interface at http://localhost:7860/client/ and click "Connect"
+
+## Running examples with other transports
+
+Most examples support running with other transports, like Twilio or Daily.
+
+### Daily
+
+You need to create a Daily account at https://dashboard.daily.co/u/signup. Once signed up, you can create your own room from the dashboard and set the environment variables `DAILY_ROOM_URL` and `DAILY_API_KEY`. Alternatively, you can let the example create a room for you (still needs `DAILY_API_KEY` environment variable). Then, start any example with `-t daily`:
+
+```bash
+uv run 07-interruptible.py -t daily
+```
+
+### Twilio
+
+It is also possible to run the example through a Twilio phone number. You will need to setup a few things:
+
+1. Install and run [ngrok](https://ngrok.com/download).
+
+```bash
+ngrok http 7860
+```
+
+2. Configure your Twilio phone number. One way is to setup a TwiML app and set the request URL to the ngrok URL from step (1). Then, set your phone number to use the new TwiML app.
+
+Then, run the example with:
+
+```bash
+uv run 07-interruptible.py -t twilio -x NGROK_HOST_NAME
+```
+
+## Examples by Feature
+
+### Basics
+
+- **[01-say-one-thing.py](./01-say-one-thing.py)**: Most basic bot that says one phrase and exits (Transport, TTS, Event handlers)
+- **[02-llm-say-one-thing.py](./02-llm-say-one-thing.py)**: Bot generates a response with an LLM (LLM initialization)
+- **[03-still-frame.py](./03-still-frame.py)**: Displays a static image (Video transport, Image service)
+- **[04-transport.py](./04-transport.py)**: Different transport options (WebRTC, Daily, Livekit)
+
+### Conversational AI
+
+- **[07-interruptible.py](./07-interruptible.py)**: Basic voice assistant bot (STT, TTS, LLM, Interruptible speech)
+- **[10-wake-phrase.py](./10-wake-phrase.py)**: Bot activated by wake phrase (WakeCheckFilter)
+- **[22-natural-conversation.py](./22-natural-conversation.py)**: Smart turn detection (Multiple LLMs, Turn management)
+- **[38-smart-turn-fal.py](./38-smart-turn-fal.py)**: ML-based turn detection (Fal service, Local models)
+
+### Common Utilities
+
+- **[17-detect-user-idle.py](./17-detect-user-idle.py)**: Handle inactive users (UserIdleProcessor)
+- **[24-user-mute-strategy.py](./24-user-mute-strategy.py)**: Selectively mute user input (LLMUserAggregator user mute strategies)
+- **[28-transcription-processor.py](./28-transcription-processor.py)**: Record conversation text (TranscriptProcessor)
+- **[30-observer.py](./30-observer.py)**: Access frame data (Custom observers)
+- **[31-heartbeats.py](./31-heartbeats.py)**: Detect idle pipelines (Pipeline monitoring)
+- **[34-audio-recording.py](./34-audio-recording.py)**: Record conversation audio (Composite and track-level recording)
+
+### Advanced LLM Features
+
+- **[14-function-calling.py](./14-function-calling.py)**: Bot with tool usage (Function schemas, Tool registration)
+- **[20a-persistent-context-openai.py](./20a-persistent-context-openai.py)**: Persistent conversation context (Memory management)
+- **[32-gemini-grounding-metadata.py](./32-gemini-grounding-metadata.py)**: Web search capabilities (Google search integration)
+- **[33-gemini-rag.py](./33-gemini-rag.py)**: Retrieval-augmented generation (Data sources, Grounding)
+- **[37-mem0.py](./37-mem0.py)**: Long-term agent memory (Mem0 service integration)
+
+### Media Handling
+
+- **[05-sync-speech-and-images.py](./05-sync-speech-and-images.py)**: Synchronized narration with images (Custom processors, SyncParallelPipeline)
+- **[06a-image-sync.py](./06a-image-sync.py)**: Dynamic image updates while speaking (Synchronized A/V pipelines)
+- **[09-mirror.py](./09-mirror.py)**: Mirror user's audio and video (Custom frame processors)
+- **[11-sound-effects.py](./11-sound-effects.py)**: Add sounds when bot speaks (Sound playback, Event synchronization)
+- **[23-bot-background-sound.py](./23-bot-background-sound.py)**: Play background audio (SoundfileMixer)
+
+### Vision & Multimodal
+
+- **[12a-describe-video-gemini-flash.py](./12a-describe-video-gemini-flash.py)**: Bot describes user's video (Video input, Multimodal LLMs)
+- **[26c-gemini-live-video.py](./26c-gemini-live-video.py)**: Gemini with video input (Streaming video, Function calls)
+
+### Voice & Language
+
+- **[13-transcription.py](./13-transcription.py)**: Speech transcription demo (STT providers, Real-time transcription)
+- **[15-switch-voices.py](./15-switch-voices.py)**: Dynamic voice/language changing (ParallelPipelines, FunctionFilters)
+- **[25-google-audio-in.py](./25-google-audio-in.py)**: Gemini for speech recognition (Alternative transcription)
+- **[35-pattern-pair-voice-switching.py](./35-pattern-pair-voice-switching.py)**: Dynamic TTS voice switching (XML parsing, PatternPairAggregator)
+- **[36-user-email-gathering.py](./36-user-email-gathering.py)**: Spelling mode for TTS (Confirmation patterns, XML tags)
+
+### Integration Examples
+
+- **[18-gstreamer-filesrc.py](./18-gstreamer-filesrc.py)**: GStreamer video streaming (Video processing)
+- **[19-openai-realtime-beta.py](./19-openai-realtime-beta.py)**: OpenAI Speech-to-Speech (Direct S2S, Function calls)
+- **[21-tavus-layer-tavus-transport.py](./21-tavus-layer-tavus-transport.py)**: Tavus digital twin (Avatar integration)
+- **[27-simli-layer.py](./27-simli-layer.py)**: Simli avatar integration (Video synchronization)
+- **[56-lemonslice-transport.py](./56-lemonslice-transport.py)**: LemonSlice avatar integration (A/V Synced Avatar integration)
+
+### Performance & Optimization
+
+- **[16-gpu-container-local-bot.py](./16-gpu-container-local-bot.py)**: GPU-accelerated local bot (Performance measurement)
+
+## Advanced Usage
+
+### Customizing Network Settings
+
+```bash
+uv run python --host 0.0.0.0 --port 8080
+```
+
+### Troubleshooting
+
+- **No audio/video**: Check browser permissions for microphone and camera
+- **Connection errors**: Verify API keys in `.env` file
+- **Port conflicts**: Use `--port` to change the port
+
+For more examples, visit our the [pipecat-examples repository](https://github.com/pipecat-ai/pipecat-examples).
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diff --git a/examples/foundational/README.md b/examples/foundational/README.md
deleted file mode 100644
index 04e88b7e7..000000000
--- a/examples/foundational/README.md
+++ /dev/null
@@ -1,144 +0,0 @@
-# Pipecat Foundational Examples
-
-This directory contains examples showing how to build voice and multimodal agents with Pipecat. Each example demonstrates specific features, progressing from basic to advanced concepts.
-
-## Setup
-
-1. Follow the [README](https://github.com/pipecat-ai/pipecat/blob/main/README.md#%EF%B8%8F-contributing-to-the-framework) steps to get your local environment configured.
-
- > **Run from root directory**: Make sure you are running the steps from the root directory.
-
- > **Using local audio?**: The `LocalAudioTransport` requires a system dependency for `portaudio`. Install the dependency to use the transport.
-
-2. Copy the [`env.example`](../../env.example) file and add API keys for services you plan to use:
-
- ```bash
- cp env.example .env
- # Edit .env with your API keys
- ```
-
-3. Navigate to the examples directory if you aren't already there:
-
- ```bash
- cd examples/foundational
- ```
-
-4. Run any example:
-
- ```bash
- uv run python 01-say-one-thing.py
- ```
-
-5. Open the web interface at http://localhost:7860/client/ and click "Connect"
-
-## Running examples with other transports
-
-Most examples support running with other transports, like Twilio or Daily.
-
-### Daily
-
-You need to create a Daily account at https://dashboard.daily.co/u/signup. Once signed up, you can create your own room from the dashboard and set the environment variables `DAILY_ROOM_URL` and `DAILY_API_KEY`. Alternatively, you can let the example create a room for you (still needs `DAILY_API_KEY` environment variable). Then, start any example with `-t daily`:
-
-```bash
-uv run 07-interruptible.py -t daily
-```
-
-### Twilio
-
-It is also possible to run the example through a Twilio phone number. You will need to setup a few things:
-
-1. Install and run [ngrok](https://ngrok.com/download).
-
-```bash
-ngrok http 7860
-```
-
-2. Configure your Twilio phone number. One way is to setup a TwiML app and set the request URL to the ngrok URL from step (1). Then, set your phone number to use the new TwiML app.
-
-Then, run the example with:
-
-```bash
-uv run 07-interruptible.py -t twilio -x NGROK_HOST_NAME
-```
-
-## Examples by Feature
-
-### Basics
-
-- **[01-say-one-thing.py](./01-say-one-thing.py)**: Most basic bot that says one phrase and exits (Transport, TTS, Event handlers)
-- **[02-llm-say-one-thing.py](./02-llm-say-one-thing.py)**: Bot generates a response with an LLM (LLM initialization)
-- **[03-still-frame.py](./03-still-frame.py)**: Displays a static image (Video transport, Image service)
-- **[04-transport.py](./04-transport.py)**: Different transport options (WebRTC, Daily, Livekit)
-
-### Conversational AI
-
-- **[07-interruptible.py](./07-interruptible.py)**: Basic voice assistant bot (STT, TTS, LLM, Interruptible speech)
-- **[10-wake-phrase.py](./10-wake-phrase.py)**: Bot activated by wake phrase (WakeCheckFilter)
-- **[22-natural-conversation.py](./22-natural-conversation.py)**: Smart turn detection (Multiple LLMs, Turn management)
-- **[38-smart-turn-fal.py](./38-smart-turn-fal.py)**: ML-based turn detection (Fal service, Local models)
-
-### Common Utilities
-
-- **[17-detect-user-idle.py](./17-detect-user-idle.py)**: Handle inactive users (UserIdleProcessor)
-- **[24-user-mute-strategy.py](./24-user-mute-strategy.py)**: Selectively mute user input (LLMUserAggregator user mute strategies)
-- **[28-transcription-processor.py](./28-transcription-processor.py)**: Record conversation text (TranscriptProcessor)
-- **[30-observer.py](./30-observer.py)**: Access frame data (Custom observers)
-- **[31-heartbeats.py](./31-heartbeats.py)**: Detect idle pipelines (Pipeline monitoring)
-- **[34-audio-recording.py](./34-audio-recording.py)**: Record conversation audio (Composite and track-level recording)
-
-### Advanced LLM Features
-
-- **[14-function-calling.py](./14-function-calling.py)**: Bot with tool usage (Function schemas, Tool registration)
-- **[20a-persistent-context-openai.py](./20a-persistent-context-openai.py)**: Persistent conversation context (Memory management)
-- **[32-gemini-grounding-metadata.py](./32-gemini-grounding-metadata.py)**: Web search capabilities (Google search integration)
-- **[33-gemini-rag.py](./33-gemini-rag.py)**: Retrieval-augmented generation (Data sources, Grounding)
-- **[37-mem0.py](./37-mem0.py)**: Long-term agent memory (Mem0 service integration)
-
-### Media Handling
-
-- **[05-sync-speech-and-images.py](./05-sync-speech-and-images.py)**: Synchronized narration with images (Custom processors, SyncParallelPipeline)
-- **[06a-image-sync.py](./06a-image-sync.py)**: Dynamic image updates while speaking (Synchronized A/V pipelines)
-- **[09-mirror.py](./09-mirror.py)**: Mirror user's audio and video (Custom frame processors)
-- **[11-sound-effects.py](./11-sound-effects.py)**: Add sounds when bot speaks (Sound playback, Event synchronization)
-- **[23-bot-background-sound.py](./23-bot-background-sound.py)**: Play background audio (SoundfileMixer)
-
-### Vision & Multimodal
-
-- **[12a-describe-video-gemini-flash.py](./12a-describe-video-gemini-flash.py)**: Bot describes user's video (Video input, Multimodal LLMs)
-- **[26c-gemini-live-video.py](./26c-gemini-live-video.py)**: Gemini with video input (Streaming video, Function calls)
-
-### Voice & Language
-
-- **[13-transcription.py](./13-transcription.py)**: Speech transcription demo (STT providers, Real-time transcription)
-- **[15-switch-voices.py](./15-switch-voices.py)**: Dynamic voice/language changing (ParallelPipelines, FunctionFilters)
-- **[25-google-audio-in.py](./25-google-audio-in.py)**: Gemini for speech recognition (Alternative transcription)
-- **[35-pattern-pair-voice-switching.py](./35-pattern-pair-voice-switching.py)**: Dynamic TTS voice switching (XML parsing, PatternPairAggregator)
-- **[36-user-email-gathering.py](./36-user-email-gathering.py)**: Spelling mode for TTS (Confirmation patterns, XML tags)
-
-### Integration Examples
-
-- **[18-gstreamer-filesrc.py](./18-gstreamer-filesrc.py)**: GStreamer video streaming (Video processing)
-- **[19-openai-realtime-beta.py](./19-openai-realtime-beta.py)**: OpenAI Speech-to-Speech (Direct S2S, Function calls)
-- **[21-tavus-layer-tavus-transport.py](./21-tavus-layer-tavus-transport.py)**: Tavus digital twin (Avatar integration)
-- **[27-simli-layer.py](./27-simli-layer.py)**: Simli avatar integration (Video synchronization)
-- **[56-lemonslice-transport.py](./56-lemonslice-transport.py)**: LemonSlice avatar integration (A/V Synced Avatar integration)
-
-### Performance & Optimization
-
-- **[16-gpu-container-local-bot.py](./16-gpu-container-local-bot.py)**: GPU-accelerated local bot (Performance measurement)
-
-## Advanced Usage
-
-### Customizing Network Settings
-
-```bash
-uv run python --host 0.0.0.0 --port 8080
-```
-
-### Troubleshooting
-
-- **No audio/video**: Check browser permissions for microphone and camera
-- **Connection errors**: Verify API keys in `.env` file
-- **Port conflicts**: Use `--port` to change the port
-
-For more examples, visit our the [pipecat-examples repository](https://github.com/pipecat-ai/pipecat-examples).
diff --git a/scripts/evals/run-release-evals.py b/scripts/evals/run-release-evals.py
index ea59988ac..92e872ac2 100644
--- a/scripts/evals/run-release-evals.py
+++ b/scripts/evals/run-release-evals.py
@@ -22,7 +22,7 @@ SCRIPT_DIR = Path(__file__).resolve().parent
ASSETS_DIR = SCRIPT_DIR / "assets"
-FOUNDATIONAL_DIR = SCRIPT_DIR.parent.parent / "examples" / "foundational"
+FOUNDATIONAL_DIR = SCRIPT_DIR.parent.parent / "examples"
EVAL_SIMPLE_MATH = EvalConfig(
prompt="A simple math addition.",
diff --git a/src/pipecat/services/settings.py b/src/pipecat/services/settings.py
index a0bf3cd58..54465b041 100644
--- a/src/pipecat/services/settings.py
+++ b/src/pipecat/services/settings.py
@@ -365,7 +365,7 @@ class LLMSettings(ServiceSettings):
seed: Random seed for reproducibility.
filter_incomplete_user_turns: Enable LLM-based turn completion detection
to suppress bot responses when the user was cut off mid-thought.
- See ``examples/foundational/22-filter-incomplete-turns.py`` and
+ See ``examples/22-filter-incomplete-turns.py`` and
``UserTurnCompletionLLMServiceMixin``.
user_turn_completion_config: Configuration for turn completion behavior
when ``filter_incomplete_user_turns`` is enabled. Controls timeouts