diff --git a/src/Directory.packages.props b/src/Directory.packages.props
index a2138ae..c18e98a 100644
--- a/src/Directory.packages.props
+++ b/src/Directory.packages.props
@@ -7,6 +7,7 @@
+
diff --git a/src/StreamShorts.Console/Commands/DefaultCommand.cs b/src/StreamShorts.Console/Commands/DefaultCommand.cs
index 1b5e5a4..62a921a 100644
--- a/src/StreamShorts.Console/Commands/DefaultCommand.cs
+++ b/src/StreamShorts.Console/Commands/DefaultCommand.cs
@@ -4,13 +4,15 @@ internal sealed class DefaultCommand(
IFileSystem fileSystem,
IAnsiConsole console,
IAudioExtractor audioExtractor,
- ITranscriber transcriber
+ ITranscriber transcriber,
+ ITranscriptAnalyzer transcriptAnalyzer
) : AsyncCommand
{
private readonly IFileSystem _fileSystem = fileSystem ?? throw new ArgumentNullException(nameof(fileSystem));
private readonly IAnsiConsole _console = console ?? throw new ArgumentNullException(nameof(console));
private readonly IAudioExtractor _audioExtractor = audioExtractor ?? throw new ArgumentNullException(nameof(audioExtractor));
private readonly ITranscriber _transcriber = transcriber ?? throw new ArgumentNullException(nameof(transcriber));
+ private readonly ITranscriptAnalyzer _transcriptAnalyzer = transcriptAnalyzer ?? throw new ArgumentNullException(nameof(transcriptAnalyzer));
internal class Settings : CommandSettings
{
@@ -79,6 +81,15 @@ internal sealed class DefaultCommand(
_console.MarkupLine($"[blue]Transcription completed[/] [green]successfully![/]");
+ TranscriptAnalysis? analysis = null;
+
+ await _console.Status()
+ .Spinner(Spinner.Known.Dots)
+ .StartAsync("Analyzing transcript...", async ctx =>
+ {
+ analysis = await _transcriptAnalyzer.AnalyzeAsync(transcriptionSegments);
+ });
+
return 0;
}
}
\ No newline at end of file
diff --git a/src/StreamShorts.Console/Program.cs b/src/StreamShorts.Console/Program.cs
index a8b4730..9b74e8d 100644
--- a/src/StreamShorts.Console/Program.cs
+++ b/src/StreamShorts.Console/Program.cs
@@ -38,89 +38,6 @@ finally
await Log.CloseAndFlushAsync();
}
-// // Step 3: Split the wave stream into 2 minute segments
-// waveStream.Position = 0;
-// var segmentDuration = TimeSpan.FromMinutes(2);
-// var segments = new List();
-// using var waveReader = new WaveFileReader(waveStream);
-// var segmentCount = (int)Math.Ceiling(waveReader.TotalTime.TotalMilliseconds / segmentDuration.TotalMilliseconds);
-
-// Directory.CreateDirectory("segments");
-
-// foreach (var i in Enumerable.Range(0, segmentCount))
-// {
-// waveStream.Position = 0;
-// using var segmentWaveReader = new WaveFileReader(waveStream);
-// var segment = segmentWaveReader.ToSampleProvider()
-// .Skip(i * segmentDuration)
-// .Take(segmentDuration);
-// var segmentProvider = segment.ToWaveProvider16();
-// var segmentStream = new MemoryStream();
-// WaveFileWriter.WriteWavFileToStream(segmentStream, segmentProvider);
-// segmentStream.Position = 0;
-// segments.Add(segmentStream);
-// }
-
-// // Step 4: Transcribe each segment using Whisper
-// using var modelMemoryStream = new MemoryStream();
-// var model = await WhisperGgmlDownloader.Default.GetGgmlModelAsync(GgmlType.TinyEn);
-// await model.CopyToAsync(modelMemoryStream);
-// var whisperFactory = WhisperFactory.FromBuffer(modelMemoryStream.ToArray());
-// using var whisperProcessor = whisperFactory.CreateBuilder()
-// .WithLanguage("en")
-// .Build();
-
-// var completeTranscription = new StringBuilder();
-
-// foreach (var (i, segment) in segments.Select((s, index) => (index, s)))
-// {
-// var durationOffset = TimeSpan.FromMilliseconds(i * segmentDuration.TotalMilliseconds);
-// var segmentTranscription = new StringBuilder();
-
-// await foreach (var result in whisperProcessor.ProcessAsync(segment, CancellationToken.None))
-// {
-// var startTime = result.Start + durationOffset;
-// var endTime = result.End + durationOffset;
-// segmentTranscription.AppendLine(CultureInfo.CurrentCulture, $"[{startTime:hh\\:mm\\:ss} - {endTime:hh\\:mm\\:ss}] {result.Text}");
-// }
-
-// completeTranscription.Append(segmentTranscription);
-// }
-
-// // Step 5: Send the transcription to LLM for analysis
-// // TODO: Explore this prompt further...seems break
-// // when transcription is long
-// var prompt = $$"""
-// I need your help to transform my YouTube live stream transcript into engaging YouTube Shorts. Act as my content editor and pinpoint **all potential candidate segments** that are perfect for short-form video. I'm looking for clips that are:
-
-// * **Funny:** Moments that will make viewers laugh.
-// * **Informative:** Sections packed with valuable information or tips.
-// * **Insightful:** Portions offering unique perspectives or 'aha\!' moments.
-
-// For each suggested short, please provide:
-
-// * The **start time** of the initial segment and the **end time** of the final segment. The duration of each short should be no longer than 3 minutes, but **aim for durations between 15 seconds and 60 seconds**. However, the short **must be as long as necessary to capture the complete thought or idea**, even if it means exceeding the target range or extending slightly to capture all necessary dialogue.
-// * A concise **title** that grabs attention.
-// * A brief **description** highlighting the short's content and its appeal.
-// * An **explanation** of why this particular segment is suitable for a YouTube Short, focusing on its potential for discoverability and engagement.
-
-// Please format your response as a JSON array of objects with the following structure:
-
-// ```json
-// {
-// ""title"": ""string"",
-// "start_time": "string",
-// "end_time": "string",
-// "description": "string",
-// "explanation": "string"
-// }
-// ```
-
-// Here is the transcript of my YouTube live stream:
-
-// {{completeTranscription}}
-// """;
-
// if (string.IsNullOrWhiteSpace(apiKey))
// {
// throw new InvalidOperationException("GeminiApiKey is not configured in appsettings.json.");
diff --git a/src/StreamShorts.Console/Usings.cs b/src/StreamShorts.Console/Usings.cs
index 0f992ee..f3aee19 100644
--- a/src/StreamShorts.Console/Usings.cs
+++ b/src/StreamShorts.Console/Usings.cs
@@ -16,4 +16,5 @@ global using Spectre.Console.Cli;
global using StreamShorts.Console.Commands;
global using StreamShorts.Console.Hosting;
global using StreamShorts.Library.Media.Audio;
-global using StreamShorts.Library.Transcription;
\ No newline at end of file
+global using StreamShorts.Library.Transcription;
+global using StreamShorts.Library.Analysis;
\ No newline at end of file
diff --git a/src/StreamShorts.Library/Analysis/GeminiAnalyzer.cs b/src/StreamShorts.Library/Analysis/GeminiAnalyzer.cs
new file mode 100644
index 0000000..6282f83
--- /dev/null
+++ b/src/StreamShorts.Library/Analysis/GeminiAnalyzer.cs
@@ -0,0 +1,88 @@
+using System.Text;
+using System.Text.Json;
+using System.Text.Json.Serialization;
+
+using NAudio.CoreAudioApi;
+
+using StreamShorts.Library.Transcription;
+
+namespace StreamShorts.Library.Analysis;
+
+public sealed class GeminiAnalyzer(
+ IHttpClientFactory httpClientFactory,
+ string apiKey
+) : ITranscriptAnalyzer
+{
+ private readonly IHttpClientFactory _httpClientFactory = httpClientFactory ?? throw new ArgumentNullException(nameof(httpClientFactory));
+ private readonly string _apiKey = apiKey ?? throw new ArgumentNullException(nameof(apiKey));
+
+ public async Task AnalyzeAsync(IEnumerable segments)
+ {
+ using var client = _httpClientFactory.CreateClient();
+ client.Timeout = TimeSpan.FromMinutes(5);
+
+ // TODO: Load prompt from resource file
+ var requestUrl = $"https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent?key={_apiKey}";
+ using var request = new HttpRequestMessage(HttpMethod.Post, requestUrl)
+ {
+ Content = new StringContent(
+ JsonSerializer.Serialize(new
+ {
+ contents = new[]
+ {
+ new
+ {
+ role = "user",
+ parts = new[]
+ {
+ new
+ {
+ text = prompt
+ }
+ },
+ }
+ },
+ generationConfig = new
+ {
+ responseMimeType = "application/json",
+ }
+ }),
+ Encoding.UTF8,
+ "application/json"
+ )
+ };
+ var response = await client.SendAsync(request).ConfigureAwait(false);
+ var responseContent = await response.Content.ReadAsStringAsync().ConfigureAwait(false);
+ var responseJson = JsonSerializer.Deserialize(responseContent);
+ var candidatesText = responseJson?
+ .Candidates?
+ .FirstOrDefault()?
+ .Content
+ .Parts?.FirstOrDefault()?
+ .Text;
+
+ var clips = JsonSerializer.Deserialize>(candidatesText ?? string.Empty);
+ return new TranscriptAnalysis(clips ?? []);
+ }
+}
+
+// TODO: Sort this shit out
+record LLMResponse(
+ [property: JsonPropertyName("candidates")]
+ Candidate[] Candidates
+);
+
+record Candidate(
+ [property: JsonPropertyName("content")]
+ Content Content
+);
+
+record Content(
+ [property: JsonPropertyName("parts")]
+ Part[] Parts
+);
+
+record Part(
+ [property: JsonPropertyName("text")]
+ string Text
+);
diff --git a/src/StreamShorts.Library/Analysis/ITranscriptAnalyzer.cs b/src/StreamShorts.Library/Analysis/ITranscriptAnalyzer.cs
new file mode 100644
index 0000000..f9ce38e
--- /dev/null
+++ b/src/StreamShorts.Library/Analysis/ITranscriptAnalyzer.cs
@@ -0,0 +1,8 @@
+using StreamShorts.Library.Transcription;
+
+namespace StreamShorts.Library.Analysis;
+
+public interface ITranscriptAnalyzer
+{
+ Task AnalyzeAsync(IEnumerable segments);
+}
\ No newline at end of file
diff --git a/src/StreamShorts.Library/Analysis/ShortClip.cs b/src/StreamShorts.Library/Analysis/ShortClip.cs
new file mode 100644
index 0000000..8582caa
--- /dev/null
+++ b/src/StreamShorts.Library/Analysis/ShortClip.cs
@@ -0,0 +1,16 @@
+using System.Text.Json.Serialization;
+
+namespace StreamShorts.Library.Analysis;
+
+public record ShortClip(
+ [property: JsonPropertyName("title")]
+ string Title,
+ [property: JsonPropertyName("description")]
+ string Description,
+ [property: JsonPropertyName("explanation")]
+ string Explanation,
+ [property: JsonPropertyName("start_time")]
+ TimeSpan StartTime,
+ [property: JsonPropertyName("end_time")]
+ TimeSpan EndTime
+);
diff --git a/src/StreamShorts.Library/Analysis/TranscriptAnalysis.cs b/src/StreamShorts.Library/Analysis/TranscriptAnalysis.cs
new file mode 100644
index 0000000..56ead05
--- /dev/null
+++ b/src/StreamShorts.Library/Analysis/TranscriptAnalysis.cs
@@ -0,0 +1,6 @@
+namespace StreamShorts.Library.Analysis;
+
+public class TranscriptAnalysis(IEnumerable shortClips)
+{
+ public IEnumerable ShortClips { get; init; } = shortClips;
+}
\ No newline at end of file
diff --git a/src/StreamShorts.Library/Resources/DefaultAnalysisPrompt.md b/src/StreamShorts.Library/Resources/DefaultAnalysisPrompt.md
new file mode 100644
index 0000000..5c47082
--- /dev/null
+++ b/src/StreamShorts.Library/Resources/DefaultAnalysisPrompt.md
@@ -0,0 +1,28 @@
+I need your help to transform my YouTube live stream transcript into engaging YouTube Shorts. Act as my content editor and pinpoint **all potential candidate segments** that are perfect for short-form video. I'm looking for clips that are:
+
+ - **Funny:** Moments that will make viewers laugh.
+ - **Informative:** Sections packed with valuable information or tips.
+ - **Insightful:** Portions offering unique perspectives or 'aha\!' moments.
+
+For each suggested short, please provide:
+
+ - The **start time** of the initial segment and the **end time** of the final segment. The duration of each short should be no longer than 3 minutes, but **aim for durations between 15 seconds and 60 seconds**. However, the short **must be as long as necessary to capture the complete thought or idea**, even if it means exceeding the target range or extending slightly to capture all necessary dialogue.
+ - A concise **title** that grabs attention.
+ - A brief **description** highlighting the short's content and its appeal.
+ - An **explanation** of why this particular segment is suitable for a YouTube Short, focusing on its potential for discoverability and engagement.
+
+Please format your response as a JSON array of objects with the following structure:
+
+```json
+{
+ "title": "string",
+ "start_time": "string",
+ "end_time": "string",
+ "description": "string",
+ "explanation": "string"
+}
+```
+
+Here is the transcript of my YouTube live stream:
+
+{0}
diff --git a/src/StreamShorts.Library/StreamShorts.Library.csproj b/src/StreamShorts.Library/StreamShorts.Library.csproj
index 97627db..0f0e35d 100644
--- a/src/StreamShorts.Library/StreamShorts.Library.csproj
+++ b/src/StreamShorts.Library/StreamShorts.Library.csproj
@@ -1,6 +1,7 @@
+