diff --git a/analysis/README.md b/analysis/README.md
new file mode 100644
index 0000000..e69de29
diff --git a/analysis/pyproject.toml b/analysis/pyproject.toml
new file mode 100644
index 0000000..73acf93
--- /dev/null
+++ b/analysis/pyproject.toml
@@ -0,0 +1,9 @@
+[project]
+name = "analysis"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.11"
+dependencies = [
+    "mlx-lm>=0.20.4",
+]
diff --git a/pyproject.toml b/pyproject.toml
index 6134ea0..8b8500c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,7 +19,7 @@ requires = [ "hatchling",]
 build-backend = "hatchling.build"
 
 [tool.uv.workspace]
-members = ["tools"]
+members = ["tools", "analysis"]
 
 [project.scripts]
 video-editor-mcp = "video_editor_mcp:main"
diff --git a/tools/edit.sh b/tools/edit.sh
new file mode 100644
index 0000000..9d3a855
--- /dev/null
+++ b/tools/edit.sh
@@ -0,0 +1,26 @@
+# Get the highest resolution from all input files
+max_width=0
+max_height=0
+
+while IFS= read -r line; do
+    if [[ $line =~ ^file ]]; then
+        file=$(echo "$line" | cut -d "'" -f 2)
+        dims=$(ffprobe -v error -select_streams v:0 -show_entries stream=width,height -of csv=s=x:p=0 "$file")
+        width=$(echo $dims | cut -d "x" -f 1)
+        height=$(echo $dims | cut -d "x" -f 2)
+        
+        if [ $width -gt $max_width ]; then
+            max_width=$width
+        fi
+        if [ $height -gt $max_height ]; then
+            max_height=$height
+        fi
+    fi
+done < videos.txt
+
+# Use the detected dimensions in the FFmpeg command
+ffmpeg -f concat -safe 0 -i videos.txt \
+  -vf "fps=30,scale=${max_width}:${max_height}:force_original_aspect_ratio=decrease,pad=${max_width}:${max_height}:(ow-iw)/2:(oh-ih)/2" \
+  -c:v h264_videotoolbox -b:v 8M \
+  -c:a aresample=async=1000 -ar 48000 \
+  output.mp4
\ No newline at end of file
diff --git a/tools/pyproject.toml b/tools/pyproject.toml
index c76cf9a..8f16992 100644
--- a/tools/pyproject.toml
+++ b/tools/pyproject.toml
@@ -4,7 +4,9 @@ version = "0.1.0"
 description = "Add your description here"
 readme = "README.md"
 requires-python = ">=3.11"
-dependencies = []
+dependencies = [
+    "requests>=2.32.3",
+]
 
 [[project.authors]]
 name = "Kirk Kaiser"
diff --git a/tools/src/viewer/progress b/tools/src/viewer/progress
new file mode 100755
index 0000000..f869fca
Binary files /dev/null and b/tools/src/viewer/progress differ
diff --git a/tools/src/viewer/progress.swift b/tools/src/viewer/progress.swift
new file mode 100644
index 0000000..3d4c202
--- /dev/null
+++ b/tools/src/viewer/progress.swift
@@ -0,0 +1,207 @@
+import AppKit
+import Foundation
+
+class SSEEvent {
+    let timestamp: Date
+    let message: String
+    
+    init(timestamp: Date = Date(), message: String) {
+        self.timestamp = timestamp
+        self.message = message
+    }
+}
+
+class SSEClient {
+    var events: [SSEEvent] = []
+    var isConnected = false
+    var statusMessage = "Not connected"
+    var onEventReceived: ((SSEEvent) -> Void)?
+    var onStatusChanged: ((String) -> Void)?
+    
+    private var urlSession: URLSession?
+    private var eventSource: URLSessionDataTask?
+    private var buffer = ""
+    
+    func connect(to urlString: String) {
+        guard let url = URL(string: urlString) else {
+            addEvent("Invalid URL")
+            return
+        }
+        
+        disconnect()
+        
+        let configuration = URLSessionConfiguration.default
+        configuration.timeoutIntervalForRequest = TimeInterval(Float.infinity)
+        urlSession = URLSession(configuration: configuration)
+        
+        var request = URLRequest(url: url)
+        request.setValue("text/event-stream", forHTTPHeaderField: "Accept")
+        
+        eventSource = urlSession?.dataTask(with: request) { [weak self] data, response, error in
+            if let error = error {
+                DispatchQueue.main.async {
+                    self?.addEvent("Error: \(error.localizedDescription)")
+                    self?.disconnect()
+                }
+                return
+            }
+            
+            if let data = data, let text = String(data: data, encoding: .utf8) {
+                self?.processSSEData(text)
+            }
+        }
+        
+        isConnected = true
+        updateStatus("Connected to \(urlString)")
+        eventSource?.resume()
+    }
+    
+    func disconnect() {
+        eventSource?.cancel()
+        eventSource = nil
+        urlSession?.invalidateAndCancel()
+        urlSession = nil
+        
+        isConnected = false
+        updateStatus("Disconnected")
+    }
+    
+    private func processSSEData(_ text: String) {
+        buffer += text
+        
+        while let lineEnd = buffer.range(of: "\n") {
+            let line = String(buffer[..<lineEnd.lowerBound])
+            buffer.removeSubrange(..<lineEnd.upperBound)
+            
+            if line.hasPrefix("data:") {
+                let data = String(line.dropFirst(5)).trimmingCharacters(in: .whitespaces)
+                DispatchQueue.main.async {
+                    self.addEvent(data)
+                }
+            }
+        }
+    }
+    
+    private func addEvent(_ message: String) {
+        let event = SSEEvent(message: message)
+        events.append(event)
+        onEventReceived?(event)
+    }
+    
+    private func updateStatus(_ message: String) {
+        statusMessage = message
+        onStatusChanged?(message)
+    }
+}
+
+class MainWindowController: NSWindowController {
+    let sseClient = SSEClient()
+    let urlField = NSTextField()
+    let connectButton = NSButton()
+    let textView = NSTextView()
+    let statusLabel = NSTextField()
+    
+    convenience init() {
+        let window = NSWindow(
+            contentRect: NSRect(x: 0, y: 0, width: 600, height: 400),
+            styleMask: [.titled, .closable, .miniaturizable, .resizable],
+            backing: .buffered,
+            defer: false
+        )
+        window.title = "SSE Event Tracker"
+        window.setFrameAutosaveName("Main Window")
+        
+        self.init(window: window)
+        
+        window.delegate = self
+        setupUI()
+        setupSSEClient()
+    }
+    
+    private func setupUI() {
+        guard let contentView = window?.contentView else { return }
+        
+        // URL input and connect button
+        urlField.stringValue = "http://localhost:5000/events"
+        urlField.frame = NSRect(x: 20, y: 350, width: 400, height: 24)
+        urlField.placeholderString = "SSE URL"
+        contentView.addSubview(urlField)
+        
+        connectButton.title = "Connect"
+        connectButton.bezelStyle = .rounded
+        connectButton.frame = NSRect(x: 430, y: 350, width: 100, height: 24)
+        connectButton.target = self
+        connectButton.action = #selector(toggleConnection)
+        contentView.addSubview(connectButton)
+        
+        // Text view for events
+        let scrollView = NSScrollView(frame: NSRect(x: 20, y: 40, width: 560, height: 280))
+        scrollView.hasVerticalScroller = true
+        scrollView.hasHorizontalScroller = false
+        scrollView.autoresizingMask = [.width, .height]
+        
+        textView.frame = scrollView.bounds
+        textView.autoresizingMask = [.width, .height]
+        textView.isEditable = false
+        textView.font = NSFont.monospacedSystemFont(ofSize: 12, weight: .regular)
+        
+        scrollView.documentView = textView
+        contentView.addSubview(scrollView)
+        
+        // Status label
+        statusLabel.stringValue = "Not connected"
+        statusLabel.isEditable = false
+        statusLabel.isBezeled = false
+        statusLabel.drawsBackground = false
+        statusLabel.frame = NSRect(x: 20, y: 10, width: 560, height: 20)
+        contentView.addSubview(statusLabel)
+    }
+    
+    private func setupSSEClient() {
+        sseClient.onEventReceived = { [weak self] event in
+            let timestamp = DateFormatter.localizedString(from: event.timestamp, dateStyle: .none, timeStyle: .medium)
+            let text = "[\(timestamp)] \(event.message)\n"
+            self?.textView.string += text
+            self?.textView.scrollToEndOfDocument(nil)
+        }
+        
+        sseClient.onStatusChanged = { [weak self] status in
+            self?.statusLabel.stringValue = status
+            self?.connectButton.title = self?.sseClient.isConnected == true ? "Disconnect" : "Connect"
+        }
+    }
+    
+    @objc private func toggleConnection() {
+        if sseClient.isConnected {
+            sseClient.disconnect()
+        } else {
+            sseClient.connect(to: urlField.stringValue)
+        }
+    }
+}
+
+extension MainWindowController: NSWindowDelegate {
+    func windowWillClose(_ notification: Notification) {
+        NSApplication.shared.terminate(self)
+    }
+}
+
+class AppDelegate: NSObject, NSApplicationDelegate {
+    var mainWindowController: MainWindowController?
+    
+    func applicationDidFinishLaunching(_ notification: Notification) {
+        mainWindowController = MainWindowController()
+        mainWindowController?.window?.center()
+        mainWindowController?.showWindow(nil)
+    }
+    
+    func applicationShouldTerminateAfterLastWindowClosed(_ sender: NSApplication) -> Bool {
+        return true
+    }
+}
+
+// Main entry point
+let app = NSApplication.shared
+let delegate = AppDelegate()
+app.delegate = delegate
+app.run()
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
index b5ee0fb..f4741ea 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3,10 +3,22 @@ requires-python = ">=3.11"
 
 [manifest]
 members = [
+    "analysis",
     "video-editor-mcp",
     "viewer",
 ]
 
+[[package]]
+name = "analysis"
+version = "0.1.0"
+source = { virtual = "analysis" }
+dependencies = [
+    { name = "mlx-lm" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "mlx-lm", specifier = ">=0.20.4" }]
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -113,6 +125,24 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335 },
 ]
 
+[[package]]
+name = "filelock"
+version = "3.16.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/9d/db/3ef5bb276dae18d6ec2124224403d1d67bccdbefc17af4cc8f553e341ab1/filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435", size = 18037 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b9/f8/feced7779d755758a52d1f6635d990b8d98dc0a29fa568bbe0625f18fdf3/filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0", size = 16163 },
+]
+
+[[package]]
+name = "fsspec"
+version = "2024.12.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/11/de70dee31455c546fbc88301971ec03c328f3d1138cfba14263f651e9551/fsspec-2024.12.0.tar.gz", hash = "sha256:670700c977ed2fb51e0d9f9253177ed20cbde4a3e5c0283cc5385b5870c8533f", size = 291600 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/de/86/5486b0188d08aa643e127774a99bac51ffa6cf343e3deb0583956dca5b22/fsspec-2024.12.0-py3-none-any.whl", hash = "sha256:b520aed47ad9804237ff878b504267a3b0b441e97508bd6d2d8774e3db85cee2", size = 183862 },
+]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -160,6 +190,24 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e1/9b/a181f281f65d776426002f330c31849b86b31fc9d848db62e16f03ff739f/httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f", size = 7819 },
 ]
 
+[[package]]
+name = "huggingface-hub"
+version = "0.27.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "filelock" },
+    { name = "fsspec" },
+    { name = "packaging" },
+    { name = "pyyaml" },
+    { name = "requests" },
+    { name = "tqdm" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/36/c6/e3709b61de8e7832dbe19f0d9637e81356cede733d99359fbce125423774/huggingface_hub-0.27.0.tar.gz", hash = "sha256:902cce1a1be5739f5589e560198a65a8edcfd3b830b1666f36e4b961f0454fac", size = 379286 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/61/8c/fbdc0a88a622d9fa54e132d7bf3ee03ec602758658a2db5b339a65be2cfe/huggingface_hub-0.27.0-py3-none-any.whl", hash = "sha256:8f2e834517f1f1ddf1ecc716f91b120d7333011b7485f665a9a412eacb1a2a81", size = 450537 },
+]
+
 [[package]]
 name = "idna"
 version = "3.10"
@@ -169,6 +217,66 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442 },
 ]
 
+[[package]]
+name = "jinja2"
+version = "3.1.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "markupsafe" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ed/55/39036716d19cab0747a5020fc7e907f362fbf48c984b14e62127f7e68e5d/jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369", size = 240245 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/31/80/3a54838c3fb461f6fec263ebf3a3a41771bd05190238de3486aae8540c36/jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d", size = 133271 },
+]
+
+[[package]]
+name = "markupsafe"
+version = "3.0.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b2/97/5d42485e71dfc078108a86d6de8fa46db44a1a9295e89c5d6d4a06e23a62/markupsafe-3.0.2.tar.gz", hash = "sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0", size = 20537 }
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