diff --git a/.gitmodules b/.gitmodules
index cfa2b86..e69de29 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -1,3 +0,0 @@
-[submodule "examples/bmeg-dictionary"]
-	path = examples/bmeg-dictionary
-	url = https://github.com/bmeg/bmeg-dictionary.git
diff --git a/README.md b/README.md
index 9e79793..8074cfe 100644
--- a/README.md
+++ b/README.md
@@ -18,10 +18,9 @@ name: census_2010
 
 params:
   census: 
-    type: File
+    type: file
     default: ../data/census_2010_byzip.json
   date: 
-    type: string
     default: "2010-01-01"
   schema: 
     type: path
@@ -37,6 +36,9 @@ outputs:
     json:
       path: census_data.ndjson
 
+outputs:
+
+
 pipelines:
   transform:
     - from: censusData
diff --git a/cmd/root.go b/cmd/root.go
index d23161c..25e0bb2 100644
--- a/cmd/root.go
+++ b/cmd/root.go
@@ -5,6 +5,7 @@ import (
 
 	"github.com/bmeg/sifter/cmd/inspect"
 	"github.com/bmeg/sifter/cmd/run"
+	"github.com/bmeg/sifter/cmd/web"
 	"github.com/spf13/cobra"
 )
 
@@ -18,6 +19,7 @@ var RootCmd = &cobra.Command{
 func init() {
 	RootCmd.AddCommand(run.Cmd)
 	RootCmd.AddCommand(inspect.Cmd)
+	RootCmd.AddCommand(web.Cmd)
 }
 
 var genBashCompletionCmd = &cobra.Command{
diff --git a/cmd/run/main.go b/cmd/run/main.go
index 8b3f016..cbab677 100644
--- a/cmd/run/main.go
+++ b/cmd/run/main.go
@@ -14,6 +14,8 @@ var outDir string = ""
 var paramsFile string = ""
 var verbose bool = false
 var cmdParams map[string]string
+var captureDir string = ""
+var captureLimit int = 10
 
 // Cmd is the declaration of the command line
 var Cmd = &cobra.Command{
@@ -46,11 +48,11 @@ var Cmd = &cobra.Command{
 				}
 				pb := playbook.Playbook{}
 				playbook.ParseBytes(yaml, "./playbook.yaml", &pb)
-				if err := Execute(pb, "./", "./", outDir, params); err != nil {
+				if err := Execute(pb, "./", "./", outDir, params, captureDir, captureLimit); err != nil {
 					return err
 				}
 			} else {
-				if err := ExecuteFile(playFile, "./", outDir, params); err != nil {
+				if err := ExecuteFile(playFile, "./", outDir, params, captureDir, captureLimit); err != nil {
 					return err
 				}
 			}
@@ -65,4 +67,7 @@ func init() {
 	flags.BoolVarP(&verbose, "verbose", "v", verbose, "Verbose logging")
 	flags.StringToStringVarP(&cmdParams, "param", "p", cmdParams, "Parameter variable")
 	flags.StringVarP(&paramsFile, "params-file", "f", paramsFile, "Parameter file")
+	flags.StringVarP(&captureDir, "capture-dir", "d", "", "Directory for capture files (default: None)")
+	flags.IntVarP(&captureLimit, "capture-limit", "l", 10, "Max records to capture per step (0 = unlimited)")
+	flags.StringVarP(&outDir, "output", "o", outDir, "Output directory for playbook results (default: current directory or value specified in playbook)")
 }
diff --git a/cmd/run/run.go b/cmd/run/run.go
index 42651b2..0c491e0 100644
--- a/cmd/run/run.go
+++ b/cmd/run/run.go
@@ -1,6 +1,7 @@
 package run
 
 import (
+	"fmt"
 	"os"
 	"path/filepath"
 
@@ -9,7 +10,7 @@ import (
 	"github.com/bmeg/sifter/task"
 )
 
-func ExecuteFile(playFile string, workDir string, outDir string, inputs map[string]string) error {
+func ExecuteFile(playFile string, workDir string, outDir string, inputs map[string]string, debugDir string, debugLimit int) error {
 	logger.Info("Starting", "playFile", playFile)
 	pb := playbook.Playbook{}
 	if err := playbook.ParseFile(playFile, &pb); err != nil {
@@ -19,10 +20,10 @@ func ExecuteFile(playFile string, workDir string, outDir string, inputs map[stri
 	a, _ := filepath.Abs(playFile)
 	baseDir := filepath.Dir(a)
 	logger.Debug("parsed file", "baseDir", baseDir, "playbook", pb)
-	return Execute(pb, baseDir, workDir, outDir, inputs)
+	return Execute(pb, baseDir, workDir, outDir, inputs, debugDir, debugLimit)
 }
 
-func Execute(pb playbook.Playbook, baseDir string, workDir string, outDir string, params map[string]string) error {
+func Execute(pb playbook.Playbook, baseDir string, workDir string, outDir string, params map[string]string, debugDir string, debugLimit int) error {
 
 	if outDir == "" {
 		outDir = pb.GetDefaultOutDir()
@@ -32,6 +33,32 @@ func Execute(pb playbook.Playbook, baseDir string, workDir string, outDir string
 		os.MkdirAll(outDir, 0777)
 	}
 
+	// Setup debug capture directory if enabled
+	// Enable if: user explicitly set dir, OR user changed limit from default
+	enableDebug := debugDir != "" || (debugLimit != 10)
+	if enableDebug {
+		if debugDir == "" {
+			debugDir = filepath.Join(workDir, "debug-capture")
+		} else if !filepath.IsAbs(debugDir) {
+			debugDir = filepath.Join(workDir, debugDir)
+		}
+		if info, err := os.Stat(debugDir); err != nil {
+			if os.IsNotExist(err) {
+				if mkErr := os.MkdirAll(debugDir, 0777); mkErr != nil {
+					logger.Error("Failed to create debug directory", "error", mkErr)
+					return mkErr
+				}
+			} else {
+				logger.Error("Failed to access debug directory", "path", debugDir, "error", err)
+				return err
+			}
+		} else if !info.IsDir() {
+			logger.Error("Debug path exists but is not a directory", "path", debugDir)
+			return fmt.Errorf("debug path %s exists but is not a directory", debugDir)
+		}
+		logger.Info("Debug capture enabled", "dir", debugDir, "limit", debugLimit)
+	}
+
 	nInputs, err := pb.PrepConfig(params, workDir)
 	if err != nil {
 		return err
@@ -39,6 +66,6 @@ func Execute(pb playbook.Playbook, baseDir string, workDir string, outDir string
 	logger.Debug("Running", "outDir", outDir)
 
 	t := task.NewTask(pb.Name, baseDir, workDir, outDir, nInputs)
-	err = pb.Execute(t)
+	err = pb.ExecuteWithCapture(t, debugDir, debugLimit)
 	return err
 }
diff --git a/cmd/web/main.go b/cmd/web/main.go
new file mode 100644
index 0000000..4a4e9b9
--- /dev/null
+++ b/cmd/web/main.go
@@ -0,0 +1,183 @@
+package web
+
+import (
+	"embed"
+	"encoding/json"
+	"fmt"
+	"io/fs"
+	"log"
+	"net/http"
+	"os"
+	"path/filepath"
+	"sort"
+	"strings"
+
+	"sigs.k8s.io/yaml"
+
+	"github.com/spf13/cobra"
+)
+
+//go:embed static/*
+var staticFS embed.FS
+
+var playbookDir string
+var siteDir string
+var port string = "8081"
+
+// Cmd is the declaration of the command line
+var Cmd = &cobra.Command{
+	Use:   "web <script>",
+	Short: "View sifter script in browser",
+	Args:  cobra.MinimumNArgs(1),
+	RunE: func(cmd *cobra.Command, args []string) error {
+
+		playbookDir = args[0]
+
+		var httpFS http.FileSystem
+
+		if siteDir == "" {
+			// Serve embedded static files
+			staticFiles, err := fs.Sub(staticFS, "static")
+			if err != nil {
+				log.Fatalf("failed to create sub FS: %v", err)
+			}
+			httpFS = http.FS(staticFiles)
+		} else {
+			httpFS = http.Dir(siteDir)
+		}
+		http.Handle("/", http.FileServer(httpFS))
+
+		// API endpoints
+		ph := playbookHandler{playbookDir}
+		http.HandleFunc("/api/files", ph.listFilesHandler)
+		http.HandleFunc("/api/playbook", ph.getPlaybookHandler)
+
+		fmt.Printf("Server listening on http://localhost:%s\n", port)
+		log.Fatal(http.ListenAndServe(":"+port, nil))
+
+		return nil
+	},
+}
+
+type playbookHandler struct {
+	baseDir string
+}
+
+type fileTreeNode struct {
+	Name     string         `json:"name"`
+	Path     string         `json:"path"`
+	IsDir    bool           `json:"isDir"`
+	Children []fileTreeNode `json:"children,omitempty"`
+}
+
+func buildFileTree(absDir string, relativeDir string) ([]fileTreeNode, error) {
+	entries, err := os.ReadDir(absDir)
+	if err != nil {
+		return nil, err
+	}
+
+	sort.Slice(entries, func(i, j int) bool {
+		if entries[i].IsDir() != entries[j].IsDir() {
+			return entries[i].IsDir()
+		}
+		return entries[i].Name() < entries[j].Name()
+	})
+
+	nodes := make([]fileTreeNode, 0, len(entries))
+	for _, entry := range entries {
+		entryRelPath := filepath.Join(relativeDir, entry.Name())
+		node := fileTreeNode{
+			Name:  entry.Name(),
+			Path:  filepath.ToSlash(entryRelPath),
+			IsDir: entry.IsDir(),
+		}
+
+		if entry.IsDir() {
+			children, err := buildFileTree(filepath.Join(absDir, entry.Name()), entryRelPath)
+			if err != nil {
+				return nil, err
+			}
+			node.Children = children
+		}
+
+		nodes = append(nodes, node)
+	}
+
+	return nodes, nil
+}
+
+func (ph *playbookHandler) listFilesHandler(w http.ResponseWriter, r *http.Request) {
+	basePath, err := filepath.Abs(ph.baseDir)
+	if err != nil {
+		http.Error(w, "failed to resolve playbook directory", http.StatusInternalServerError)
+		return
+	}
+
+	entries, err := buildFileTree(basePath, "")
+
+	if err != nil {
+		http.Error(w, "failed to read playbook directory", http.StatusInternalServerError)
+		return
+	}
+	w.Header().Set("Content-Type", "application/json")
+	json.NewEncoder(w).Encode(entries)
+}
+
+func (ph *playbookHandler) getPlaybookHandler(w http.ResponseWriter, r *http.Request) {
+	name := r.URL.Query().Get("name")
+	if name == "" {
+		http.Error(w, "missing name parameter", http.StatusBadRequest)
+		return
+	}
+
+	// Allow nested relative paths while preventing traversal and absolute paths.
+	cleanName := filepath.Clean(name)
+	if cleanName == "." || strings.HasPrefix(cleanName, "..") || filepath.IsAbs(cleanName) {
+		http.Error(w, "invalid playbook name", http.StatusBadRequest)
+		return
+	}
+
+	baseAbsPath, err := filepath.Abs(ph.baseDir)
+	if err != nil {
+		http.Error(w, "failed to resolve playbook directory", http.StatusInternalServerError)
+		return
+	}
+
+	path := filepath.Join(ph.baseDir, cleanName)
+	targetAbsPath, err := filepath.Abs(path)
+	if err != nil {
+		http.Error(w, "invalid playbook path", http.StatusBadRequest)
+		return
+	}
+
+	basePrefix := baseAbsPath + string(os.PathSeparator)
+	if targetAbsPath != baseAbsPath && !strings.HasPrefix(targetAbsPath, basePrefix) {
+		http.Error(w, "invalid playbook name", http.StatusBadRequest)
+		return
+	}
+
+	content, err := os.ReadFile(path)
+	if err != nil {
+		http.Error(w, "playbook not found", http.StatusNotFound)
+		return
+	}
+	format := r.URL.Query().Get("format")
+	if format == "json" {
+		jsonBytes, err := yaml.YAMLToJSON(content)
+		if err != nil {
+			http.Error(w, "failed to convert yaml to json", http.StatusInternalServerError)
+			return
+		}
+		w.Header().Set("Content-Type", "application/json")
+		w.Write(jsonBytes)
+		return
+	}
+	w.Header().Set("Content-Type", "text/plain")
+	w.Write(content)
+}
+
+func init() {
+	flags := Cmd.Flags()
+	flags.StringVarP(&siteDir, "site-dir", "s", siteDir, "Serve Custom site dir")
+	flags.StringVarP(&port, "port", "p", port, "Port to listen on")
+}
diff --git a/cmd/web/static/app.js b/cmd/web/static/app.js
new file mode 100644
index 0000000..a99ee4e
--- /dev/null
+++ b/cmd/web/static/app.js
@@ -0,0 +1,33 @@
+document.addEventListener('DOMContentLoaded', () => {
+    const listEl = document.getElementById('playbook-list');
+    const contentEl = document.getElementById('playbook-content');
+
+    // Fetch list of playbooks
+    fetch('/api/playbooks')
+        .then(res => res.json())
+        .then(playbooks => {
+            playbooks.forEach(name => {
+                const li = document.createElement('li');
+                li.textContent = name;
+                li.addEventListener('click', () => loadPlaybook(name, li));
+                listEl.appendChild(li);
+            });
+        })
+        .catch(err => console.error('Failed to load playbook list', err));
+
+    function loadPlaybook(name, element) {
+        // Highlight selected
+        Array.from(listEl.children).forEach(child => child.classList.remove('selected'));
+        element.classList.add('selected');
+        fetch(`/api/playbook?name=${encodeURIComponent(name)}`)
+            .then(res => {
+                if (!res.ok) throw new Error('Playbook not found');
+                return res.text();
+            })
+            .then(text => {
+                contentEl.textContent = text;
+                hljs.highlightElement(contentEl);
+            })
+            .catch(err => console.error('Failed to load playbook', err));
+    }
+});
diff --git a/cmd/web/static/index.html b/cmd/web/static/index.html
new file mode 100644
index 0000000..e064503
--- /dev/null
+++ b/cmd/web/static/index.html
@@ -0,0 +1,29 @@
+<!DOCTYPE html>
+<html lang="en">
+
+<head>
+    <meta charset="UTF-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>Sifter Playbook Viewer</title>
+    <link rel="stylesheet" href="style.css" />
+    <link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;600&display=swap" rel="stylesheet" />
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/highlight.min.js"></script>
+    <link rel="stylesheet"
+        href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/styles/github-dark.min.css" />
+</head>
+
+<body>
+    <div class="container">
+        <aside class="sidebar">
+            <h1>Sifter Playbooks</h1>
+            <ul id="playbook-list"></ul>
+        </aside>
+        <main class="content">
+            <pre><code id="playbook-content" class="yaml"></code></pre>
+        </main>
+    </div>
+    <script src="app.js"></script>
+    <script>hljs.highlightAll();</script>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/cmd/web/static/style.css b/cmd/web/static/style.css
new file mode 100644
index 0000000..5312646
--- /dev/null
+++ b/cmd/web/static/style.css
@@ -0,0 +1,89 @@
+/* Premium dark theme with glassmorphism and smooth gradients */
+:root {
+  --font-family: 'Inter', sans-serif;
+  --bg-gradient: linear-gradient(135deg, #1e1e2f, #2a2a3d);
+  --sidebar-bg: rgba(255, 255, 255, 0.08);
+  --content-bg: rgba(255, 255, 255, 0.04);
+  --text-color: #e0e0e0;
+  --accent-color: #4f9bff;
+}
+
+* {
+  box-sizing: border-box;
+  margin: 0;
+  padding: 0;
+}
+
+body {
+  font-family: var(--font-family);
+  background: var(--bg-gradient);
+  color: var(--text-color);
+  height: 100vh;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+}
+
+.container {
+  display: flex;
+  width: 90vw;
+  height: 80vh;
+  backdrop-filter: blur(12px);
+  border-radius: 12px;
+  overflow: hidden;
+  box-shadow: 0 8px 32px rgba(0,0,0,0.6);
+}
+
+.sidebar {
+  flex: 0 0 250px;
+  background: var(--sidebar-bg);
+  padding: 20px;
+  overflow-y: auto;
+}
+
+.sidebar h1 {
+  font-size: 1.4rem;
+  margin-bottom: 1rem;
+  color: var(--accent-color);
+}
+
+.sidebar ul {
+  list-style: none;
+}
+
+.sidebar li {
+  margin: 8px 0;
+  cursor: pointer;
+  padding: 6px 10px;
+  border-radius: 6px;
+  transition: background 0.2s, transform 0.1s;
+}
+
+.sidebar li:hover {
+  background: rgba(255,255,255,0.1);
+  transform: translateX(4px);
+}
+
+.content {
+  flex: 1;
+  background: var(--content-bg);
+  padding: 20px;
+  overflow-y: auto;
+}
+
+pre {
+  margin: 0;
+  height: 100%;
+  overflow: auto;
+}
+
+code {
+  font-family: 'Source Code Pro', monospace;
+  font-size: 0.9rem;
+}
+
+@media (max-width: 768px) {
+  .container { flex-direction: column; height: auto; }
+  .sidebar { flex: none; width: 100%; }
+  .content { flex: none; height: 60vh; }
+}
diff --git a/examples/Makefile b/examples/Makefile
deleted file mode 100644
index b9128fd..0000000
--- a/examples/Makefile
+++ /dev/null
@@ -1,10 +0,0 @@
-
-cbio-example: out/gene.table.table.gz
-	sifter run cbio.yaml --inputs tar=chol_tcga_pan_can_atlas_2018.tar.gz,geneTable=out/gene.table.table.gz
-
-out/gene.table.table.gz:
-	sifter run gene-table.yaml
-
-
-chol_tcga_pan_can_atlas_2018.tar.gz:
-	curl -O http://download.cbioportal.org/chol_tcga_pan_can_atlas_2018.tar.gz
diff --git a/examples/bmeg-dictionary b/examples/bmeg-dictionary
deleted file mode 160000
index 6edc8d8..0000000
--- a/examples/bmeg-dictionary
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit 6edc8d805d08f3230d63660a7cbb1166410c6377
diff --git a/examples/cbio.yaml b/examples/cbio.yaml
deleted file mode 100644
index ea36b31..0000000
--- a/examples/cbio.yaml
+++ /dev/null
@@ -1,144 +0,0 @@
-
-class: sifter
-name: CBioPortal
-
-params:
-  tar: ""
-  geneTable: ""
-  schema: bmeg-dictionary/gdcdictionary/schemas
-
-inputs:
-  untar:
-    plugin:
-      commandLine: tar -xzf {{params.tar}}
-  
-  patientReader:
-    tableLoad:
-      input: data_clinical_patient.txt
-  
-  sampleReader:
-    tableLoad:
-      input: data_clinical_sample.txt
-
-  rnaReader:
-    transposeLoad:
-      input: data_RNA_Seq_expression_median.txt
-      rowSkip: 1
-
-  mutationReader:
-    tableLoad:
-      input: data_mutations_extended.txt
-
-pipelines:
-  cases:
-    - from: patientReader
-    - project:
-        mapping:
-          id: "{{row.PATIENT_ID}}"
-          submitter_id: "{{row.PATIENT_ID}}"
-          type: "case"
-          experiments:
-            submitter_id: "TCGA"
-    - objectValidate:
-        title: Case
-        schema: "{{params.schema}}"
-    - emit:
-        name: case
-
-  samples:
-    - from: sampleReader
-    - project:
-        mapping:
-          id: "{{row.SAMPLE_ID}}"
-          submitter_id: "{{row.SAMPLE_ID}}"
-          cases:
-            submitter_id: "{{row.PATIENT_ID}}"
-          type: "sample"
-    - objectValidate:
-        title: Sample
-        schema: "{{params.schema}}"
-    - emit:
-        name: sample
-
-  aliquots:
-    - from: sampleReader
-    - project:
-        mapping:
-          id: "{{row.SAMPLE_ID}}-0000"
-          submitter_id: "{{row.SAMPLE_ID}}-0000"
-          samples:
-            submitter_id: "{{row.SAMPLE_ID}}"
-          type: "aliquot"
-    - objectValidate:
-        title: Aliquot
-        schema: "{{params.schema}}"
-    - emit:
-        name: aliquot
-
-  gene_expression:
-    - from: rnaReader
-    - project:
-        mapping:
-          id: "gexp:{{row.Entrez_Gene_Id}}"
-          aliquot_id: "{{row.Entrez_Gene_Id}}-0000"
-    - lookup:
-        tsv:
-          input: "{{params.geneTable}}"
-        lookup: "{{row.Entrez_Gene_Id}}"
-    - map:
-        method: nodeMap
-        python: |
-          def nodeMap(x):
-            values = {}
-            for k, v in x.items():
-              if k not in ["id", "aliquot_id", "Entrez_Gene_Id"]:
-                values[k] = v
-            return {
-              "id": x["id"],
-              "aliquot_id": x["aliquot_id"],
-              "metric": "OTHER",
-              "values": values
-            }
-    - emit:
-        name: gene_expression
-
-  mutations:
-    - from: mutationReader
-    - map:
-        method: alleleID
-        python: |
-          import hashlib
-          def alleleID(row):
-            s = "GRCh37" + row["Chromosome"] + str(row["Start_Position"]) + str(row["End_Position"]) + row["Reference_Allele"] + row["Tumor_Seq_Allele1"]
-            row["allele_id"] = "Allele:" + hashlib.sha1(s.encode()).hexdigest()
-            return row
-    - project:
-        mapping:
-          aliquot: "{{row.Tumor_Sample_Barcode}}-0000"
-          ref: "{{row.Reference_Allele}}"
-          alt: "{{row.Tumor_Seq_Allele1}}"
-          ensembl_transcript: "{{row.Transcript_ID}}"
-    - objectValidate:
-        title: SomaticVariant
-        schema: "{{params.schema}}"
-    - emit:
-        name: somatic_variant
-    
-  alleles:
-    - from: mutationReader 
-    - project:
-        mapping:
-          genome: "{{row.NCBI_Build}}"
-          chromosome: "{{row.Chromosome}}"
-          start: "{{row.Start_Position}}"
-          end: "{{row.End_Position}}"
-          strand: "{{row.Strand}}"
-          reference_bases: "{{row.Reference_Allele}}"
-          alternate_bases: "{{row.Tumor_Seq_Allele1}}"
-          hugo_symbol: "{{row.Hugo_Symbol}}"
-          effect: "{{row.Variant_Classification}}"
-    - objectValidate:
-        title: Allele
-        schema: "{{params.schema}}"
-    - emit:
-        name: allele
diff --git a/examples/gdc-convert.yaml b/examples/gdc-convert.yaml
deleted file mode 100644
index c5c16ee..0000000
--- a/examples/gdc-convert.yaml
+++ /dev/null
@@ -1,98 +0,0 @@
-
-
-class: sifter
-name: GDCConvert
-
-params:
-  schema:
-    type: path
-    default: bmeg-dictionary/gdcdictionary/schemas
-
-inputs:
-  projects_scrape:
-    plugin:
-      commandLine: docker run --rm bmeg/sifter-gdc-scan /opt/gdc-scan.py projects
-  cases_scrape:
-    plugin:
-      commandLine: docker run --rm bmeg/sifter-gdc-scan /opt/gdc-scan.py cases
-  projects_data:
-    jsonLoad:
-      input: out.projects.json
-  cases_data:
-    jsonLoad:
-      input: out.case.json
-
-pipelines:
-  projects:
-    - from: projects_data
-    - project:
-        mapping:
-          code: "{{row.project_id}}"
-          programs: "{{row.program.name}}"
-    - objectValidate:
-        title: project
-        schema: "{{params.schema}}"
-    - emit:
-        name: project
-  
-  experiments:
-    - from: projects_data
-    - project:
-        mapping:
-          code: "{{row.project_id}}"
-          programs: "{{row.program.name}}"
-          submitter_id: "{{row.program.name}}"
-          projects: "{{row.project_id}}"
-          type: experiment
-    - objectValidate:
-        title: experiment
-        schema: "{{params.schema}}"
-    - emit:
-        name: experiment
-
-  cases:
-    - from: cases_data
-    - project:
-        mapping:
-          studies: "{{row.project.project_id}}"
-          experiments: "exp:{{row.project.project_id}}"
-          type: case
-    - objectValidate:
-        title: case
-        schema: "{{params.schema}}"
-    - emit:
-        name: case
-
-  samples:
-    - from: cases_data
-    - fieldProcess:
-        field: samples
-    - project:
-        mapping:
-          type: sample
-          id: "{{row.sample_id}}"
-    - objectValidate:
-        title: sample
-        schema: "{{params.schema}}"
-    - emit:
-        name: sample
-
-  aliquots:
-    - from: cases_data
-    - fieldProcess:
-        field: samples
-    - fieldProcess:
-        field: portions
-    - fieldProcess:
-        field: analytes
-    - fieldProcess:
-        field: aliquots
-    - project:
-        mapping:
-          type: aliquot
-          id: "{{row.aliquot_id}}"
-    - objectValidate:
-        title: aliquot
-        schema: "{{params.schema}}"
-    - emit:
-        name: aliquot
diff --git a/examples/gdc-scan-docker/Dockerfile b/examples/gdc-scan-docker/Dockerfile
deleted file mode 100644
index 39236f7..0000000
--- a/examples/gdc-scan-docker/Dockerfile
+++ /dev/null
@@ -1,4 +0,0 @@
-FROM python:3.7
-
-RUN pip install requests
-ADD gdc-scan.py /opt/
diff --git a/examples/gdc-scan-docker/gdc-scan.py b/examples/gdc-scan-docker/gdc-scan.py
deleted file mode 100755
index b9a4cf2..0000000
--- a/examples/gdc-scan-docker/gdc-scan.py
+++ /dev/null
@@ -1,134 +0,0 @@
-#!/usr/bin/env python
-
-import json
-import logging
-import os
-import sys
-
-import requests
-
-URL_BASE = "https://api.gdc.cancer.gov/"
-
-client = requests
-
-def query_gdc(endpoint, params):
-    """
-    query_gdc makes a query to the GDC API while handling common issues
-    like pagination, retries, etc.
-
-    The return value is an iterator.
-    """
-    # Copy input params to avoid modification.
-    params = dict(params)
-    page_size = 100
-    params['size'] = page_size
-    # With a GET request, the filters parameter needs to be converted
-    # from a dictionary to JSON-formatted string
-    if 'filters' in params:
-        params['filters'] = json.dumps(params['filters'])
-
-    # Iterate through all the pages.
-    while True:
-        try:
-            req = client.get(URL_BASE + endpoint, params=params)
-            data = req.json()
-            data = data['data']
-
-            hits = data.get("hits", [])
-            if len(hits) == 0:
-                return
-
-            for hit in hits:
-                yield hit
-
-            # Get the next page.
-            params['from'] = data['pagination']['from'] + page_size
-        except Exception as e:
-            logging.warning(str(e))
-            logging.warning(json.dumps(params))
-            raise
-
-
-# The GDC API requires you to request that nested fields be expanded.
-# https://docs.gdc.cancer.gov/API/Users_Guide/Appendix_A_Available_Fields/#cases-field-groups
-#
-# Note that (as of this writing) we are expanding most but
-# not all possible fields. Mostly we're skipping "files" data.
-expand_case_fields = ",".join("""
-demographic
-diagnoses
-diagnoses.treatments
-exposures
-family_histories
-project
-project.program
-samples
-samples.annotations
-samples.portions
-samples.portions.analytes
-samples.portions.analytes.aliquots
-samples.portions.analytes.aliquots.annotations
-samples.portions.analytes.aliquots.center
-samples.portions.analytes.annotations
-samples.portions.annotations
-samples.portions.center
-samples.portions.slides
-samples.portions.slides.annotations
-summary
-summary.data_categories
-summary.experimental_strategies
-tissue_source_site
-type
-""".strip().split())
-
-# These are the fields we want to keep from the GDC Case (BMEG Case).
-keep_case_fields = """
-diagnoses
-demographic
-disease_type
-primary_site
-summary
-project
-""".strip().split()
-
-expand_project_fields = ",".join("""
-dbgap_accession_number
-disease_type
-name
-primary_site
-project_id
-released
-state
-program
-summary
-""".strip().split())
-
-
-def scrapeProjects():
-    projectOut = open("out.projects.json", "w")
-    for row in query_gdc("projects", {"expand": expand_project_fields}):
-        projectOut.write(json.dumps(row))
-        projectOut.write("\n")
-    projectOut.close()
-
-
-def scrapeCases():
-    # Crawl all cases, samples, aliquots to generate
-    # BMEG Cases, Samples, and Aliquots.
-    parameters={}
-    parameters['expand'] = expand_case_fields
-    case_gids = []
-    caseOut = open("out.case.json", "w")
-
-    for row in query_gdc("cases", parameters):
-        caseOut.write(json.dumps(row))
-        caseOut.write("\n")
-
-    caseOut.close()
-
-
-if __name__ == "__main__":
-    if sys.argv[1] == "projects":
-        scrapeProjects()
-    if sys.argv[1] == "cases":
-        scrapeCases()
diff --git a/examples/gene-table.yaml b/examples/gene-table.yaml
deleted file mode 100644
index 5126308..0000000
--- a/examples/gene-table.yaml
+++ /dev/null
@@ -1,31 +0,0 @@
-
-class: sifter
-name: gene-table
-
-params:
-  geneTSV: ftp://ftp.ncbi.nih.gov/gene/DATA/gene2ensembl.gz
-
-inputs:
-  geneReader:
-    tableLoad:
-      input: "{{params.geneTSV}}"
-      columns:
-        - tax_id
-        - GeneID
-        - Ensembl_gene_identifier
-        - RNA_nucleotide_accession.version
-        - Ensembl_rna_identifier
-        - protein_accession.version
-        - Ensembl_protein_identifier
-
-pipelines:
-  transform:
-    - from: geneReader
-    - filter:
-        field: tax_id
-        match: "9606"
-    - tableWrite:
-        output: gene.table
-        columns:
-          - GeneID
-          - Ensembl_gene_identifier
diff --git a/examples/genome.yaml b/examples/genome.yaml
deleted file mode 100644
index 510ee81..0000000
--- a/examples/genome.yaml
+++ /dev/null
@@ -1,92 +0,0 @@
-
-class: sifter
-name: RefGenome
-
-params:
-  gtfPath: ftp://ftp.ensembl.org/pub/grch37/release-96/gff3/homo_sapiens/Homo_sapiens.GRCh37.87.gff3.gz
-  schema: ./bmeg-dictionary/gdcdictionary/schemas
-
-inputs:
-  gtfReader:
-    tableLoad:
-      input: "{{params.gtfPath}}"
-      columns:
-        - seqid
-        - source
-        - type
-        - start
-        - end
-        - score
-        - strand
-        - phase
-        - attributes
-
-pipelines:
-  transform:
-    - from: gtfReader
-    - fieldParse:
-        field: attributes
-        sep: ";"
-    - fieldType:
-        start: integer
-        end: integer
-
-  exons:
-    - from: transform
-    - filter:
-        field: type
-        match: exon
-    - regexReplace:
-        field: Parent
-        regex: "^transcript:"
-        replace: ""
-        dst: transcript_id
-    - project:
-        mapping:
-          exon_id: "{{row.exon_id}}"
-          transcript_id: ["{{row.transcript_id}}"]
-    - reduce:
-        field: exon_id
-        method: merge
-        python: |
-          def merge(x, y):
-            x['transcript_id'] = x['transcript_id'] + y['transcript_id']
-            return x
-    - objectValidate:
-        title: exon
-        schema: "{{params.schema}}"
-    - emit:
-        name: exon
-
-  genes:
-    - from: transform
-    - filter:
-        field: type
-        match: gene
-    - project:
-        mapping:
-          gene_id: "{{row.gene_id}}"
-    - objectValidate:
-        title: gene
-        schema: "{{params.schema}}"
-    - emit:
-        name: gene
-
-  transcripts:
-    - from: transform
-    - filter:
-        field: type
-        match: mRNA
-    - regexReplace:
-        field: Parent
-        regex: "^gene:"
-        replace: ""
-        dst: gene_id
-    - project:
-        mapping:
-          transcript_id: "{{row.transcript_id}}"
-    - objectValidate:
-        title: transcript
-        schema: "{{params.schema}}"
-    - emit:
-        name: transcript
diff --git a/examples/hugo-ensembl.yaml b/examples/hugo-ensembl.yaml
deleted file mode 100644
index 295f68d..0000000
--- a/examples/hugo-ensembl.yaml
+++ /dev/null
@@ -1,25 +0,0 @@
-
-class: sifter
-name: hugo-ensembl
-
-params:
-  hugoJSON: ftp://ftp.ebi.ac.uk/pub/databases/genenames/hgnc/json/locus_types/gene_with_protein_product.json
-
-inputs:
-  hugoReader:
-    jsonLoad:
-      input: "{{params.hugoJSON}}"
-
-pipelines:
-  transform:
-    - from: hugoReader
-    - fieldProcess:
-        field: response.docs
-    - filter:
-        field: ensembl_gene_id
-        check: exists
-    - tableWrite:
-        output: hugo-ensembl.table
-        columns:
-          - symbol
-          - ensembl_gene_id
diff --git a/extractors/interface.go b/extractors/interface.go
index 9655dc8..bc99ae0 100644
--- a/extractors/interface.go
+++ b/extractors/interface.go
@@ -44,6 +44,20 @@ func (ex *Extractor) Start(t task.RuntimeTask) (chan map[string]interface{}, err
 	return nil, fmt.Errorf(("Extractor not defined"))
 }
 
+func (ex *Extractor) GetType() reflect.Type {
+	v := reflect.ValueOf(ex).Elem()
+	for i := 0; i < v.NumField(); i++ {
+		f := v.Field(i)
+		x := f.Interface()
+		if _, ok := x.(Source); ok {
+			if !f.IsNil() {
+				return f.Type()
+			}
+		}
+	}
+	return nil
+}
+
 func (ex *Extractor) GetRequiredParams() []config.ParamRequest {
 	out := []config.ParamRequest{}
 	v := reflect.ValueOf(ex).Elem()
diff --git a/playbook/execute.go b/playbook/execute.go
index ed126ab..518084b 100644
--- a/playbook/execute.go
+++ b/playbook/execute.go
@@ -1,9 +1,14 @@
 package playbook
 
 import (
+	"encoding/json"
 	"fmt"
+	"os"
 	"path/filepath"
 	"strings"
+	"sync"
+	"sync/atomic"
+	"time"
 
 	"github.com/bmeg/flame"
 	"github.com/bmeg/sifter/logger"
@@ -119,7 +124,73 @@ type joinStruct struct {
 	proc transform.JoinProcessor
 }
 
+// stepCaptureState tracks debug capture state for a single step
+type stepCaptureState struct {
+	pipelineName string
+	stepIndex    int
+	stepType     string
+	count        uint64
+	limit        int
+	file         *os.File
+	mu           sync.Mutex
+}
+
+// captureRecord writes a debug record to the capture file
+func (s *stepCaptureState) captureRecord(record map[string]any) {
+	var recordNum uint64
+
+	for {
+		currentCount := atomic.LoadUint64(&s.count)
+
+		// Enforce limit strictly under concurrency
+		if s.limit > 0 && currentCount >= uint64(s.limit) {
+			return
+		}
+
+		next := currentCount + 1
+		if atomic.CompareAndSwapUint64(&s.count, currentCount, next) {
+			recordNum = next
+			break
+		}
+	}
+
+	envelope := map[string]any{
+		"pipeline":   s.pipelineName,
+		"step_index": s.stepIndex,
+		"step_type":  s.stepType,
+		"record_num": recordNum,
+		"timestamp":  time.Now().UTC().Format(time.RFC3339),
+		"data":       record,
+	}
+
+	s.mu.Lock()
+	defer s.mu.Unlock()
+
+	if s.file != nil {
+		data, err := json.Marshal(envelope)
+		if err == nil {
+			if _, writeErr := s.file.Write(data); writeErr != nil {
+				logger.Error("Failed to write debug record data", "error", writeErr)
+				return
+			}
+			if _, writeErr := s.file.Write([]byte("\n")); writeErr != nil {
+				logger.Error("Failed to write debug record newline", "error", writeErr)
+				return
+			}
+		} else {
+			logger.Error("Failed to marshal debug record", "error", err)
+		}
+	}
+}
+
+// Execute runs the playbook without debug capture.
+// This maintains the original public API signature for backward compatibility.
 func (pb *Playbook) Execute(task task.RuntimeTask) error {
+	return pb.ExecuteWithCapture(task, "", 0)
+}
+
+// ExecuteWithCapture runs the playbook with optional debug capture configuration.
+func (pb *Playbook) ExecuteWithCapture(task task.RuntimeTask, captureDir string, captureLimit int) error {
 	logger.Debug("Running playbook")
 	logger.Debug("Inputs", "config", task.GetConfig())
 
@@ -130,6 +201,73 @@ func (pb *Playbook) Execute(task task.RuntimeTask) error {
 	}
 	task.SetName(pb.Name)
 
+	procs := []transform.Processor{}
+	joins := []joinStruct{}
+	captureFiles := []*os.File{} // Track all open capture files for cleanup
+	defer func() {
+		for _, f := range captureFiles {
+			if f != nil {
+				_ = f.Close()
+			}
+		}
+	}()
+
+	// Helper function to sanitize filename components
+	sanitizeFilename := func(s string) string {
+		s = strings.ReplaceAll(s, "*", "")
+		s = strings.ReplaceAll(s, "/", "_")
+		s = strings.ReplaceAll(s, "\\", "_")
+		s = strings.ReplaceAll(s, "transform.", "")  // Remove package prefix for readability
+		s = strings.ReplaceAll(s, "extractors.", "") // Remove package prefix for readability
+		return s
+	}
+
+	// Helper function to sanitize pipeline names used in filenames
+	sanitizePipelineName := func(s string) string {
+		// Use only the last path element to avoid directory traversal
+		s = filepath.Base(s)
+
+		// Treat empty, current-dir, parent-dir, or bare separator as invalid and use a default
+		if s == "" || s == "." || s == ".." || s == string(os.PathSeparator) {
+			s = "pipeline"
+		}
+
+		// Replace any remaining path separators with underscores
+		s = strings.ReplaceAll(s, string(os.PathSeparator), "_")
+		s = strings.ReplaceAll(s, "/", "_")
+		s = strings.ReplaceAll(s, "\\", "_")
+
+		return s
+	}
+
+	// Helper function to create capture state for a step
+	createCaptureState := func(pipelineName string, stepIndex int, stepType string) *stepCaptureState {
+		if captureDir == "" {
+			return nil
+		}
+
+		filename := fmt.Sprintf("%s.%d.%s.ndjson", sanitizePipelineName(pipelineName), stepIndex, sanitizeFilename(stepType))
+		filePath := filepath.Join(captureDir, filename)
+
+		file, err := os.Create(filePath)
+		if err != nil {
+			logger.Error("Failed to create debug capture file", "path", filePath, "error", err)
+			return nil
+		}
+
+		captureFiles = append(captureFiles, file)
+		logger.Debug("Created debug capture file", "path", filePath)
+
+		return &stepCaptureState{
+			pipelineName: pipelineName,
+			stepIndex:    stepIndex,
+			stepType:     stepType,
+			count:        0,
+			limit:        captureLimit,
+			file:         file,
+		}
+	}
+
 	outNodes := map[string]flame.Emitter[map[string]any]{}
 	inNodes := map[string]flame.Receiver[map[string]any]{}
 	outputs := map[string]OutputProcessor{}
@@ -138,21 +276,30 @@ func (pb *Playbook) Execute(task task.RuntimeTask) error {
 		logger.Debug("Setting Up", "name", n)
 		s, err := v.Start(task)
 		if err == nil {
-			c := flame.AddSourceChan(wf, s)
-			outNodes[n] = c
+			sourceNode := flame.AddSourceChan(wf, s)
+
+			captureState := createCaptureState(n, 0, v.GetType().String())
+			if captureState != nil {
+				captureMapper := flame.AddMapper(wf, func(record map[string]any) map[string]any {
+					captureState.captureRecord(record)
+					return record
+				})
+				captureMapper.Connect(sourceNode)
+				outNodes[n] = captureMapper
+			} else {
+				outNodes[n] = sourceNode
+			}
 		} else {
 			logger.Error("Source error", "error", err)
 			return err
 		}
 	}
 
-	procs := []transform.Processor{}
-	joins := []joinStruct{}
-
 	for k, v := range pb.Pipelines {
 		var lastStep flame.Emitter[map[string]any]
 		var firstStep flame.Receiver[map[string]any]
 		for i, s := range v {
+
 			b, err := s.Init(task)
 			if err != nil {
 				logger.Error("Pipeline error", "name", k, "error", err)
@@ -163,7 +310,25 @@ func (pb *Playbook) Execute(task task.RuntimeTask) error {
 
 			if mProcess, ok := b.(transform.NodeProcessor); ok {
 				logger.Debug("PipelineSetup", "name", k, "step", i, "processor", fmt.Sprintf("%T", mProcess))
-				c := flame.AddFlatMapper(wf, mProcess.Process)
+
+				// Create capture state for this step
+				captureState := createCaptureState(k, i, fmt.Sprintf("%T", mProcess))
+
+				// Wrap the process function if capture is enabled
+				var processFunc func(map[string]any) []map[string]any
+				if captureState != nil {
+					processFunc = func(record map[string]any) []map[string]any {
+						out := mProcess.Process(record)
+						for _, r := range out {
+							captureState.captureRecord(r)
+						}
+						return out
+					}
+				} else {
+					processFunc = mProcess.Process
+				}
+
+				c := flame.AddFlatMapper(wf, processFunc)
 				if lastStep != nil {
 					c.Connect(lastStep)
 				}
@@ -178,12 +343,28 @@ func (pb *Playbook) Execute(task task.RuntimeTask) error {
 				}
 			} else if mProcess, ok := b.(transform.MapProcessor); ok {
 				logger.Debug("Pipeline Pool", "name", k, "step", i, "processor", b)
+
+				// Create capture state for this step
+				captureState := createCaptureState(k, i, fmt.Sprintf("%T", mProcess))
+
+				// Wrap the process function if capture is enabled
+				var processFunc func(map[string]any) map[string]any
+				if captureState != nil {
+					processFunc = func(record map[string]any) map[string]any {
+						out := mProcess.Process(record)
+						captureState.captureRecord(out)
+						return out
+					}
+				} else {
+					processFunc = mProcess.Process
+				}
+
 				var c flame.Node[map[string]any, map[string]any]
 				if mProcess.PoolReady() {
 					logger.Debug("Starting pool worker")
-					c = flame.AddMapperPool(wf, mProcess.Process, 4) // TODO: config pool count
+					c = flame.AddMapperPool(wf, processFunc, 4) // TODO: config pool count
 				} else {
-					c = flame.AddMapper(wf, mProcess.Process)
+					c = flame.AddMapper(wf, processFunc)
 				}
 				if lastStep != nil {
 					c.Connect(lastStep)
@@ -199,12 +380,30 @@ func (pb *Playbook) Execute(task task.RuntimeTask) error {
 				}
 			} else if mProcess, ok := b.(transform.FlatMapProcessor); ok {
 				logger.Debug("Pipeline flatmap", "name", k, "step", i, "processor", b)
+
+				// Create capture state for this step
+				captureState := createCaptureState(k, i, fmt.Sprintf("%T", mProcess))
+
+				// Wrap the process function if capture is enabled
+				var processFunc func(map[string]any) []map[string]any
+				if captureState != nil {
+					processFunc = func(record map[string]any) []map[string]any {
+						out := mProcess.Process(record)
+						for _, r := range out {
+							captureState.captureRecord(r)
+						}
+						return out
+					}
+				} else {
+					processFunc = mProcess.Process
+				}
+
 				var c flame.Node[map[string]any, map[string]any]
 				if mProcess.PoolReady() {
 					//	log.Printf("Starting pool worker")
-					c = flame.AddFlatMapperPool(wf, mProcess.Process, 4) // TODO: config pool count
+					c = flame.AddFlatMapperPool(wf, processFunc, 4) // TODO: config pool count
 				} else {
-					c = flame.AddFlatMapper(wf, mProcess.Process)
+					c = flame.AddFlatMapper(wf, processFunc)
 				}
 				if lastStep != nil {
 					c.Connect(lastStep)
@@ -220,6 +419,8 @@ func (pb *Playbook) Execute(task task.RuntimeTask) error {
 				}
 			} else if mProcess, ok := b.(transform.StreamProcessor); ok {
 				logger.Info("Pipeline stream %s step %d: %T", k, i, b)
+				// Note: StreamProcessor uses channels, not suitable for simple record capture
+				// Would need to wrap the entire channel processing, which is complex
 				c := flame.AddStreamer(wf, mProcess.Process)
 				if c != nil {
 					if lastStep != nil {
@@ -235,6 +436,8 @@ func (pb *Playbook) Execute(task task.RuntimeTask) error {
 				}
 			} else if jProcess, ok := b.(transform.JoinProcessor); ok {
 				logger.Debug("Pipeline Join Step")
+				// Note: JoinProcessor uses channels, not suitable for simple record capture
+				// Would need to wrap the entire channel processing, which is complex
 				c := flame.AddJoin(wf, jProcess.Process)
 				if c != nil {
 					if lastStep != nil {
@@ -253,9 +456,38 @@ func (pb *Playbook) Execute(task task.RuntimeTask) error {
 				}
 			} else if rProcess, ok := b.(transform.ReduceProcessor); ok {
 				logger.Debug("Pipeline reduce %s step %d: %T", k, i, b)
+
+				// Create capture state for this step (pre-reduce)
+				captureStateInput := createCaptureState(k, i, fmt.Sprintf("%T-input", rProcess))
+				captureStateOutput := createCaptureState(k, i, fmt.Sprintf("%T-output", rProcess))
+
 				wrap := reduceWrapper{rProcess}
-				k := flame.AddMapper(wf, wrap.addKeyValue)
-				r := flame.AddReduceKey(wf, rProcess.Reduce, rProcess.GetInit())
+
+				// Wrap addKeyValue if capturing input
+				var addKeyValueFunc func(map[string]any) flame.KeyValue[string, map[string]any]
+				if captureStateInput != nil {
+					addKeyValueFunc = func(x map[string]any) flame.KeyValue[string, map[string]any] {
+						captureStateInput.captureRecord(x)
+						return wrap.addKeyValue(x)
+					}
+				} else {
+					addKeyValueFunc = wrap.addKeyValue
+				}
+
+				// Wrap reduce function if capturing output
+				var reduceFunc func(string, map[string]any, map[string]any) map[string]any
+				if captureStateOutput != nil {
+					reduceFunc = func(key string, acc map[string]any, val map[string]any) map[string]any {
+						result := rProcess.Reduce(key, acc, val)
+						captureStateOutput.captureRecord(result)
+						return result
+					}
+				} else {
+					reduceFunc = rProcess.Reduce
+				}
+
+				k := flame.AddMapper(wf, addKeyValueFunc)
+				r := flame.AddReduceKey(wf, reduceFunc, rProcess.GetInit())
 				c := flame.AddFlatMapper(wf, wrap.removeKeyValue)
 				if lastStep != nil {
 					k.Connect(lastStep)
@@ -269,9 +501,37 @@ func (pb *Playbook) Execute(task task.RuntimeTask) error {
 			} else if rProcess, ok := b.(transform.AccumulateProcessor); ok {
 				logger.Debug("Pipeline accumulate %s step %d: %T", k, i, b)
 
+				// Create capture state for this step
+				captureStateInput := createCaptureState(k, i, fmt.Sprintf("%T-input", rProcess))
+				captureStateOutput := createCaptureState(k, i, fmt.Sprintf("%T-output", rProcess))
+
 				wrap := accumulateWrapper{rProcess}
-				k := flame.AddMapper(wf, wrap.addKeyValue)
-				r := flame.AddAccumulate(wf, rProcess.Accumulate)
+
+				// Wrap addKeyValue if capturing input
+				var addKeyValueFunc func(map[string]any) flame.KeyValue[string, map[string]any]
+				if captureStateInput != nil {
+					addKeyValueFunc = func(x map[string]any) flame.KeyValue[string, map[string]any] {
+						captureStateInput.captureRecord(x)
+						return wrap.addKeyValue(x)
+					}
+				} else {
+					addKeyValueFunc = wrap.addKeyValue
+				}
+
+				// Wrap accumulate function if capturing output
+				var accumulateFunc func(string, []map[string]any) map[string]any
+				if captureStateOutput != nil {
+					accumulateFunc = func(key string, vals []map[string]any) map[string]any {
+						result := rProcess.Accumulate(key, vals)
+						captureStateOutput.captureRecord(result)
+						return result
+					}
+				} else {
+					accumulateFunc = rProcess.Accumulate
+				}
+
+				k := flame.AddMapper(wf, addKeyValueFunc)
+				r := flame.AddAccumulate(wf, accumulateFunc)
 				c := flame.AddFlatMapper(wf, wrap.removeKeyValue)
 				if lastStep != nil {
 					k.Connect(lastStep)
diff --git a/sifter-view/.gitignore b/sifter-view/.gitignore
new file mode 100644
index 0000000..5ef6a52
--- /dev/null
+++ b/sifter-view/.gitignore
@@ -0,0 +1,41 @@
+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+/.pnp
+.pnp.*
+.yarn/*
+!.yarn/patches
+!.yarn/plugins
+!.yarn/releases
+!.yarn/versions
+
+# testing
+/coverage
+
+# next.js
+/.next/
+/out/
+
+# production
+/build
+
+# misc
+.DS_Store
+*.pem
+
+# debug
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+.pnpm-debug.log*
+
+# env files (can opt-in for committing if needed)
+.env*
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts
diff --git a/sifter-view/README.md b/sifter-view/README.md
new file mode 100644
index 0000000..e215bc4
--- /dev/null
+++ b/sifter-view/README.md
@@ -0,0 +1,36 @@
+This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app).
+
+## Getting Started
+
+First, run the development server:
+
+```bash
+npm run dev
+# or
+yarn dev
+# or
+pnpm dev
+# or
+bun dev
+```
+
+Open [http://localhost:3000](http://localhost:3000) with your browser to see the result.
+
+You can start editing the page by modifying `app/page.tsx`. The page auto-updates as you edit the file.
+
+This project uses [`next/font`](https://nextjs.org/docs/app/building-your-application/optimizing/fonts) to automatically optimize and load [Geist](https://vercel.com/font), a new font family for Vercel.
+
+## Learn More
+
+To learn more about Next.js, take a look at the following resources:
+
+- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API.
+- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial.
+
+You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js) - your feedback and contributions are welcome!
+
+## Deploy on Vercel
+
+The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_medium=default-template&filter=next.js&utm_source=create-next-app&utm_campaign=create-next-app-readme) from the creators of Next.js.
+
+Check out our [Next.js deployment documentation](https://nextjs.org/docs/app/building-your-application/deploying) for more details.
diff --git a/sifter-view/app/favicon.ico b/sifter-view/app/favicon.ico
new file mode 100644
index 0000000..718d6fe
Binary files /dev/null and b/sifter-view/app/favicon.ico differ
diff --git a/sifter-view/app/globals.css b/sifter-view/app/globals.css
new file mode 100644
index 0000000..2e8d4fd
--- /dev/null
+++ b/sifter-view/app/globals.css
@@ -0,0 +1,38 @@
+@import "tailwindcss";
+
+:root {
+  --background: #ffffff;
+  --foreground: #171717;
+}
+
+@theme inline {
+  --color-background: var(--background);
+  --color-foreground: var(--foreground);
+  --font-sans: var(--font-geist-sans);
+  --font-mono: var(--font-geist-mono);
+}
+
+@media (prefers-color-scheme: dark) {
+  :root {
+    --background: #0a0a0a;
+    --foreground: #ededed;
+  }
+}
+
+body {
+  background: var(--background);
+  color: var(--foreground);
+  font-family: Arial, Helvetica, sans-serif;
+}
+
+.react-flow {
+  --xy-node-color: #000;
+  --xy-node-color-default: #000;
+}
+
+.react-flow__node-input,
+.react-flow__node-default,
+.react-flow__node-output,
+.react-flow__node-group {
+  color: #000;
+}
diff --git a/sifter-view/app/layout.tsx b/sifter-view/app/layout.tsx
new file mode 100644
index 0000000..8b8b564
--- /dev/null
+++ b/sifter-view/app/layout.tsx
@@ -0,0 +1,36 @@
+import type { Metadata } from "next";
+import { Geist, Geist_Mono } from "next/font/google";
+import { MantineProvider } from "@mantine/core";
+import "@mantine/core/styles.css";
+import "./globals.css";
+
+const geistSans = Geist({
+  variable: "--font-geist-sans",
+  subsets: ["latin"],
+});
+
+const geistMono = Geist_Mono({
+  variable: "--font-geist-mono",
+  subsets: ["latin"],
+});
+
+export const metadata: Metadata = {
+  title: "Create Next App",
+  description: "Generated by create next app",
+};
+
+export default function RootLayout({
+  children,
+}: Readonly<{
+  children: React.ReactNode;
+}>) {
+  return (
+    <html lang="en">
+      <body
+        className={`${geistSans.variable} ${geistMono.variable} antialiased`}
+      >
+        <MantineProvider>{children}</MantineProvider>
+      </body>
+    </html>
+  );
+}
diff --git a/sifter-view/app/page.tsx b/sifter-view/app/page.tsx
new file mode 100644
index 0000000..be317a4
--- /dev/null
+++ b/sifter-view/app/page.tsx
@@ -0,0 +1,16 @@
+
+'use client'
+
+import PlaybookViewer from "@/components/PlaybookViewer";
+import PlaybookFlow from "@/components/PlaybookFlow"
+import Image from "next/image";
+
+export default function Home() {
+  return (
+    <div>
+      <main>
+        <PlaybookViewer/>
+      </main>
+    </div>
+  );
+}
diff --git a/sifter-view/components/PlaybookFlow.tsx b/sifter-view/components/PlaybookFlow.tsx
new file mode 100644
index 0000000..8311da2
--- /dev/null
+++ b/sifter-view/components/PlaybookFlow.tsx
@@ -0,0 +1,387 @@
+'use client';
+
+import React, { memo, useCallback, useEffect, useMemo, useState } from 'react';
+
+import {
+  ReactFlow, 
+  useNodesState, 
+  useEdgesState, 
+  addEdge, 
+  Background, 
+  Controls,
+  Handle,
+  Position,
+  NodeProps,
+  OnConnect,
+  Connection
+} from "@xyflow/react";
+
+// Import the necessary styles
+import "@xyflow/react/dist/style.css";
+
+import dagre from 'dagre';
+import type { Node, Edge } from '@xyflow/react';
+import { getFiles, getPlaybook, type Playbook, type PlaybookFileNode } from '@/lib/playbookApi';
+import { getStepCellComponent, STEP_OPERATIONS } from './playbook-steps/registry';
+import PlaybookInspectorPanel from './PlaybookInspectorPanel';
+import type { PipelineStep } from './playbook-steps/types';
+import { usePlaybookPipelineEditor } from './usePlaybookPipelineEditor';
+
+
+type PipelineNodeData = {
+  label: string;
+  steps: PipelineStep[];
+};
+
+const BASE_NODE_WIDTH = 170;
+const BASE_NODE_HEIGHT = 44;
+const PIPELINE_NODE_WIDTH = 260;
+const PIPELINE_CELL_HEIGHT = 34;
+const PIPELINE_HEADER_HEIGHT = 36;
+
+const PipelineStackNode = memo(function PipelineStackNode({ data }: NodeProps<Node>) {
+  const typedData = data as PipelineNodeData;
+  const steps = typedData?.steps ?? [];
+
+  return (
+    <div
+      style={{
+        position: 'relative',
+        width: PIPELINE_NODE_WIDTH,
+        border: '1px solid #ccc',
+        borderRadius: 8,
+        background: '#fff',
+        color: '#000',
+        overflow: 'hidden',
+      }}
+    >
+      <Handle type="target" position={Position.Left} />
+      <Handle type="source" position={Position.Right} />
+      <div
+        style={{
+          height: PIPELINE_HEADER_HEIGHT,
+          display: 'flex',
+          alignItems: 'center',
+          padding: '0 10px',
+          borderBottom: '1px solid #ddd',
+          fontWeight: 600,
+          color: '#000',
+        }}
+      >
+        {typedData.label}
+      </div>
+      {steps.map((step: PipelineStep, index: number) => {
+        const CellComponent = getStepCellComponent(step.operation);
+        return (
+          <CellComponent
+            key={`${typedData.label}-${step.operation}-${index}`}
+            step={step}
+            index={index}
+            isLast={index === steps.length - 1}
+          />
+        );
+      })}
+    </div>
+  );
+});
+
+// -------------------------------------------------------------------
+// Build a React‑Flow graph from a Playbook, using Dagre for layout
+// -------------------------------------------------------------------
+
+function getOutputSourcePipeline(outputDefinition: Record<string, any>): string | undefined {
+  for (const value of Object.values(outputDefinition)) {
+    if (value && typeof value === 'object' && typeof value.from === 'string') {
+      return value.from;
+    }
+  }
+  return undefined;
+}
+
+function buildGraph(pb: Playbook | null): { nodes: Node[]; edges: Edge[] } {
+  if (!pb || !pb.inputs || !pb.pipelines) {
+    return { nodes: [], edges: [] };
+  }
+
+  // Create a directed Dagre graph
+  const g = new dagre.graphlib.Graph({ directed: true });
+  g.setGraph({ rankdir: 'LR', nodesep: 60, ranksep: 100 });
+  
+  g.setDefaultEdgeLabel(function() { return {}; });
+
+  // ---- INPUT NODES ---------------------------------------------------
+  Object.keys(pb.inputs).forEach((name) => {
+    const id = `input-${name}`;
+    g.setNode(id, {
+      label: name,
+      width: BASE_NODE_WIDTH,
+      height: BASE_NODE_HEIGHT,
+      nodeType: 'default',
+      nodeData: { label: `INPUT · ${name}` },
+    });
+  });
+
+  // ---- OUTPUT NODES ---------------------------------------------------
+  if (pb.outputs) {
+    Object.keys(pb.outputs).forEach((name) => {
+      const id = `output-${name}`;
+      g.setNode(id, {
+        label: name,
+        width: BASE_NODE_WIDTH,
+        height: BASE_NODE_HEIGHT,
+        nodeType: 'default',
+        nodeData: { label: `OUTPUT · ${name}` },
+      });
+    });
+  }
+
+  // ---- PIPELINE NODES --------------------------------------------------
+  Object.entries(pb.pipelines).forEach(([pipelineName, steps]) => {
+    const stepData: PipelineStep[] = steps.map((stepObj) => {
+      const [operation, config] = Object.entries(stepObj)[0] ?? ['unknown', undefined];
+      return { operation, config };
+    });
+    const nodeHeight = PIPELINE_HEADER_HEIGHT + Math.max(1, stepData.length) * PIPELINE_CELL_HEIGHT;
+
+    g.setNode(pipelineName, {
+      label: pipelineName,
+      width: PIPELINE_NODE_WIDTH,
+      height: nodeHeight,
+      nodeType: 'pipeline',
+      nodeData: { label: pipelineName, steps: stepData },
+    });
+
+    const firstStep = steps[0] as any;
+    const fromName = firstStep?.from;
+    if (fromName) {
+      if (pb.inputs?.[fromName]) {
+        g.setEdge(`input-${fromName}`, pipelineName);
+      } else if (pb.pipelines?.[fromName]) {
+        g.setEdge(fromName, pipelineName);
+      }
+    }
+  });
+
+  if (pb.outputs) {
+    Object.entries(pb.outputs).forEach(([outputName, outputDefinition]) => {
+      const sourcePipeline = getOutputSourcePipeline(outputDefinition as Record<string, any>);
+      if (sourcePipeline && pb.pipelines?.[sourcePipeline]) {
+        g.setEdge(sourcePipeline, `output-${outputName}`);
+      }
+    });
+  }
+
+  // Run the layout algorithm
+  dagre.layout(g);
+
+  // Convert Dagre nodes/edges to React‑Flow structures
+  const nodes: Node[] = g.nodes().map((id) => {
+    const nodeDefinition = g.node(id) as {
+      x: number;
+      y: number;
+      width: number;
+      height: number;
+      label?: string;
+      nodeType?: string;
+      nodeData?: Record<string, any>;
+    };
+
+    const { x, y, label, width, height, nodeType, nodeData } = nodeDefinition;
+    const isInputNode = id.startsWith('input-');
+    const isOutputNode = id.startsWith('output-');
+
+    return {
+      id,
+      position: { x: x - width / 2, y: y - height / 2 },
+      data: nodeData ?? { label },
+      type: nodeType ?? 'default',
+      targetPosition: Position.Left,
+      sourcePosition: Position.Right,
+      style: nodeType === 'pipeline'
+        ? undefined
+        : {
+            width: BASE_NODE_WIDTH,
+            height: BASE_NODE_HEIGHT,
+            color: '#000',
+            fontWeight: 600,
+            borderWidth: 2,
+            borderStyle: 'solid',
+            borderColor: isInputNode ? '#3b82f6' : isOutputNode ? '#16a34a' : '#999',
+            backgroundColor: isInputNode ? '#eff6ff' : isOutputNode ? '#f0fdf4' : '#fff',
+          },
+    } as Node;
+  });
+
+  const edges: Edge[] = g.edges().map((e) => ({
+    id: `e-${e.v}-${e.w}`,
+    source: e.v,
+    target: e.w,
+    animated: true,
+    style: {
+      stroke: '#64748b',
+      strokeWidth: 2.5,
+    },
+  }));
+
+  return { nodes, edges };
+}
+
+function findFirstYamlFile(nodes: PlaybookFileNode[]): string | null {
+  for (const node of nodes) {
+    if (node.isDir && node.children) {
+      const childMatch = findFirstYamlFile(node.children);
+      if (childMatch) {
+        return childMatch;
+      }
+      continue;
+    }
+
+    if (/\.ya?ml$/i.test(node.path)) {
+      return node.path;
+    }
+  }
+
+  return null;
+}
+
+// -------------------------------------------------------------------
+// React component – PlaybookFlow
+// -------------------------------------------------------------------
+
+
+export default function PlaybookFlow() {
+  const [nodes, setNodes, onNodesChange] = useNodesState<Node>([]);
+  const [edges, setEdges, onEdgesChange] = useEdgesState<Edge>([]);
+  const [playbook, setPlaybook] = useState<Playbook | null>(null);
+  const [selectedNodeId, setSelectedNodeId] = useState<string | null>(null);
+  const [isLoading, setIsLoading] = useState(true);
+  const [loadError, setLoadError] = useState<string | null>(null);
+  const nodeTypes = useMemo(() => ({ pipeline: PipelineStackNode }), []);
+
+  const selectedNode = useMemo(
+    () => nodes.find((node) => node.id === selectedNodeId) ?? null,
+    [nodes, selectedNodeId]
+  );
+
+  const selectedPipelineName = useMemo(() => {
+    if (!selectedNodeId || !playbook) {
+      return null;
+    }
+    return playbook.pipelines[selectedNodeId] ? selectedNodeId : null;
+  }, [playbook, selectedNodeId]);
+
+  const {
+    selectedPipelineSteps,
+    updateStepOperation,
+    updateStepConfig,
+    reorderSteps,
+    removeStep,
+    addStep,
+  } = usePlaybookPipelineEditor({
+    playbook,
+    setPlaybook,
+    selectedPipelineName,
+    defaultStepOperation: STEP_OPERATIONS[0],
+  });
+
+  useEffect(() => {
+    let isMounted = true;
+
+    const loadPlaybook = async () => {
+      try {
+        setLoadError(null);
+        setIsLoading(true);
+        const files = await getFiles();
+        const playbookPath = findFirstYamlFile(files);
+        if (!playbookPath) {
+          throw new Error('No YAML playbook files found');
+        }
+
+        const loadedPlaybook = await getPlaybook(playbookPath);
+        if (!isMounted) {
+          return;
+        }
+        setPlaybook(loadedPlaybook);
+      } catch (error) {
+        if (!isMounted) {
+          return;
+        }
+        setLoadError(error instanceof Error ? error.message : 'Failed to load playbook');
+      } finally {
+        if (isMounted) {
+          setIsLoading(false);
+        }
+      }
+    };
+
+    void loadPlaybook();
+
+    return () => {
+      isMounted = false;
+    };
+  }, [setEdges, setNodes]);
+
+  useEffect(() => {
+    if (!playbook) {
+      return;
+    }
+
+    const graph = buildGraph(playbook);
+    setNodes(graph.nodes);
+    setEdges(graph.edges);
+  }, [playbook, setEdges, setNodes]);
+
+  const onConnect: OnConnect = useCallback(
+    (connection: Connection) => setEdges((currentEdges) => addEdge(connection, currentEdges)),
+    [setEdges]
+  );
+
+
+  if (loadError) {
+    return (
+      <div style={{ width: '100vw', height: '500px', border: '1px solid #ccc', display: 'flex', alignItems: 'center', justifyContent: 'center' }}>
+        Failed to load playbook: {loadError}
+      </div>
+    );
+  }
+
+  if (isLoading) {
+    return (
+      <div style={{ width: '100vw', height: '500px', border: '1px solid #ccc', display: 'flex', alignItems: 'center', justifyContent: 'center' }}>
+        Loading playbook...
+      </div>
+    );
+  }
+
+  return (
+    <div style={{ width: '100%', height: '100%', border: '1px solid #ccc', display: 'flex' }}>
+      <div style={{ flex: 1, minWidth: 0 }}>
+        <ReactFlow
+          nodes={nodes}
+          edges={edges}
+          nodeTypes={nodeTypes}
+          onNodesChange={onNodesChange}
+          onEdgesChange={onEdgesChange}
+          onConnect={onConnect}
+          onNodeClick={(_, node) => setSelectedNodeId(node.id)}
+          onPaneClick={() => setSelectedNodeId(null)}
+          fitView
+        >
+          <Background color="#aaa" gap={16} />
+          <Controls />
+        </ReactFlow>
+      </div>
+      <PlaybookInspectorPanel
+        selectedNode={selectedNode}
+        selectedPipelineName={selectedPipelineName}
+        selectedPipelineSteps={selectedPipelineSteps}
+        stepOperations={STEP_OPERATIONS}
+        onUpdateStepOperation={updateStepOperation}
+        onUpdateStepConfig={updateStepConfig}
+        onReorderSteps={reorderSteps}
+        onRemoveStep={removeStep}
+        onAddStep={addStep}
+      />
+    </div>
+  );
+}
\ No newline at end of file
diff --git a/sifter-view/components/PlaybookInspectorPanel.tsx b/sifter-view/components/PlaybookInspectorPanel.tsx
new file mode 100644
index 0000000..8740dfb
--- /dev/null
+++ b/sifter-view/components/PlaybookInspectorPanel.tsx
@@ -0,0 +1,197 @@
+'use client';
+
+import React, { useState } from 'react';
+import type { Node } from '@xyflow/react';
+import { FaTrashAlt } from 'react-icons/fa';
+import { MdDragIndicator } from 'react-icons/md';
+import { getStepEditorComponent } from './playbook-steps/registry';
+import type { PipelineStep } from './playbook-steps/types';
+
+type PlaybookInspectorPanelProps = {
+  selectedNode: Node | null;
+  selectedPipelineName: string | null;
+  selectedPipelineSteps: PipelineStep[];
+  stepOperations: readonly string[];
+  onUpdateStepOperation: (index: number, operation: string) => void;
+  onUpdateStepConfig: (index: number, config: unknown) => void;
+  onReorderSteps: (fromIndex: number, toIndex: number) => void;
+  onRemoveStep: (index: number) => void;
+  onAddStep: () => void;
+};
+
+export default function PlaybookInspectorPanel({
+  selectedNode,
+  selectedPipelineName,
+  selectedPipelineSteps,
+  stepOperations,
+  onUpdateStepOperation,
+  onUpdateStepConfig,
+  onReorderSteps,
+  onRemoveStep,
+  onAddStep,
+}: PlaybookInspectorPanelProps) {
+  const [draggingStepIndex, setDraggingStepIndex] = useState<number | null>(null);
+  const [dragOverStepIndex, setDragOverStepIndex] = useState<number | null>(null);
+
+  return (
+    <aside
+      style={{
+        width: 360,
+        borderLeft: '1px solid #ddd',
+        background: '#f8fafc',
+        padding: 12,
+        overflowY: 'auto',
+      }}
+    >
+      <h3 style={{ margin: 0, fontSize: 16, fontWeight: 600 }}>Inspection Panel</h3>
+      {!selectedNode && <p style={{ marginTop: 12 }}>Select a node to inspect.</p>}
+
+      {selectedNode && (
+        <div style={{ marginTop: 12 }}>
+          <div style={{ marginBottom: 8, fontSize: 13, color: '#334155' }}>
+            <strong>Node:</strong> {selectedNode.id}
+          </div>
+          <div style={{ marginBottom: 12, fontSize: 13, color: '#475569' }}>
+            <strong>Type:</strong> {selectedNode.type ?? 'default'}
+          </div>
+
+          {!selectedPipelineName && (
+            <p style={{ fontSize: 13, color: '#475569' }}>
+              This node is not a pipeline. Select a pipeline node to edit step operations.
+            </p>
+          )}
+
+          {selectedPipelineName && (
+            <div style={{ display: 'flex', flexDirection: 'column', gap: 10 }}>
+              <div style={{ fontSize: 13, color: '#334155' }}>
+                <strong>Pipeline:</strong> {selectedPipelineName}
+              </div>
+
+              {selectedPipelineSteps.map((step, index) => {
+                const operationOptions = stepOperations.includes(step.operation)
+                  ? stepOperations
+                  : [step.operation, ...stepOperations];
+                const isDragOver =
+                  dragOverStepIndex === index && draggingStepIndex !== null && draggingStepIndex !== index;
+                const StepEditor = getStepEditorComponent(step.operation);
+
+                return (
+                  <div
+                    key={`${selectedPipelineName}-${index}`}
+                    onDragOver={(event) => {
+                      event.preventDefault();
+                      if (dragOverStepIndex !== index) {
+                        setDragOverStepIndex(index);
+                      }
+                    }}
+                    onDrop={(event) => {
+                      event.preventDefault();
+                      if (draggingStepIndex === null) {
+                        return;
+                      }
+                      onReorderSteps(draggingStepIndex, index);
+                      setDraggingStepIndex(null);
+                      setDragOverStepIndex(null);
+                    }}
+                    onDragLeave={(event) => {
+                      const relatedTarget = event.relatedTarget as globalThis.Node | null;
+                      if (!relatedTarget || !event.currentTarget.contains(relatedTarget)) {
+                        setDragOverStepIndex((currentIndex) => (currentIndex === index ? null : currentIndex));
+                      }
+                    }}
+                    style={{
+                      border: '1px solid #d1d5db',
+                      borderRadius: 8,
+                      padding: 8,
+                      display: 'flex',
+                      flexDirection: 'column',
+                      gap: 8,
+                      background: isDragOver ? '#e2e8f0' : '#fff',
+                    }}
+                  >
+                    <div style={{ display: 'flex', gap: 8, alignItems: 'center' }}>
+                      <div
+                        draggable
+                        onDragStart={() => {
+                          setDraggingStepIndex(index);
+                          setDragOverStepIndex(index);
+                        }}
+                        onDragEnd={() => {
+                          setDraggingStepIndex(null);
+                          setDragOverStepIndex(null);
+                        }}
+                        style={{
+                          border: '1px solid #cbd5e1',
+                          borderRadius: 4,
+                          padding: '2px 4px',
+                          color: '#000',
+                          cursor: 'grab',
+                          userSelect: 'none',
+                          background: '#fff',
+                          display: 'flex',
+                          alignItems: 'center',
+                          justifyContent: 'center',
+                        }}
+                        aria-label="Drag to reorder"
+                        title="Drag to reorder"
+                      >
+                        <MdDragIndicator size={14} aria-hidden="true" />
+                      </div>
+                      <span style={{ fontSize: 12, color: '#475569' }}>Step {index + 1}</span>
+                      <select
+                        value={step.operation}
+                        onChange={(event) => {
+                          onUpdateStepOperation(index, event.target.value);
+                        }}
+                        style={{ flex: 1, color: '#000' }}
+                      >
+                        {operationOptions.map((operationName) => (
+                          <option key={operationName} value={operationName}>
+                            {operationName}
+                          </option>
+                        ))}
+                      </select>
+                    </div>
+
+                    <StepEditor
+                      step={step}
+                      onChangeConfig={(nextConfig) => onUpdateStepConfig(index, nextConfig)}
+                    />
+
+                    <div style={{ display: 'flex', gap: 6, flexWrap: 'wrap' }}>
+                      <button
+                        type="button"
+                        aria-label="Remove step"
+                        title="Remove step"
+                        style={{
+                          color: '#000',
+                          display: 'flex',
+                          alignItems: 'center',
+                          justifyContent: 'center',
+                          padding: '4px 6px',
+                        }}
+                        onClick={() => {
+                          onRemoveStep(index);
+                        }}
+                      >
+                        <FaTrashAlt size={14} aria-hidden="true" />
+                      </button>
+                    </div>
+                  </div>
+                );
+              })}
+
+              <button
+                type="button"
+                style={{ color: '#000' }}
+                onClick={onAddStep}
+              >
+                Add Step
+              </button>
+            </div>
+          )}
+        </div>
+      )}
+    </aside>
+  );
+}
diff --git a/sifter-view/components/PlaybookViewer.tsx b/sifter-view/components/PlaybookViewer.tsx
new file mode 100644
index 0000000..9ac31b8
--- /dev/null
+++ b/sifter-view/components/PlaybookViewer.tsx
@@ -0,0 +1,110 @@
+"use client";
+
+import React, { useEffect, useMemo, useState } from "react";
+import { Tree, type TreeNodeData, useTree } from "@mantine/core";
+import { FiChevronRight as IconChevronRight } from "react-icons/fi";
+import { getFiles, getPlaybook, type PlaybookFileNode } from "@/lib/playbookApi";
+import PlaybookFlow from "./PlaybookFlow";
+
+// Types for API responses
+type FileTree = PlaybookFileNode[];
+
+export default function PlaybookViewer() {
+  const [playbooks, setPlaybooks] = useState<FileTree>([]);
+  const tree = useTree();
+
+  const toTreeData = (nodes: FileTree): TreeNodeData[] =>
+    nodes.map((node) => ({
+      value: node.path,
+      label: node.name,
+      children: node.children ? toTreeData(node.children) : undefined,
+    }));
+
+  const indexNodes = (nodes: FileTree): Record<string, PlaybookFileNode> => {
+    const indexed: Record<string, PlaybookFileNode> = {};
+    const walk = (items: FileTree) => {
+      items.forEach((item) => {
+        indexed[item.path] = item;
+        if (item.children && item.children.length > 0) {
+          walk(item.children);
+        }
+      });
+    };
+    walk(nodes);
+    return indexed;
+  };
+
+  const treeData = useMemo(() => toTreeData(playbooks), [playbooks]);
+  const playbookIndex = useMemo(() => indexNodes(playbooks), [playbooks]);
+
+  // Load list of playbooks on mount
+  useEffect(() => {
+    getFiles()
+      .then((data: FileTree) => setPlaybooks(data))
+      .catch((err) => console.error(err));
+  }, []);
+
+  // Load selected playbook content
+  const loadPlaybook = (name: string) => {
+    getPlaybook(name)
+      .then((playbook) => {
+        console.log("Loaded playbook", playbook);
+      })
+      .catch((err) => console.error(err));
+  };
+
+  const handleNodeClick = (value: string) => {
+    const node = playbookIndex[value];
+    if (!node || node.isDir) {
+      return;
+    }
+
+    if (/\.ya?ml$/i.test(node.path)) {
+      loadPlaybook(node.path);
+    }
+  };
+
+  return (
+    <div className="flex w-[100vw] h-[100vh] backdrop-blur-xl rounded-xl overflow-hidden shadow-2xl bg-gradient-to-br from-[#1e1e2f] to-[#2a2a3d]">
+      {/* Sidebar */}
+      <aside className="flex-none w-72 bg-white p-5 overflow-y-auto text-slate-900">
+        <h1 className="text-lg mb-4 text-slate-700">Files</h1>
+        <Tree
+          data={treeData}
+          tree={tree}
+          selectOnClick
+          renderNode={({ node, elementProps, expanded, hasChildren }) => {
+            const isYamlFile = /\.ya?ml$/i.test(node.value);
+
+            return (
+              <div
+                {...elementProps}
+                className="flex items-center gap-1"
+                onClick={(event) => {
+                  elementProps.onClick(event);
+                  handleNodeClick(node.value);
+                }}
+              >
+                {hasChildren ? (
+                  <IconChevronRight
+                    size={14}
+                    className={`transition-transform duration-150 ${expanded ? "rotate-90" : ""}`}
+                  />
+                ) : (
+                  <span className="inline-block w-[14px]" aria-hidden="true" />
+                )}
+                <span className={isYamlFile ? "font-semibold" : undefined}>{node.label}</span>
+              </div>
+            );
+          }}
+          className="text-sm text-slate-900"
+        />
+      </aside>
+
+      {/* Content */}
+      <main className="flex-1 bg-white/4 p-5 overflow-y-auto">
+        <PlaybookFlow/>
+      </main>
+    </div>
+  );
+}
diff --git a/sifter-view/components/playbook-steps/cells/BaseStepCell.tsx b/sifter-view/components/playbook-steps/cells/BaseStepCell.tsx
new file mode 100644
index 0000000..206908e
--- /dev/null
+++ b/sifter-view/components/playbook-steps/cells/BaseStepCell.tsx
@@ -0,0 +1,45 @@
+import type { StepCellProps } from '../types';
+import { toStepLabel } from './utils';
+
+const PIPELINE_CELL_HEIGHT = 34;
+
+type BaseStepCellProps = StepCellProps & {
+  secondaryText?: string;
+};
+
+export function BaseStepCell({ step, index, isLast, secondaryText }: BaseStepCellProps) {
+  return (
+    <div
+      style={{
+        minHeight: PIPELINE_CELL_HEIGHT,
+        display: 'flex',
+        alignItems: 'center',
+        justifyContent: 'space-between',
+        padding: '6px 10px',
+        borderBottom: isLast ? 'none' : '1px solid #eee',
+        fontSize: 12,
+        color: '#000',
+        gap: 10,
+      }}
+    >
+      <div style={{ display: 'flex', alignItems: 'center', gap: 6, minWidth: 0 }}>
+        <span style={{ opacity: 0.7 }}>{index + 1}.</span>
+        <span style={{ fontWeight: 500, whiteSpace: 'nowrap' }}>{step.operation}</span>
+      </div>
+      {secondaryText ? (
+        <span
+          style={{
+            color: '#475569',
+            fontSize: 11,
+            whiteSpace: 'nowrap',
+            overflow: 'hidden',
+            textOverflow: 'ellipsis',
+            maxWidth: '58%',
+          }}
+        >
+          {secondaryText}
+        </span>
+      ) : null}
+    </div>
+  );
+}
diff --git a/sifter-view/components/playbook-steps/cells/FieldProcessStepCell.tsx b/sifter-view/components/playbook-steps/cells/FieldProcessStepCell.tsx
new file mode 100644
index 0000000..59cffca
--- /dev/null
+++ b/sifter-view/components/playbook-steps/cells/FieldProcessStepCell.tsx
@@ -0,0 +1,10 @@
+import type { StepCellProps } from '../types';
+import { isRecord } from './utils';
+import { BaseStepCell } from './BaseStepCell';
+
+export function FieldProcessStepCell(props: StepCellProps) {
+  const config = props.step.config;
+  const field = isRecord(config) && typeof config.field === 'string' ? config.field : undefined;
+
+  return <BaseStepCell {...props} secondaryText={field ? `field: ${field}` : undefined} />;
+}
diff --git a/sifter-view/components/playbook-steps/cells/FromStepCell.tsx b/sifter-view/components/playbook-steps/cells/FromStepCell.tsx
new file mode 100644
index 0000000..cea69fe
--- /dev/null
+++ b/sifter-view/components/playbook-steps/cells/FromStepCell.tsx
@@ -0,0 +1,13 @@
+import type { StepCellProps } from '../types';
+import { isRecord } from './utils';
+import { BaseStepCell } from './BaseStepCell';
+
+export function FromStepCell(props: StepCellProps) {
+  const source = typeof props.step.config === 'string'
+    ? props.step.config
+    : isRecord(props.step.config) && typeof props.step.config.from === 'string'
+      ? props.step.config.from
+      : undefined;
+
+  return <BaseStepCell {...props} secondaryText={source ? `source: ${source}` : undefined} />;
+}
diff --git a/sifter-view/components/playbook-steps/cells/GenericStepCell.tsx b/sifter-view/components/playbook-steps/cells/GenericStepCell.tsx
new file mode 100644
index 0000000..b587fdd
--- /dev/null
+++ b/sifter-view/components/playbook-steps/cells/GenericStepCell.tsx
@@ -0,0 +1,7 @@
+import type { StepCellProps } from '../types';
+import { getStepSummaryValue } from './utils';
+import { BaseStepCell } from './BaseStepCell';
+
+export function GenericStepCell(props: StepCellProps) {
+  return <BaseStepCell {...props} secondaryText={getStepSummaryValue(props.step.config)} />;
+}
diff --git a/sifter-view/components/playbook-steps/cells/MapStepCell.tsx b/sifter-view/components/playbook-steps/cells/MapStepCell.tsx
new file mode 100644
index 0000000..6fbfcb5
--- /dev/null
+++ b/sifter-view/components/playbook-steps/cells/MapStepCell.tsx
@@ -0,0 +1,10 @@
+import type { StepCellProps } from '../types';
+import { isRecord } from './utils';
+import { BaseStepCell } from './BaseStepCell';
+
+export function MapStepCell(props: StepCellProps) {
+  const config = props.step.config;
+  const engine = isRecord(config) && typeof config.engine === 'string' ? config.engine : undefined;
+
+  return <BaseStepCell {...props} secondaryText={engine ? `engine: ${engine}` : undefined} />;
+}
diff --git a/sifter-view/components/playbook-steps/cells/ObjectValidateStepCell.tsx b/sifter-view/components/playbook-steps/cells/ObjectValidateStepCell.tsx
new file mode 100644
index 0000000..a649b82
--- /dev/null
+++ b/sifter-view/components/playbook-steps/cells/ObjectValidateStepCell.tsx
@@ -0,0 +1,10 @@
+import type { StepCellProps } from '../types';
+import { isRecord } from './utils';
+import { BaseStepCell } from './BaseStepCell';
+
+export function ObjectValidateStepCell(props: StepCellProps) {
+  const config = props.step.config;
+  const schema = isRecord(config) && typeof config.schema === 'string' ? config.schema : undefined;
+
+  return <BaseStepCell {...props} secondaryText={schema ? `schema: ${schema}` : undefined} />;
+}
diff --git a/sifter-view/components/playbook-steps/cells/ProjectStepCell.tsx b/sifter-view/components/playbook-steps/cells/ProjectStepCell.tsx
new file mode 100644
index 0000000..3d6d034
--- /dev/null
+++ b/sifter-view/components/playbook-steps/cells/ProjectStepCell.tsx
@@ -0,0 +1,10 @@
+import type { StepCellProps } from '../types';
+import { isRecord } from './utils';
+import { BaseStepCell } from './BaseStepCell';
+
+export function ProjectStepCell(props: StepCellProps) {
+  const config = props.step.config;
+  const projectionCount = isRecord(config) ? Object.keys(config).length : undefined;
+
+  return <BaseStepCell {...props} secondaryText={projectionCount ? `${projectionCount} mappings` : undefined} />;
+}
diff --git a/sifter-view/components/playbook-steps/cells/index.ts b/sifter-view/components/playbook-steps/cells/index.ts
new file mode 100644
index 0000000..f6d02dc
--- /dev/null
+++ b/sifter-view/components/playbook-steps/cells/index.ts
@@ -0,0 +1,6 @@
+export { GenericStepCell } from './GenericStepCell';
+export { FromStepCell } from './FromStepCell';
+export { ProjectStepCell } from './ProjectStepCell';
+export { MapStepCell } from './MapStepCell';
+export { FieldProcessStepCell } from './FieldProcessStepCell';
+export { ObjectValidateStepCell } from './ObjectValidateStepCell';
diff --git a/sifter-view/components/playbook-steps/cells/utils.ts b/sifter-view/components/playbook-steps/cells/utils.ts
new file mode 100644
index 0000000..d4ba609
--- /dev/null
+++ b/sifter-view/components/playbook-steps/cells/utils.ts
@@ -0,0 +1,22 @@
+export function isRecord(value: unknown): value is Record<string, unknown> {
+  return value !== null && typeof value === 'object' && !Array.isArray(value);
+}
+
+export function toStepLabel(operation: string): string {
+  return operation
+    .replace(/([a-z0-9])([A-Z])/g, '$1 $2')
+    .replace(/^./, (x) => x.toUpperCase());
+}
+
+export function getStepSummaryValue(config: unknown): string | undefined {
+  if (typeof config === 'string' || typeof config === 'number' || typeof config === 'boolean') {
+    return String(config);
+  }
+  if (Array.isArray(config)) {
+    return `${config.length} items`;
+  }
+  if (isRecord(config)) {
+    return `${Object.keys(config).length} fields`;
+  }
+  return undefined;
+}
\ No newline at end of file
diff --git a/sifter-view/components/playbook-steps/editors/FilterStepEditor.tsx b/sifter-view/components/playbook-steps/editors/FilterStepEditor.tsx
new file mode 100644
index 0000000..a84b1a5
--- /dev/null
+++ b/sifter-view/components/playbook-steps/editors/FilterStepEditor.tsx
@@ -0,0 +1,249 @@
+import React, { useEffect, useMemo, useState } from 'react';
+
+import type { StepEditorProps } from '../types';
+
+type FilterCheck = '' | 'exists' | 'hasValue' | 'not';
+type ScriptKind = 'python' | 'gpython';
+
+function asObject(value: unknown): Record<string, unknown> {
+  if (value && typeof value === 'object' && !Array.isArray(value)) {
+    return value as Record<string, unknown>;
+  }
+  return {};
+}
+
+function toDisplayString(value: unknown): string {
+  if (typeof value === 'string') {
+    return value;
+  }
+  if (value === undefined || value === null) {
+    return '';
+  }
+  try {
+    return JSON.stringify(value, null, 2);
+  } catch {
+    return String(value);
+  }
+}
+
+export function FilterStepEditor({ step, onChangeConfig }: StepEditorProps) {
+  const configObject = useMemo(() => asObject(step.config), [step.config]);
+
+  const initialField = typeof configObject.field === 'string' ? configObject.field : '';
+  const initialValue = typeof configObject.value === 'string' ? configObject.value : '';
+  const initialMatch = typeof configObject.match === 'string' ? configObject.match : '';
+  const initialCheck =
+    configObject.check === 'exists' || configObject.check === 'hasValue' || configObject.check === 'not'
+      ? configObject.check
+      : '';
+  const initialMethod = typeof configObject.method === 'string' ? configObject.method : '';
+  const hasPython = typeof configObject.python === 'string' && configObject.python.length > 0;
+  const initialScriptKind: ScriptKind = hasPython ? 'python' : 'gpython';
+  const initialScript = toDisplayString(configObject[initialScriptKind]);
+
+  const [field, setField] = useState(initialField);
+  const [value, setValue] = useState(initialValue);
+  const [match, setMatch] = useState(initialMatch);
+  const [check, setCheck] = useState<FilterCheck>(initialCheck);
+  const [method, setMethod] = useState(initialMethod);
+  const [scriptKind, setScriptKind] = useState<ScriptKind>(initialScriptKind);
+  const [script, setScript] = useState(initialScript);
+
+  useEffect(() => {
+    setField(initialField);
+    setValue(initialValue);
+    setMatch(initialMatch);
+    setCheck(initialCheck);
+    setMethod(initialMethod);
+    setScriptKind(initialScriptKind);
+    setScript(initialScript);
+  }, [initialField, initialValue, initialMatch, initialCheck, initialMethod, initialScriptKind, initialScript]);
+
+  const commit = (next: {
+    fieldValue: string;
+    valueValue: string;
+    matchValue: string;
+    checkValue: FilterCheck;
+    methodValue: string;
+    scriptEngine: ScriptKind;
+    scriptValue: string;
+  }) => {
+    const nextConfig: Record<string, unknown> = {
+      ...configObject,
+      field: next.fieldValue,
+      value: next.valueValue,
+      match: next.matchValue,
+      check: next.checkValue,
+      method: next.methodValue,
+      python: undefined,
+      gpython: undefined,
+    };
+
+    if (next.scriptValue.trim() !== '') {
+      nextConfig[next.scriptEngine] = next.scriptValue;
+    }
+
+    onChangeConfig(nextConfig);
+  };
+
+  const commitCurrent = () => {
+    commit({
+      fieldValue: field,
+      valueValue: value,
+      matchValue: match,
+      checkValue: check,
+      methodValue: method,
+      scriptEngine: scriptKind,
+      scriptValue: script,
+    });
+  };
+
+  return (
+    <div style={{ display: 'flex', flexDirection: 'column', gap: 8 }}>
+      <div style={{ display: 'flex', gap: 8 }}>
+        <div style={{ flex: 1 }}>
+          <label style={{ fontSize: 12, color: '#334155' }}>Field</label>
+          <input
+            type="text"
+            value={field}
+            onChange={(event) => setField(event.target.value)}
+            onBlur={commitCurrent}
+            style={{
+              width: '100%',
+              color: '#000',
+              background: '#fff',
+              border: '1px solid #cbd5e1',
+              borderRadius: 4,
+              padding: '6px 8px',
+            }}
+          />
+        </div>
+        <div style={{ width: 110 }}>
+          <label style={{ fontSize: 12, color: '#334155' }}>Check</label>
+          <select
+            value={check}
+            onChange={(event) => {
+              const nextCheck = event.target.value as FilterCheck;
+              setCheck(nextCheck);
+              commit({
+                fieldValue: field,
+                valueValue: value,
+                matchValue: match,
+                checkValue: nextCheck,
+                methodValue: method,
+                scriptEngine: scriptKind,
+                scriptValue: script,
+              });
+            }}
+            style={{ width: '100%', color: '#000' }}
+          >
+            <option value="">(none)</option>
+            <option value="exists">exists</option>
+            <option value="hasValue">hasValue</option>
+            <option value="not">not</option>
+          </select>
+        </div>
+      </div>
+
+      <div style={{ display: 'flex', gap: 8 }}>
+        <div style={{ flex: 1 }}>
+          <label style={{ fontSize: 12, color: '#334155' }}>Value Template</label>
+          <input
+            type="text"
+            value={value}
+            onChange={(event) => setValue(event.target.value)}
+            onBlur={commitCurrent}
+            style={{
+              width: '100%',
+              color: '#000',
+              background: '#fff',
+              border: '1px solid #cbd5e1',
+              borderRadius: 4,
+              padding: '6px 8px',
+            }}
+          />
+        </div>
+        <div style={{ flex: 1 }}>
+          <label style={{ fontSize: 12, color: '#334155' }}>Match</label>
+          <input
+            type="text"
+            value={match}
+            onChange={(event) => setMatch(event.target.value)}
+            onBlur={commitCurrent}
+            style={{
+              width: '100%',
+              color: '#000',
+              background: '#fff',
+              border: '1px solid #cbd5e1',
+              borderRadius: 4,
+              padding: '6px 8px',
+            }}
+          />
+        </div>
+      </div>
+
+      <div style={{ display: 'flex', gap: 8 }}>
+        <div style={{ flex: 1 }}>
+          <label style={{ fontSize: 12, color: '#334155' }}>Method</label>
+          <input
+            type="text"
+            value={method}
+            onChange={(event) => setMethod(event.target.value)}
+            onBlur={commitCurrent}
+            style={{
+              width: '100%',
+              color: '#000',
+              background: '#fff',
+              border: '1px solid #cbd5e1',
+              borderRadius: 4,
+              padding: '6px 8px',
+            }}
+          />
+        </div>
+        <div style={{ width: 110 }}>
+          <label style={{ fontSize: 12, color: '#334155' }}>Engine</label>
+          <select
+            value={scriptKind}
+            onChange={(event) => {
+              const nextKind = event.target.value as ScriptKind;
+              setScriptKind(nextKind);
+              commit({
+                fieldValue: field,
+                valueValue: value,
+                matchValue: match,
+                checkValue: check,
+                methodValue: method,
+                scriptEngine: nextKind,
+                scriptValue: script,
+              });
+            }}
+            style={{ width: '100%', color: '#000' }}
+          >
+            <option value="python">python</option>
+            <option value="gpython">gpython</option>
+          </select>
+        </div>
+      </div>
+
+      <div>
+        <label style={{ fontSize: 12, color: '#334155' }}>
+          {scriptKind === 'python' ? 'Python Code' : 'GPython Code'}
+        </label>
+        <textarea
+          value={script}
+          onChange={(event) => setScript(event.target.value)}
+          onBlur={commitCurrent}
+          rows={5}
+          style={{
+            width: '100%',
+            fontFamily: 'monospace',
+            fontSize: 12,
+            resize: 'vertical',
+            color: '#000',
+            background: '#fff',
+          }}
+        />
+      </div>
+    </div>
+  );
+}
diff --git a/sifter-view/components/playbook-steps/editors/FromStepEditor.tsx b/sifter-view/components/playbook-steps/editors/FromStepEditor.tsx
new file mode 100644
index 0000000..f7852a7
--- /dev/null
+++ b/sifter-view/components/playbook-steps/editors/FromStepEditor.tsx
@@ -0,0 +1,38 @@
+import React, { useEffect, useState } from 'react';
+
+import type { StepEditorProps } from '../types';
+
+export function FromStepEditor({ step, onChangeConfig }: StepEditorProps) {
+  const fromValue = typeof step.config === 'string'
+    ? step.config
+    : typeof step.config === 'object' && step.config !== null && 'from' in step.config
+      ? String((step.config as { from?: unknown }).from ?? '')
+      : '';
+
+  const [value, setValue] = useState(fromValue);
+
+  useEffect(() => {
+    setValue(fromValue);
+  }, [fromValue]);
+
+  return (
+    <div style={{ display: 'flex', flexDirection: 'column', gap: 6 }}>
+      <label style={{ fontSize: 12, color: '#334155' }}>Input Source</label>
+      <input
+        type="text"
+        value={value}
+        onChange={(event) => setValue(event.target.value)}
+        onBlur={() => onChangeConfig(value)}
+        placeholder="input or pipeline name"
+        style={{
+          width: '100%',
+          color: '#000',
+          background: '#fff',
+          border: '1px solid #cbd5e1',
+          borderRadius: 4,
+          padding: '6px 8px',
+        }}
+      />
+    </div>
+  );
+}
diff --git a/sifter-view/components/playbook-steps/editors/JsonStepEditor.tsx b/sifter-view/components/playbook-steps/editors/JsonStepEditor.tsx
new file mode 100644
index 0000000..51aa48c
--- /dev/null
+++ b/sifter-view/components/playbook-steps/editors/JsonStepEditor.tsx
@@ -0,0 +1,51 @@
+import React, { useEffect, useMemo, useState } from 'react';
+
+import type { StepEditorProps } from '../types';
+
+export function JsonStepEditor({ step, onChangeConfig }: StepEditorProps) {
+  const initialDraft = useMemo(() => JSON.stringify(step.config ?? null, null, 2), [step.config]);
+  const [draftValue, setDraftValue] = useState(initialDraft);
+  const [error, setError] = useState<string | null>(null);
+
+  useEffect(() => {
+    setDraftValue(initialDraft);
+    setError(null);
+  }, [initialDraft]);
+
+  return (
+    <div>
+      <textarea
+        value={draftValue}
+        onChange={(event) => {
+          const nextValue = event.target.value;
+          setDraftValue(nextValue);
+          try {
+            JSON.parse(nextValue);
+            setError(null);
+          } catch {
+            setError('Invalid JSON');
+          }
+        }}
+        onBlur={() => {
+          try {
+            const parsedConfig = JSON.parse(draftValue);
+            onChangeConfig(parsedConfig);
+            setError(null);
+          } catch {
+            setError('Invalid JSON');
+          }
+        }}
+        rows={5}
+        style={{
+          width: '100%',
+          fontFamily: 'monospace',
+          fontSize: 12,
+          resize: 'vertical',
+          color: '#000',
+          background: '#fff',
+        }}
+      />
+      {error && <div style={{ color: '#b91c1c', fontSize: 12, marginTop: 4 }}>{error}</div>}
+    </div>
+  );
+}
diff --git a/sifter-view/components/playbook-steps/editors/MapStepEditor.tsx b/sifter-view/components/playbook-steps/editors/MapStepEditor.tsx
new file mode 100644
index 0000000..df7d25d
--- /dev/null
+++ b/sifter-view/components/playbook-steps/editors/MapStepEditor.tsx
@@ -0,0 +1,118 @@
+import React, { useEffect, useMemo, useState } from 'react';
+
+import type { StepEditorProps } from '../types';
+
+type ScriptKind = 'python' | 'gpython';
+
+function asObject(value: unknown): Record<string, unknown> {
+  if (value && typeof value === 'object' && !Array.isArray(value)) {
+    return value as Record<string, unknown>;
+  }
+  return {};
+}
+
+function toDisplayString(value: unknown): string {
+  if (typeof value === 'string') {
+    return value;
+  }
+  if (value === undefined || value === null) {
+    return '';
+  }
+  try {
+    return JSON.stringify(value, null, 2);
+  } catch {
+    return String(value);
+  }
+}
+
+export function MapStepEditor({ step, onChangeConfig }: StepEditorProps) {
+  const configObject = useMemo(() => asObject(step.config), [step.config]);
+  const initialMethod = typeof configObject.method === 'string' ? configObject.method : '';
+  const hasPython = typeof configObject.python === 'string' && configObject.python.length > 0;
+  const initialScriptKind: ScriptKind = hasPython ? 'python' : 'gpython';
+  const initialScript = toDisplayString(configObject[initialScriptKind]);
+
+  const [method, setMethod] = useState(initialMethod);
+  const [scriptKind, setScriptKind] = useState<ScriptKind>(initialScriptKind);
+  const [script, setScript] = useState(initialScript);
+
+  useEffect(() => {
+    setMethod(initialMethod);
+    setScriptKind(initialScriptKind);
+    setScript(initialScript);
+  }, [initialMethod, initialScript, initialScriptKind]);
+
+  const commit = (next: { methodValue: string; kind: ScriptKind; scriptValue: string }) => {
+    const nextConfig: Record<string, unknown> = {
+      ...configObject,
+      method: next.methodValue,
+      python: undefined,
+      gpython: undefined,
+    };
+
+    if (next.scriptValue.trim() !== '') {
+      nextConfig[next.kind] = next.scriptValue;
+    }
+
+    onChangeConfig(nextConfig);
+  };
+
+  return (
+    <div style={{ display: 'flex', flexDirection: 'column', gap: 8 }}>
+      <div style={{ display: 'flex', gap: 8 }}>
+        <div style={{ flex: 1 }}>
+          <label style={{ fontSize: 12, color: '#334155' }}>Method</label>
+          <input
+            type="text"
+            value={method}
+            onChange={(event) => setMethod(event.target.value)}
+            onBlur={() => commit({ methodValue: method, kind: scriptKind, scriptValue: script })}
+            style={{
+              width: '100%',
+              color: '#000',
+              background: '#fff',
+              border: '1px solid #cbd5e1',
+              borderRadius: 4,
+              padding: '6px 8px',
+            }}
+          />
+        </div>
+        <div style={{ width: 110 }}>
+          <label style={{ fontSize: 12, color: '#334155' }}>Engine</label>
+          <select
+            value={scriptKind}
+            onChange={(event) => {
+              const nextKind = event.target.value as ScriptKind;
+              setScriptKind(nextKind);
+              commit({ methodValue: method, kind: nextKind, scriptValue: script });
+            }}
+            style={{ width: '100%', color: '#000' }}
+          >
+            <option value="python">python</option>
+            <option value="gpython">gpython</option>
+          </select>
+        </div>
+      </div>
+
+      <div>
+        <label style={{ fontSize: 12, color: '#334155' }}>
+          {scriptKind === 'python' ? 'Python Code' : 'GPython Code'}
+        </label>
+        <textarea
+          value={script}
+          onChange={(event) => setScript(event.target.value)}
+          onBlur={() => commit({ methodValue: method, kind: scriptKind, scriptValue: script })}
+          rows={6}
+          style={{
+            width: '100%',
+            fontFamily: 'monospace',
+            fontSize: 12,
+            resize: 'vertical',
+            color: '#000',
+            background: '#fff',
+          }}
+        />
+      </div>
+    </div>
+  );
+}
diff --git a/sifter-view/components/playbook-steps/editors/ProjectStepEditor.tsx b/sifter-view/components/playbook-steps/editors/ProjectStepEditor.tsx
new file mode 100644
index 0000000..99cdc9c
--- /dev/null
+++ b/sifter-view/components/playbook-steps/editors/ProjectStepEditor.tsx
@@ -0,0 +1,124 @@
+import React, { useEffect, useMemo, useState } from 'react';
+
+import type { StepEditorProps } from '../types';
+
+type StringMap = Record<string, string>;
+
+type AnyMap = Record<string, unknown>;
+
+function asObject(value: unknown): Record<string, unknown> {
+  if (value && typeof value === 'object' && !Array.isArray(value)) {
+    return value as Record<string, unknown>;
+  }
+  return {};
+}
+
+function parseJsonObject<T extends Record<string, unknown>>(value: string): T | null {
+  try {
+    const parsed = JSON.parse(value);
+    if (parsed && typeof parsed === 'object' && !Array.isArray(parsed)) {
+      return parsed as T;
+    }
+  } catch {
+    return null;
+  }
+  return null;
+}
+
+export function ProjectStepEditor({ step, onChangeConfig }: StepEditorProps) {
+  const configObject = useMemo(() => asObject(step.config), [step.config]);
+  const mappingValue = useMemo(
+    () => JSON.stringify(asObject(configObject.mapping), null, 2),
+    [configObject.mapping]
+  );
+  const renameValue = useMemo(
+    () => JSON.stringify(asObject(configObject.rename), null, 2),
+    [configObject.rename]
+  );
+
+  const [mappingDraft, setMappingDraft] = useState(mappingValue);
+  const [renameDraft, setRenameDraft] = useState(renameValue);
+  const [mappingError, setMappingError] = useState<string | null>(null);
+  const [renameError, setRenameError] = useState<string | null>(null);
+
+  useEffect(() => {
+    setMappingDraft(mappingValue);
+    setMappingError(null);
+  }, [mappingValue]);
+
+  useEffect(() => {
+    setRenameDraft(renameValue);
+    setRenameError(null);
+  }, [renameValue]);
+
+  const commit = (nextMappingRaw: string, nextRenameRaw: string) => {
+    const parsedMapping = parseJsonObject<AnyMap>(nextMappingRaw);
+    const parsedRenameRaw = parseJsonObject<Record<string, unknown>>(nextRenameRaw);
+
+    if (!parsedMapping) {
+      setMappingError('Mapping must be a JSON object');
+      return;
+    }
+
+    if (!parsedRenameRaw) {
+      setRenameError('Rename must be a JSON object');
+      return;
+    }
+
+    const parsedRename: StringMap = {};
+    for (const [key, value] of Object.entries(parsedRenameRaw)) {
+      parsedRename[key] = String(value ?? '');
+    }
+
+    setMappingError(null);
+    setRenameError(null);
+
+    onChangeConfig({
+      ...configObject,
+      mapping: parsedMapping,
+      rename: parsedRename,
+    });
+  };
+
+  return (
+    <div style={{ display: 'flex', flexDirection: 'column', gap: 8 }}>
+      <div>
+        <label style={{ fontSize: 12, color: '#334155' }}>Mapping (JSON object)</label>
+        <textarea
+          value={mappingDraft}
+          onChange={(event) => setMappingDraft(event.target.value)}
+          onBlur={() => commit(mappingDraft, renameDraft)}
+          rows={5}
+          style={{
+            width: '100%',
+            fontFamily: 'monospace',
+            fontSize: 12,
+            resize: 'vertical',
+            color: '#000',
+            background: '#fff',
+          }}
+        />
+        {mappingError && <div style={{ color: '#b91c1c', fontSize: 12 }}>{mappingError}</div>}
+      </div>
+
+      <div>
+        <label style={{ fontSize: 12, color: '#334155' }}>Rename (JSON object)</label>
+        <textarea
+          value={renameDraft}
+          onChange={(event) => setRenameDraft(event.target.value)}
+          onBlur={() => commit(mappingDraft, renameDraft)}
+          rows={4}
+          style={{
+            width: '100%',
+            fontFamily: 'monospace',
+            fontSize: 12,
+            resize: 'vertical',
+            color: '#000',
+            background: '#fff',
+          }}
+        />
+        {renameError && <div style={{ color: '#b91c1c', fontSize: 12 }}>{renameError}</div>}
+      </div>
+    </div>
+  );
+}
diff --git a/sifter-view/components/playbook-steps/editors/index.ts b/sifter-view/components/playbook-steps/editors/index.ts
new file mode 100644
index 0000000..848ae72
--- /dev/null
+++ b/sifter-view/components/playbook-steps/editors/index.ts
@@ -0,0 +1,5 @@
+export { JsonStepEditor } from './JsonStepEditor';
+export { FromStepEditor } from './FromStepEditor';
+export { ProjectStepEditor } from './ProjectStepEditor';
+export { MapStepEditor } from './MapStepEditor';
+export { FilterStepEditor } from './FilterStepEditor';
diff --git a/sifter-view/components/playbook-steps/registry.tsx b/sifter-view/components/playbook-steps/registry.tsx
new file mode 100644
index 0000000..1578b12
--- /dev/null
+++ b/sifter-view/components/playbook-steps/registry.tsx
@@ -0,0 +1,113 @@
+// Central registry for playbook step operations and their UI components.
+import type { ComponentType } from 'react';
+
+import type { StepCellProps, StepEditorProps } from './types';
+import {
+  FieldProcessStepCell,
+  FromStepCell,
+  GenericStepCell,
+  MapStepCell,
+  ObjectValidateStepCell,
+  ProjectStepCell,
+} from './cells';
+import { FromStepEditor, JsonStepEditor } from './editors';
+import { FilterStepEditor, MapStepEditor, ProjectStepEditor } from './editors';
+
+export type StepCellComponent = ComponentType<StepCellProps>;
+export type StepEditorComponent = ComponentType<StepEditorProps>;
+
+// Ordered list of supported pipeline operations surfaced in the editor.
+export const STEP_OPERATIONS = [
+  'from',
+  'split',
+  'fieldParse',
+  'fieldType',
+  'objectValidate',
+  'filter',
+  'clean',
+  'debug',
+  'regexReplace',
+  'project',
+  'map',
+  'plugin',
+  'flatmap',
+  'reduce',
+  'distinct',
+  'fieldProcess',
+  'dropNull',
+  'lookup',
+  'intervalIntersect',
+  'hash',
+  'accumulate',
+  'uuid',
+] as const;
+
+type StepOperation = (typeof STEP_OPERATIONS)[number];
+
+// Maps each operation to its corresponding read-only cell renderer.
+const OPERATION_CELL_COMPONENTS: Record<StepOperation, StepCellComponent> = {
+  from: FromStepCell,
+  split: GenericStepCell,
+  fieldParse: GenericStepCell,
+  fieldType: GenericStepCell,
+  objectValidate: ObjectValidateStepCell,
+  filter: GenericStepCell,
+  clean: GenericStepCell,
+  debug: GenericStepCell,
+  regexReplace: GenericStepCell,
+  project: ProjectStepCell,
+  map: MapStepCell,
+  plugin: GenericStepCell,
+  flatmap: GenericStepCell,
+  reduce: GenericStepCell,
+  distinct: GenericStepCell,
+  fieldProcess: FieldProcessStepCell,
+  dropNull: GenericStepCell,
+  lookup: GenericStepCell,
+  intervalIntersect: GenericStepCell,
+  hash: GenericStepCell,
+  accumulate: GenericStepCell,
+  uuid: GenericStepCell,
+};
+
+// Maps each operation to its corresponding editor (form) component.
+const OPERATION_EDITOR_COMPONENTS: Record<StepOperation, StepEditorComponent> = {
+  from: FromStepEditor,
+  split: JsonStepEditor,
+  fieldParse: JsonStepEditor,
+  fieldType: JsonStepEditor,
+  objectValidate: JsonStepEditor,
+  filter: FilterStepEditor,
+  clean: JsonStepEditor,
+  debug: JsonStepEditor,
+  regexReplace: JsonStepEditor,
+  project: ProjectStepEditor,
+  map: MapStepEditor,
+  plugin: JsonStepEditor,
+  flatmap: JsonStepEditor,
+  reduce: JsonStepEditor,
+  distinct: JsonStepEditor,
+  fieldProcess: JsonStepEditor,
+  dropNull: JsonStepEditor,
+  lookup: JsonStepEditor,
+  intervalIntersect: JsonStepEditor,
+  hash: JsonStepEditor,
+  accumulate: JsonStepEditor,
+  uuid: JsonStepEditor,
+};
+
+// Resolve a cell renderer for a given operation, falling back to a generic cell.
+export function getStepCellComponent(operation: string): StepCellComponent {
+  if ((STEP_OPERATIONS as readonly string[]).includes(operation)) {
+    return OPERATION_CELL_COMPONENTS[operation as StepOperation];
+  }
+  return GenericStepCell;
+}
+
+// Resolve an editor component for a given operation, falling back to JSON editor.
+export function getStepEditorComponent(operation: string): StepEditorComponent {
+  if ((STEP_OPERATIONS as readonly string[]).includes(operation)) {
+    return OPERATION_EDITOR_COMPONENTS[operation as StepOperation];
+  }
+  return JsonStepEditor;
+}
diff --git a/sifter-view/components/playbook-steps/types.ts b/sifter-view/components/playbook-steps/types.ts
new file mode 100644
index 0000000..c7f4e90
--- /dev/null
+++ b/sifter-view/components/playbook-steps/types.ts
@@ -0,0 +1,15 @@
+export type PipelineStep = {
+  operation: string;
+  config: unknown;
+};
+
+export type StepCellProps = {
+  step: PipelineStep;
+  index: number;
+  isLast: boolean;
+};
+
+export type StepEditorProps = {
+  step: PipelineStep;
+  onChangeConfig: (nextConfig: unknown) => void;
+};
diff --git a/sifter-view/components/usePlaybookPipelineEditor.ts b/sifter-view/components/usePlaybookPipelineEditor.ts
new file mode 100644
index 0000000..3b1e61a
--- /dev/null
+++ b/sifter-view/components/usePlaybookPipelineEditor.ts
@@ -0,0 +1,158 @@
+// Provides a focused React hook for editing playbook pipeline steps in the UI,
+// handling normalization between stored pipeline shapes and editor-friendly data.
+import { useCallback, useMemo } from 'react';
+import type { Dispatch, SetStateAction } from 'react';
+
+import type { Playbook } from '@/lib/playbookApi';
+import type { PipelineStep } from './playbook-steps/types';
+
+type RawPipelineStep = Record<string, unknown>;
+
+// Normalize a raw pipeline step object (single-key record) into a typed shape.
+function parsePipelineStep(stepObj: RawPipelineStep): PipelineStep {
+  const [operation, config] = Object.entries(stepObj)[0] ?? ['unknown', null];
+  return { operation, config };
+}
+
+// Convert a typed step back into the raw single-key object stored in the playbook.
+function serializePipelineStep(step: PipelineStep): RawPipelineStep {
+  return { [step.operation]: step.config };
+}
+
+type UsePlaybookPipelineEditorParams = {
+  playbook: Playbook | null;
+  setPlaybook: Dispatch<SetStateAction<Playbook | null>>;
+  selectedPipelineName: string | null;
+  defaultStepOperation: string;
+};
+
+export function usePlaybookPipelineEditor({
+  playbook,
+  setPlaybook,
+  selectedPipelineName,
+  defaultStepOperation,
+}: UsePlaybookPipelineEditorParams) {
+  // Derive the currently selected pipeline's steps from the playbook.
+  // Memoized to avoid unnecessary recalculation when unrelated state changes.
+  const selectedPipelineSteps = useMemo(() => {
+    if (!selectedPipelineName || !playbook) {
+      return [] as PipelineStep[];
+    }
+
+    // Decode raw step objects into a normalized shape for UI consumption.
+    return (playbook.pipelines[selectedPipelineName] ?? []).map((stepObj) =>
+      parsePipelineStep(stepObj as RawPipelineStep)
+    );
+  }, [playbook, selectedPipelineName]);
+
+  // Centralized updater that replaces the selected pipeline steps immutably.
+  // Safeguards against missing selection or playbook state.
+  const updateSelectedPipelineSteps = useCallback(
+    (updater: (currentSteps: PipelineStep[]) => PipelineStep[]) => {
+      if (!selectedPipelineName) {
+        return;
+      }
+
+      setPlaybook((currentPlaybook) => {
+        if (!currentPlaybook) {
+          return currentPlaybook;
+        }
+
+        // Rehydrate current steps for a deterministic update.
+        const currentPipelineSteps = (currentPlaybook.pipelines[selectedPipelineName] ?? []).map((stepObj) =>
+          parsePipelineStep(stepObj as RawPipelineStep)
+        );
+        const updatedPipelineSteps = updater(currentPipelineSteps);
+
+        // Persist updated steps back into the playbook shape.
+        return {
+          ...currentPlaybook,
+          pipelines: {
+            ...currentPlaybook.pipelines,
+            [selectedPipelineName]: updatedPipelineSteps.map(serializePipelineStep),
+          },
+        };
+      });
+    },
+    [selectedPipelineName, setPlaybook]
+  );
+
+  // Update only the operation of a specific step.
+  const updateStepOperation = useCallback(
+    (index: number, operation: string) => {
+      updateSelectedPipelineSteps((currentSteps) =>
+        currentSteps.map((step, stepIndex) =>
+          stepIndex === index ? { ...step, operation } : step
+        )
+      );
+    },
+    [updateSelectedPipelineSteps]
+  );
+
+  // Update only the config payload of a specific step.
+  const updateStepConfig = useCallback(
+    (index: number, config: unknown) => {
+      updateSelectedPipelineSteps((currentSteps) =>
+        currentSteps.map((step, stepIndex) =>
+          stepIndex === index ? { ...step, config } : step
+        )
+      );
+    },
+    [updateSelectedPipelineSteps]
+  );
+
+  // Move a step within the selected pipeline.
+  const reorderSteps = useCallback(
+    (fromIndex: number, toIndex: number) => {
+      if (fromIndex === toIndex) {
+        return;
+      }
+
+      updateSelectedPipelineSteps((currentSteps) => {
+        // Validate indices to keep the operation a no-op for invalid inputs.
+        if (
+          fromIndex < 0 ||
+          toIndex < 0 ||
+          fromIndex >= currentSteps.length ||
+          toIndex >= currentSteps.length
+        ) {
+          return currentSteps;
+        }
+
+        // Clone array before in-place mutation for predictable state updates.
+        const reorderedSteps = [...currentSteps];
+        const [movedStep] = reorderedSteps.splice(fromIndex, 1);
+        reorderedSteps.splice(toIndex, 0, movedStep);
+        return reorderedSteps;
+      });
+    },
+    [updateSelectedPipelineSteps]
+  );
+
+  // Remove a step at the given index.
+  const removeStep = useCallback(
+    (index: number) => {
+      updateSelectedPipelineSteps((currentSteps) =>
+        currentSteps.filter((_, stepIndex) => stepIndex !== index)
+      );
+    },
+    [updateSelectedPipelineSteps]
+  );
+
+  // Append a new step with the default operation and an empty config.
+  const addStep = useCallback(() => {
+    updateSelectedPipelineSteps((currentSteps) => [
+      ...currentSteps,
+      { operation: defaultStepOperation, config: {} },
+    ]);
+  }, [defaultStepOperation, updateSelectedPipelineSteps]);
+
+  return {
+    selectedPipelineSteps,
+    updateStepOperation,
+    updateStepConfig,
+    reorderSteps,
+    removeStep,
+    addStep,
+  };
+}
diff --git a/sifter-view/eslint.config.mjs b/sifter-view/eslint.config.mjs
new file mode 100644
index 0000000..05e726d
--- /dev/null
+++ b/sifter-view/eslint.config.mjs
@@ -0,0 +1,18 @@
+import { defineConfig, globalIgnores } from "eslint/config";
+import nextVitals from "eslint-config-next/core-web-vitals";
+import nextTs from "eslint-config-next/typescript";
+
+const eslintConfig = defineConfig([
+  ...nextVitals,
+  ...nextTs,
+  // Override default ignores of eslint-config-next.
+  globalIgnores([
+    // Default ignores of eslint-config-next:
+    ".next/**",
+    "out/**",
+    "build/**",
+    "next-env.d.ts",
+  ]),
+]);
+
+export default eslintConfig;
diff --git a/sifter-view/lib/playbookApi.ts b/sifter-view/lib/playbookApi.ts
new file mode 100644
index 0000000..83c598e
--- /dev/null
+++ b/sifter-view/lib/playbookApi.ts
@@ -0,0 +1,35 @@
+type PipelineStep = Record<string, unknown>;
+
+export interface PlaybookFileNode {
+  name: string;
+  path: string;
+  isDir: boolean;
+  children?: PlaybookFileNode[];
+}
+
+export interface Playbook {
+  class?: string;
+  name?: string;
+  outdir?: string;
+  inputs: Record<string, unknown>;
+  outputs?: Record<string, unknown>;
+  pipelines: Record<string, PipelineStep[]>;
+  params?: unknown;
+}
+
+export async function getFiles(): Promise<PlaybookFileNode[]> {
+  const response = await fetch('/api/files');
+  if (!response.ok) {
+    throw new Error(`Failed to fetch files: ${response.statusText}`);
+  }
+  return response.json();
+}
+
+export async function getPlaybook(name: string): Promise<Playbook> {
+  console.log("Fetching playbook", name);
+  const response = await fetch(`/api/playbook?name=${encodeURIComponent(name)}&format=json`);
+  if (!response.ok) {
+    throw new Error(`Failed to fetch playbook: ${response.statusText}`);
+  }
+  return response.json();
+}
diff --git a/sifter-view/next.config.ts b/sifter-view/next.config.ts
new file mode 100644
index 0000000..3f5438d
--- /dev/null
+++ b/sifter-view/next.config.ts
@@ -0,0 +1,18 @@
+import type { NextConfig } from "next";
+
+const nextConfig: NextConfig = {
+  /* config options here */
+  output: 'export',
+  // Optional: Change the output directory from 'out' to 'dist'
+  distDir: 'dist',
+  async rewrites() {
+    return [
+      {
+        source: '/api/:path*',
+        destination: 'http://localhost:8081/api/:path*',
+      },
+    ];
+  },
+};
+
+export default nextConfig;
diff --git a/sifter-view/package-lock.json b/sifter-view/package-lock.json
new file mode 100644
index 0000000..e2912b5
--- /dev/null
+++ b/sifter-view/package-lock.json
@@ -0,0 +1,6731 @@
+{
+  "name": "sifter-view",
+  "version": "0.1.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "sifter-view",
+      "version": "0.1.0",
+      "dependencies": {
+        "@mantine/core": "^7.17.8",
+        "@mantine/hooks": "^7.17.8",
+        "@xyflow/react": "^12.10.0",
+        "dagre": "^0.8.5",
+        "highlight.js": "^11.11.1",
+        "next": "^16.2.0",
+        "react": "19.2.3",
+        "react-dom": "19.2.3",
+        "react-icons": "^5.5.0"
+      },
+      "devDependencies": {
+        "@tailwindcss/postcss": "^4",
+        "@types/dagre": "^0.7.53",
+        "@types/node": "^20",
+        "@types/react": "^19",
+        "@types/react-dom": "^19",
+        "eslint": "^9",
+        "eslint-config-next": "16.1.4",
+        "tailwindcss": "^4",
+        "typescript": "^5"
+      }
+    },
+    "node_modules/@alloc/quick-lru": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
+      "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
+      "dev": true,
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.28.6.tgz",
+      "integrity": "sha512-JYgintcMjRiCvS8mMECzaEn+m3PfoQiyqukOMCCVQtoJGYJw8j/8LBJEiqkHLkfwCcs74E3pbAUFNg7d9VNJ+Q==",
+      "dev": true,
+      "dependencies": {
+        "@babel/helper-validator-identifier": "^7.28.5",
+        "js-tokens": "^4.0.0",
+        "picocolors": "^1.1.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/compat-data": {
+      "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.28.6.tgz",
+      "integrity": "sha512-2lfu57JtzctfIrcGMz992hyLlByuzgIk58+hhGCxjKZ3rWI82NnVLjXcaTqkI2NvlcvOskZaiZ5kjUALo3Lpxg==",
+      "dev": true,
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/core": {
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+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.28.6.tgz",
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+      "dev": true,
+      "dependencies": {
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+        "@babel/generator": "^7.28.6",
+        "@babel/helper-compilation-targets": "^7.28.6",
+        "@babel/helper-module-transforms": "^7.28.6",
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+        "@babel/template": "^7.28.6",
+        "@babel/traverse": "^7.28.6",
+        "@babel/types": "^7.28.6",
+        "@jridgewell/remapping": "^2.3.5",
+        "convert-source-map": "^2.0.0",
+        "debug": "^4.1.0",
+        "gensync": "^1.0.0-beta.2",
+        "json5": "^2.2.3",
+        "semver": "^6.3.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/babel"
+      }
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+        "@jridgewell/gen-mapping": "^0.3.12",
+        "@jridgewell/trace-mapping": "^0.3.28",
+        "jsesc": "^3.0.2"
+      },
+      "engines": {
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+      }
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diff --git a/sifter-view/package.json b/sifter-view/package.json
new file mode 100644
index 0000000..eb0e8dd
--- /dev/null
+++ b/sifter-view/package.json
@@ -0,0 +1,33 @@
+{
+  "name": "sifter-view",
+  "version": "0.1.0",
+  "private": true,
+  "scripts": {
+    "dev": "next dev",
+    "build": "next build",
+    "start": "next start",
+    "lint": "eslint"
+  },
+  "dependencies": {
+    "@mantine/core": "^7.17.8",
+    "@mantine/hooks": "^7.17.8",
+    "@xyflow/react": "^12.10.0",
+    "dagre": "^0.8.5",
+    "highlight.js": "^11.11.1",
+    "next": "^16.2.0",
+    "react": "19.2.3",
+    "react-dom": "19.2.3",
+    "react-icons": "^5.5.0"
+  },
+  "devDependencies": {
+    "@tailwindcss/postcss": "^4",
+    "@types/dagre": "^0.7.53",
+    "@types/node": "^20",
+    "@types/react": "^19",
+    "@types/react-dom": "^19",
+    "eslint": "^9",
+    "eslint-config-next": "16.1.4",
+    "tailwindcss": "^4",
+    "typescript": "^5"
+  }
+}
diff --git a/sifter-view/postcss.config.mjs b/sifter-view/postcss.config.mjs
new file mode 100644
index 0000000..61e3684
--- /dev/null
+++ b/sifter-view/postcss.config.mjs
@@ -0,0 +1,7 @@
+const config = {
+  plugins: {
+    "@tailwindcss/postcss": {},
+  },
+};
+
+export default config;
diff --git a/sifter-view/public/file.svg b/sifter-view/public/file.svg
new file mode 100644
index 0000000..004145c
--- /dev/null
+++ b/sifter-view/public/file.svg
@@ -0,0 +1 @@
+<svg fill="none" viewBox="0 0 16 16" xmlns="http://www.w3.org/2000/svg"><path d="M14.5 13.5V5.41a1 1 0 0 0-.3-.7L9.8.29A1 1 0 0 0 9.08 0H1.5v13.5A2.5 2.5 0 0 0 4 16h8a2.5 2.5 0 0 0 2.5-2.5m-1.5 0v-7H8v-5H3v12a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1M9.5 5V2.12L12.38 5zM5.13 5h-.62v1.25h2.12V5zm-.62 3h7.12v1.25H4.5zm.62 3h-.62v1.25h7.12V11z" clip-rule="evenodd" fill="#666" fill-rule="evenodd"/></svg>
\ No newline at end of file
diff --git a/sifter-view/public/globe.svg b/sifter-view/public/globe.svg
new file mode 100644
index 0000000..567f17b
--- /dev/null
+++ b/sifter-view/public/globe.svg
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><g clip-path="url(#a)"><path fill-rule="evenodd" clip-rule="evenodd" d="M10.27 14.1a6.5 6.5 0 0 0 3.67-3.45q-1.24.21-2.7.34-.31 1.83-.97 3.1M8 16A8 8 0 1 0 8 0a8 8 0 0 0 0 16m.48-1.52a7 7 0 0 1-.96 0H7.5a4 4 0 0 1-.84-1.32q-.38-.89-.63-2.08a40 40 0 0 0 3.92 0q-.25 1.2-.63 2.08a4 4 0 0 1-.84 1.31zm2.94-4.76q1.66-.15 2.95-.43a7 7 0 0 0 0-2.58q-1.3-.27-2.95-.43a18 18 0 0 1 0 3.44m-1.27-3.54a17 17 0 0 1 0 3.64 39 39 0 0 1-4.3 0 17 17 0 0 1 0-3.64 39 39 0 0 1 4.3 0m1.1-1.17q1.45.13 2.69.34a6.5 6.5 0 0 0-3.67-3.44q.65 1.26.98 3.1M8.48 1.5l.01.02q.41.37.84 1.31.38.89.63 2.08a40 40 0 0 0-3.92 0q.25-1.2.63-2.08a4 4 0 0 1 .85-1.32 7 7 0 0 1 .96 0m-2.75.4a6.5 6.5 0 0 0-3.67 3.44 29 29 0 0 1 2.7-.34q.31-1.83.97-3.1M4.58 6.28q-1.66.16-2.95.43a7 7 0 0 0 0 2.58q1.3.27 2.95.43a18 18 0 0 1 0-3.44m.17 4.71q-1.45-.12-2.69-.34a6.5 6.5 0 0 0 3.67 3.44q-.65-1.27-.98-3.1" fill="#666"/></g><defs><clipPath id="a"><path fill="#fff" d="M0 0h16v16H0z"/></clipPath></defs></svg>
\ No newline at end of file
diff --git a/sifter-view/public/next.svg b/sifter-view/public/next.svg
new file mode 100644
index 0000000..5174b28
--- /dev/null
+++ b/sifter-view/public/next.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 394 80"><path fill="#000" d="M262 0h68.5v12.7h-27.2v66.6h-13.6V12.7H262V0ZM149 0v12.7H94v20.4h44.3v12.6H94v21h55v12.6H80.5V0h68.7zm34.3 0h-17.8l63.8 79.4h17.9l-32-39.7 32-39.6h-17.9l-23 28.6-23-28.6zm18.3 56.7-9-11-27.1 33.7h17.8l18.3-22.7z"/><path fill="#000" d="M81 79.3 17 0H0v79.3h13.6V17l50.2 62.3H81Zm252.6-.4c-1 0-1.8-.4-2.5-1s-1.1-1.6-1.1-2.6.3-1.8 1-2.5 1.6-1 2.6-1 1.8.3 2.5 1a3.4 3.4 0 0 1 .6 4.3 3.7 3.7 0 0 1-3 1.8zm23.2-33.5h6v23.3c0 2.1-.4 4-1.3 5.5a9.1 9.1 0 0 1-3.8 3.5c-1.6.8-3.5 1.3-5.7 1.3-2 0-3.7-.4-5.3-1s-2.8-1.8-3.7-3.2c-.9-1.3-1.4-3-1.4-5h6c.1.8.3 1.6.7 2.2s1 1.2 1.6 1.5c.7.4 1.5.5 2.4.5 1 0 1.8-.2 2.4-.6a4 4 0 0 0 1.6-1.8c.3-.8.5-1.8.5-3V45.5zm30.9 9.1a4.4 4.4 0 0 0-2-3.3 7.5 7.5 0 0 0-4.3-1.1c-1.3 0-2.4.2-3.3.5-.9.4-1.6 1-2 1.6a3.5 3.5 0 0 0-.3 4c.3.5.7.9 1.3 1.2l1.8 1 2 .5 3.2.8c1.3.3 2.5.7 3.7 1.2a13 13 0 0 1 3.2 1.8 8.1 8.1 0 0 1 3 6.5c0 2-.5 3.7-1.5 5.1a10 10 0 0 1-4.4 3.5c-1.8.8-4.1 1.2-6.8 1.2-2.6 0-4.9-.4-6.8-1.2-2-.8-3.4-2-4.5-3.5a10 10 0 0 1-1.7-5.6h6a5 5 0 0 0 3.5 4.6c1 .4 2.2.6 3.4.6 1.3 0 2.5-.2 3.5-.6 1-.4 1.8-1 2.4-1.7a4 4 0 0 0 .8-2.4c0-.9-.2-1.6-.7-2.2a11 11 0 0 0-2.1-1.4l-3.2-1-3.8-1c-2.8-.7-5-1.7-6.6-3.2a7.2 7.2 0 0 1-2.4-5.7 8 8 0 0 1 1.7-5 10 10 0 0 1 4.3-3.5c2-.8 4-1.2 6.4-1.2 2.3 0 4.4.4 6.2 1.2 1.8.8 3.2 2 4.3 3.4 1 1.4 1.5 3 1.5 5h-5.8z"/></svg>
\ No newline at end of file
diff --git a/sifter-view/public/vercel.svg b/sifter-view/public/vercel.svg
new file mode 100644
index 0000000..7705396
--- /dev/null
+++ b/sifter-view/public/vercel.svg
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1155 1000"><path d="m577.3 0 577.4 1000H0z" fill="#fff"/></svg>
\ No newline at end of file
diff --git a/sifter-view/public/window.svg b/sifter-view/public/window.svg
new file mode 100644
index 0000000..b2b2a44
--- /dev/null
+++ b/sifter-view/public/window.svg
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path fill-rule="evenodd" clip-rule="evenodd" d="M1.5 2.5h13v10a1 1 0 0 1-1 1h-11a1 1 0 0 1-1-1zM0 1h16v11.5a2.5 2.5 0 0 1-2.5 2.5h-11A2.5 2.5 0 0 1 0 12.5zm3.75 4.5a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5M7 4.75a.75.75 0 1 1-1.5 0 .75.75 0 0 1 1.5 0m1.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5" fill="#666"/></svg>
\ No newline at end of file
diff --git a/sifter-view/tsconfig.json b/sifter-view/tsconfig.json
new file mode 100644
index 0000000..0400cf0
--- /dev/null
+++ b/sifter-view/tsconfig.json
@@ -0,0 +1,44 @@
+{
+  "compilerOptions": {
+    "target": "ES2017",
+    "lib": [
+      "dom",
+      "dom.iterable",
+      "esnext"
+    ],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "bundler",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "react-jsx",
+    "incremental": true,
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": [
+        "./*"
+      ]
+    }
+  },
+  "include": [
+    "next-env.d.ts",
+    "**/*.ts",
+    "**/*.tsx",
+    ".next/types/**/*.ts",
+    ".next/dev/types/**/*.ts",
+    "**/*.mts",
+    "dist/types/**/*.ts",
+    "dist/dev/types/**/*.ts"
+  ],
+  "exclude": [
+    "node_modules"
+  ]
+}
diff --git a/test/command_line_test.go b/test/command_line_test.go
index 119244c..5dcc0f2 100644
--- a/test/command_line_test.go
+++ b/test/command_line_test.go
@@ -1,6 +1,7 @@
 package test
 
 import (
+	"bufio"
 	"bytes"
 	"compress/gzip"
 	"fmt"
@@ -101,3 +102,71 @@ func TestCommandLines(t *testing.T) {
 
 	}
 }
+
+// TestCaptureMode verifies that --capture-dir and --capture-limit flags create
+// NDJSON capture files and respect the record limit.
+func TestCaptureMode(t *testing.T) {
+	captureDir, err := os.MkdirTemp("", "sifter-capture-*")
+	if err != nil {
+		t.Fatalf("Failed to create temp capture dir: %s", err)
+	}
+	defer os.RemoveAll(captureDir)
+
+	playbook := "examples/gene-table/gene-table.yaml"
+	limit := 3
+
+	cmd := exec.Command("../sifter", "run",
+		"--capture-dir", captureDir,
+		"--capture-limit", fmt.Sprintf("%d", limit),
+		playbook,
+	)
+	t.Logf("Running: %s with capture-dir=%s capture-limit=%d", playbook, captureDir, limit)
+	if err := cmd.Run(); err != nil {
+		t.Fatalf("Failed running %s: %s", playbook, err)
+	}
+
+	// Check that at least one .ndjson file was created
+	entries, err := os.ReadDir(captureDir)
+	if err != nil {
+		t.Fatalf("Failed to read capture dir: %s", err)
+	}
+	if len(entries) == 0 {
+		t.Errorf("Expected capture NDJSON files in %s, but directory is empty", captureDir)
+		return
+	}
+
+	// Verify each capture file has at most `limit` records
+	for _, entry := range entries {
+		if !strings.HasSuffix(entry.Name(), ".ndjson") {
+			continue
+		}
+		filePath := filepath.Join(captureDir, entry.Name())
+		f, err := os.Open(filePath)
+		if err != nil {
+			t.Errorf("Failed to open capture file %s: %s", filePath, err)
+			continue
+		}
+
+		lineCount := 0
+		scanner := bufio.NewScanner(f)
+		for scanner.Scan() {
+			if scanner.Text() != "" {
+				lineCount++
+			}
+		}
+		scanErr := scanner.Err()
+		f.Close()
+
+		if scanErr != nil {
+			t.Errorf("Error reading capture file %s: %s", filePath, scanErr)
+		}
+		if lineCount > limit {
+			t.Errorf("Capture file %s has %d records, expected at most %d", entry.Name(), lineCount, limit)
+		}
+		t.Logf("Capture file %s has %d records (limit=%d)", entry.Name(), lineCount, limit)
+	}
+
+	// Clean up the playbook output
+	outputDir := filepath.Join(filepath.Dir(playbook), "output")
+	os.RemoveAll(outputDir)
+}
diff --git a/test/resources/xml_load.yaml b/test/resources/xml_load.yaml
index e162d2c..9683d67 100644
--- a/test/resources/xml_load.yaml
+++ b/test/resources/xml_load.yaml
@@ -6,9 +6,8 @@ inputs:
     type: File
     default: test.xml
 
-steps:
-  - xmlLoad:
-      input: "{{inputs.xml}}"
-      transform:
-        - emit:
-            name: output
\ No newline at end of file
+outputs:
+  jsonXml:
+    json:
+      from: xml
+