diff --git a/crates/lance-context-master/src/lib.rs b/crates/lance-context-master/src/lib.rs
index 7efe511d..48c6f64d 100644
--- a/crates/lance-context-master/src/lib.rs
+++ b/crates/lance-context-master/src/lib.rs
@@ -4,5 +4,6 @@ pub mod config;
 pub mod error;
 pub mod routes;
 pub mod scanner;
+pub mod scheduler;
 pub mod state;
 pub mod stats_store;
diff --git a/crates/lance-context-master/src/main.rs b/crates/lance-context-master/src/main.rs
index b29a72c4..9c2e062c 100644
--- a/crates/lance-context-master/src/main.rs
+++ b/crates/lance-context-master/src/main.rs
@@ -9,6 +9,7 @@ use tracing_subscriber::EnvFilter;
 use lance_context_master::config::MasterConfig;
 use lance_context_master::routes;
 use lance_context_master::scanner;
+use lance_context_master::scheduler;
 use lance_context_master::state::MasterState;
 
 #[tokio::main]
@@ -42,6 +43,9 @@ async fn main() {
     // Background stats scanner (detached; stops when the last Arc drops).
     let _scanner = scanner::spawn_scanner(&state);
 
+    // Single serial compaction worker (+ optional periodic auto-sweep).
+    let _scheduler = scheduler::spawn_scheduler(&state);
+
     let mut app = Router::new().nest("/api/v1", routes::api_router());
 
     // Serve the built UI (SPA) as a fallback when a `--ui-dir` is configured.
diff --git a/crates/lance-context-master/src/routes.rs b/crates/lance-context-master/src/routes.rs
index c4eaa35a..2c5b3b7a 100644
--- a/crates/lance-context-master/src/routes.rs
+++ b/crates/lance-context-master/src/routes.rs
@@ -3,14 +3,18 @@
 use std::sync::Arc;
 
 use axum::extract::{Path, Query, State};
+use axum::http::StatusCode;
 use axum::routing::{get, post};
 use axum::{Json, Router};
 use serde::Deserialize;
 
-use lance_context_api::{ExperimentDetail, ExperimentListResponse, ExperimentSummary};
+use lance_context_api::{
+    CompactJobStatus, ExperimentDetail, ExperimentListResponse, ExperimentSummary,
+};
 
 use crate::error::MasterError;
 use crate::scanner;
+use crate::scheduler;
 use crate::state::MasterState;
 
 /// Query params for the experiment listing.
@@ -101,11 +105,53 @@ pub async fn rescan(
     Ok(Json(serde_json::json!({ "scanned": n })))
 }
 
+/// `POST /api/v1/experiments/{name}/compact` — enqueue a manual compaction.
+/// Returns 202 Accepted with the (possibly de-duped) job status.
+pub async fn compact_experiment(
+    State(state): State<Arc<MasterState>>,
+    Path(name): Path<String>,
+) -> Result<(StatusCode, Json<CompactJobStatus>), MasterError> {
+    // Only enqueue known experiments.
+    let exists = state
+        .registry
+        .read()
+        .await
+        .contains(&name)
+        .await
+        .map_err(MasterError::from_lance)?;
+    if !exists {
+        return Err(MasterError::NotFound(format!(
+            "experiment '{}' does not exist",
+            name
+        )));
+    }
+    let status = scheduler::enqueue(&state, &name).await;
+    Ok((StatusCode::ACCEPTED, Json(status)))
+}
+
+/// `GET /api/v1/experiments/{name}/compact/status` — latest compaction job
+/// state for an experiment (`None` when never requested).
+pub async fn compact_status(
+    State(state): State<Arc<MasterState>>,
+    Path(name): Path<String>,
+) -> Json<CompactJobStatus> {
+    let status = state
+        .jobs
+        .lock()
+        .await
+        .get(&name)
+        .cloned()
+        .unwrap_or(CompactJobStatus::None);
+    Json(status)
+}
+
 /// Build the admin API router (mounted under `/api/v1`).
 pub fn api_router() -> Router<Arc<MasterState>> {
     Router::new()
         .route("/experiments", get(list_experiments))
         .route("/experiments/{name}", get(get_experiment))
+        .route("/experiments/{name}/compact", post(compact_experiment))
+        .route("/experiments/{name}/compact/status", get(compact_status))
         .route("/rescan", post(rescan))
 }
 
diff --git a/crates/lance-context-master/src/scheduler.rs b/crates/lance-context-master/src/scheduler.rs
new file mode 100644
index 00000000..c8b61a93
--- /dev/null
+++ b/crates/lance-context-master/src/scheduler.rs
@@ -0,0 +1,327 @@
+//! Centralized compaction scheduler.
+//!
+//! Compaction rewrites fragments (`Rewrite` in Lance's conflict matrix). Two
+//! concurrent `Rewrite`s on the same dataset conflict, so compaction must have a
+//! **single serial driver**. This module is that driver: one background task
+//! drains a single queue, so automatic sweeps and manual API triggers share the
+//! same serial execution path and can never overlap. `Rewrite` vs the
+//! data-plane's `Append` is non-conflicting, so this runs safely alongside live
+//! ingest.
+
+use std::sync::Arc;
+use std::time::Duration;
+
+use chrono::Utc;
+use lance_context_api::CompactJobStatus;
+use lance_context_core::{CompactionConfig, RolloutStore, RolloutStoreOptions};
+use tokio::task::JoinHandle;
+
+use crate::state::MasterState;
+use crate::stats_store::StatRow;
+
+/// Build the [`CompactionConfig`] the scheduler applies, from master config.
+pub fn compaction_config(state: &MasterState) -> CompactionConfig {
+    CompactionConfig {
+        enabled: true,
+        min_fragments: state.config.min_fragments,
+        target_rows_per_fragment: state.config.target_rows_per_fragment,
+        ..Default::default()
+    }
+}
+
+/// Enqueue an experiment for compaction and mark it `Queued`. De-dupes: if a
+/// job for `name` is already queued or running, this is a no-op returning the
+/// existing status.
+pub async fn enqueue(state: &Arc<MasterState>, name: &str) -> CompactJobStatus {
+    {
+        let jobs = state.jobs.lock().await;
+        if matches!(
+            jobs.get(name),
+            Some(CompactJobStatus::Queued) | Some(CompactJobStatus::Running)
+        ) {
+            return jobs.get(name).cloned().unwrap();
+        }
+    }
+    state
+        .jobs
+        .lock()
+        .await
+        .insert(name.to_string(), CompactJobStatus::Queued);
+    // Unbounded send only fails if the receiver was dropped (scheduler gone).
+    let _ = state.compact_tx.send(name.to_string());
+    CompactJobStatus::Queued
+}
+
+/// Compact one experiment now (serial, on the scheduler task). Updates the job
+/// status map and the stats table's compaction counters on success.
+async fn run_compaction(state: &Arc<MasterState>, name: &str) {
+    state
+        .jobs
+        .lock()
+        .await
+        .insert(name.to_string(), CompactJobStatus::Running);
+
+    let uri = state.rollout_uri(name);
+    let config = compaction_config(state);
+    let opts = RolloutStoreOptions::default();
+
+    let status = match RolloutStore::open_existing_with_options(&uri, opts).await {
+        Ok(mut store) => match store.compact(Some(config)).await {
+            Ok(metrics) => {
+                update_stats_after_compaction(state, name, &store).await;
+                CompactJobStatus::Done {
+                    fragments_removed: metrics.fragments_removed,
+                    fragments_added: metrics.fragments_added,
+                }
+            }
+            Err(e) => CompactJobStatus::Failed {
+                error: e.to_string(),
+            },
+        },
+        Err(e) => CompactJobStatus::Failed {
+            error: e.to_string(),
+        },
+    };
+
+    if let CompactJobStatus::Failed { error } = &status {
+        tracing::warn!(store = %name, error = %error, "compaction failed");
+    }
+    state.jobs.lock().await.insert(name.to_string(), status);
+}
+
+/// Refresh the stats row for `name` after a successful compaction: re-observe
+/// fragment/row counts and bump `last_compaction`/`total_compactions`.
+async fn update_stats_after_compaction(state: &Arc<MasterState>, name: &str, store: &RolloutStore) {
+    let obs = match store.observe().await {
+        Ok(obs) => obs,
+        Err(e) => {
+            tracing::warn!(store = %name, error = %e, "post-compaction observe failed");
+            return;
+        }
+    };
+    let mut stats = state.stats.lock().await;
+    let prev_total = match stats.get(name).await {
+        Ok(Some(row)) => row.total_compactions,
+        _ => 0,
+    };
+    let row = StatRow {
+        name: name.to_string(),
+        uri: state.rollout_uri(name),
+        row_count: obs.row_count,
+        fragment_count: obs.fragment_count,
+        last_updated: obs.last_updated,
+        pending_wal_generations: obs.pending_wal_generations,
+        last_compaction: Utc::now().timestamp_millis(),
+        total_compactions: prev_total + 1,
+        scanned_at: Utc::now().timestamp_millis(),
+    };
+    if let Err(e) = stats.upsert(&row).await {
+        tracing::warn!(store = %name, error = %e, "post-compaction stats upsert failed");
+    }
+}
+
+/// Enqueue every experiment whose fragment count is at or above the configured
+/// threshold, honoring quiet hours. Reads candidates from the stats table.
+pub async fn sweep_candidates(state: &Arc<MasterState>) -> lance::Result<usize> {
+    let config = compaction_config(state);
+    // Quiet-hours gate applies to the whole sweep.
+    if in_quiet_hours(&config) {
+        return Ok(0);
+    }
+    let rows = state.stats.lock().await.list(None, usize::MAX, 0).await?;
+    let mut queued = 0;
+    for row in rows {
+        if row.fragment_count as usize >= config.min_fragments {
+            enqueue(state, &row.name).await;
+            queued += 1;
+        }
+    }
+    Ok(queued)
+}
+
+fn in_quiet_hours(config: &CompactionConfig) -> bool {
+    if config.quiet_hours.is_empty() {
+        return false;
+    }
+    use chrono::Timelike;
+    let hour = Utc::now().hour() as u8;
+    config
+        .quiet_hours
+        .iter()
+        .any(|(start, end)| hour >= *start && hour < *end)
+}
+
+/// Spawn the single serial compaction worker plus (optionally) the periodic
+/// auto-sweep. The worker owns the queue receiver and processes one experiment
+/// at a time. Returns the worker handle. Panics if called twice (receiver
+/// already taken).
+pub fn spawn_scheduler(state: &Arc<MasterState>) -> JoinHandle<()> {
+    let mut rx = state
+        .compact_rx
+        .try_lock()
+        .expect("scheduler: state lock")
+        .take()
+        .expect("spawn_scheduler called more than once");
+
+    // Optional periodic auto-sweep feeds the same queue.
+    let interval_secs = state.config.compaction_interval_secs;
+    if interval_secs > 0 {
+        let sweep_state = state.clone();
+        tokio::spawn(async move {
+            let mut ticker = tokio::time::interval(Duration::from_secs(interval_secs));
+            ticker.tick().await; // skip immediate tick
+            loop {
+                ticker.tick().await;
+                match sweep_candidates(&sweep_state).await {
+                    Ok(n) if n > 0 => tracing::info!(queued = n, "auto-sweep queued experiments"),
+                    Ok(_) => {}
+                    Err(e) => tracing::warn!(error = %e, "auto-sweep failed"),
+                }
+            }
+        });
+    }
+
+    let worker_state = state.clone();
+    tokio::spawn(async move {
+        while let Some(name) = rx.recv().await {
+            run_compaction(&worker_state, &name).await;
+        }
+    })
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use crate::config::MasterConfig;
+    use tempfile::TempDir;
+
+    fn config(dir: &TempDir) -> MasterConfig {
+        MasterConfig {
+            data_dir: dir.path().to_string_lossy().to_string(),
+            host: "127.0.0.1".to_string(),
+            port: 0,
+            stats_scan_interval_secs: 0,
+            scan_concurrency: 4,
+            compaction_interval_secs: 0,
+            // Low threshold so a handful of appends crosses it.
+            min_fragments: 2,
+            target_rows_per_fragment: 1_048_576,
+            ui_dir: None,
+        }
+    }
+
+    /// Manual enqueue -> serial worker compacts -> job reaches Done and the
+    /// stats table records a compaction.
+    #[tokio::test]
+    async fn manual_compaction_runs_and_updates_stats() {
+        let dir = TempDir::new().unwrap();
+        let state = MasterState::new(config(&dir)).await.unwrap();
+        let worker = spawn_scheduler(&state);
+
+        // Build a store with several fragments via repeated base-table appends.
+        let name = "exp";
+        let uri = state.rollout_uri(name);
+        {
+            let mut store = RolloutStore::open(&uri).await.unwrap();
+            for i in 0..4 {
+                let rec = crate::scheduler::tests::rollout_record(&format!("r{i}"));
+                store.add(&[rec]).await.unwrap();
+                store.cleanup_own_shard().await.unwrap();
+            }
+        }
+        state
+            .registry
+            .write()
+            .await
+            .upsert(name, &uri)
+            .await
+            .unwrap();
+        // Seed a stats row so post-compaction upsert has a prior counter.
+        crate::scanner::scan_once(&state).await.unwrap();
+
+        enqueue(&state, name).await;
+
+        // Wait for the worker to reach a terminal state.
+        let mut done = None;
+        for _ in 0..50 {
+            tokio::time::sleep(Duration::from_millis(50)).await;
+            if let Some(s) = state.jobs.lock().await.get(name) {
+                if matches!(
+                    s,
+                    CompactJobStatus::Done { .. } | CompactJobStatus::Failed { .. }
+                ) {
+                    done = Some(s.clone());
+                    break;
+                }
+            }
+        }
+        let status = done.expect("job reached terminal state");
+        assert!(
+            matches!(status, CompactJobStatus::Done { .. }),
+            "expected Done, got {status:?}"
+        );
+
+        let row = state.stats.lock().await.get(name).await.unwrap().unwrap();
+        assert_eq!(row.total_compactions, 1);
+        assert!(row.last_compaction >= 0);
+
+        worker.abort();
+    }
+
+    #[tokio::test]
+    async fn enqueue_dedupes_queued_jobs() {
+        let dir = TempDir::new().unwrap();
+        let state = MasterState::new(config(&dir)).await.unwrap();
+        // Do NOT spawn the worker, so jobs stay Queued.
+        let s1 = enqueue(&state, "x").await;
+        let s2 = enqueue(&state, "x").await;
+        assert!(matches!(s1, CompactJobStatus::Queued));
+        assert!(matches!(s2, CompactJobStatus::Queued));
+        // Only one message should be in the channel; drain and count.
+        let mut rx = state.compact_rx.lock().await.take().unwrap();
+        let mut n = 0;
+        while rx.try_recv().is_ok() {
+            n += 1;
+        }
+        assert_eq!(n, 1);
+    }
+
+    /// Minimal rollout record builder for tests (the core struct has no
+    /// `Default`).
+    pub fn rollout_record(id: &str) -> lance_context_core::RolloutRecord {
+        use chrono::TimeZone;
+        lance_context_core::RolloutRecord {
+            id: id.to_string(),
+            rollout_id: "rollout-1".to_string(),
+            problem_id: "problem-1".to_string(),
+            dataset: None,
+            sequence_order: 0,
+            role: lance_context_core::ROLE_ASSISTANT.to_string(),
+            created_at: Utc.timestamp_micros(1_700_000_000_000_000).unwrap(),
+            content: Some("x".to_string()),
+            content_type: "text/plain".to_string(),
+            input_tokens: None,
+            output_tokens: None,
+            num_input_tokens: None,
+            num_output_tokens: None,
+            output_logprobs: None,
+            input_logprobs: None,
+            ref_logprobs: None,
+            loss_mask: None,
+            advantage: None,
+            reward: None,
+            raw_reward: None,
+            grader_id: None,
+            score: None,
+            include_in_training: None,
+            exclude_reason: None,
+            policy_version: None,
+            relationships: vec![],
+            binary_payload: None,
+            payload_size: None,
+            payload_checksum: None,
+            artifact_type: None,
+            metadata: None,
+        }
+    }
+}
diff --git a/crates/lance-context-master/src/state.rs b/crates/lance-context-master/src/state.rs
index 56ccf0e9..f603231d 100644
--- a/crates/lance-context-master/src/state.rs
+++ b/crates/lance-context-master/src/state.rs
@@ -1,10 +1,12 @@
 //! Shared master state: durable registry (read-only) + stats table (read/write).
 
+use std::collections::HashMap;
 use std::path::PathBuf;
 use std::sync::Arc;
 
+use lance_context_api::CompactJobStatus;
 use lance_context_core::RolloutRegistry;
-use tokio::sync::{Mutex, RwLock};
+use tokio::sync::{mpsc, Mutex, RwLock};
 
 use crate::config::MasterConfig;
 use crate::stats_store::StatsStore;
@@ -24,6 +26,14 @@ pub struct MasterState {
     pub base_path: PathBuf,
     /// Effective configuration.
     pub config: MasterConfig,
+    /// Enqueues an experiment name for (serial) compaction. Both automatic
+    /// sweeps and manual API triggers push here, so compaction has a single
+    /// serial driver — never two concurrent `Rewrite`s.
+    pub compact_tx: mpsc::UnboundedSender<String>,
+    /// Receiver half, taken once by [`crate::scheduler::spawn_scheduler`].
+    pub compact_rx: Mutex<Option<mpsc::UnboundedReceiver<String>>>,
+    /// Last-known compaction job state per experiment, for the status endpoint.
+    pub jobs: Mutex<HashMap<String, CompactJobStatus>>,
 }
 
 impl MasterState {
@@ -40,11 +50,15 @@ impl MasterState {
             .to_string();
         let registry = RolloutRegistry::open_or_create(&registry_uri, None).await?;
         let stats = StatsStore::open_or_create(&stats_uri, None).await?;
+        let (compact_tx, compact_rx) = mpsc::unbounded_channel();
         Ok(Arc::new(Self {
             registry: RwLock::new(registry),
             stats: Mutex::new(stats),
             base_path,
             config,
+            compact_tx,
+            compact_rx: Mutex::new(Some(compact_rx)),
+            jobs: Mutex::new(HashMap::new()),
         }))
     }
 
diff --git a/crates/lance-context-master/ui/.gitignore b/crates/lance-context-master/ui/.gitignore
new file mode 100644
index 00000000..14954bed
--- /dev/null
+++ b/crates/lance-context-master/ui/.gitignore
@@ -0,0 +1,5 @@
+node_modules/
+dist/
+*.local
+
+tsconfig.tsbuildinfo
diff --git a/crates/lance-context-master/ui/index.html b/crates/lance-context-master/ui/index.html
new file mode 100644
index 00000000..908075d6
--- /dev/null
+++ b/crates/lance-context-master/ui/index.html
@@ -0,0 +1,12 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>lance-context master</title>
+  </head>
+  <body>
+    <div id="root"></div>
+    <script type="module" src="/src/main.tsx"></script>
+  </body>
+</html>
diff --git a/crates/lance-context-master/ui/package-lock.json b/crates/lance-context-master/ui/package-lock.json
new file mode 100644
index 00000000..4d382d97
--- /dev/null
+++ b/crates/lance-context-master/ui/package-lock.json
@@ -0,0 +1,1796 @@
+{
+  "name": "lance-context-master-ui",
+  "version": "0.6.3",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "lance-context-master-ui",
+      "version": "0.6.3",
+      "dependencies": {
+        "@tanstack/react-query": "^5.59.0",
+        "react": "^18.3.1",
+        "react-dom": "^18.3.1",
+        "zustand": "^4.5.5"
+      },
+      "devDependencies": {
+        "@types/react": "^18.3.11",
+        "@types/react-dom": "^18.3.0",
+        "@vitejs/plugin-react": "^4.3.2",
+        "typescript": "^5.6.2",
+        "vite": "^5.4.8"
+      }
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.29.7",
+      "resolved": "https://ms-feed-2.pkgs.visualstudio.com/1es-public/_packaging/npm-public/npm/registry/@babel/code-frame/-/code-frame-7.29.7.tgz",
+      "integrity": "sha1-8vu/6ofESiFZDsUVt3iywm2IZuc=",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-validator-identifier": "^7.29.7",
+        "js-tokens": "^4.0.0",
+        "picocolors": "^1.1.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/compat-data": {
+      "version": "7.29.7",
+      "resolved": "https://ms-feed-25.pkgs.visualstudio.com/1es-public/_packaging/npm-public/npm/registry/@babel/compat-data/-/compat-data-7.29.7.tgz",
+      "integrity": "sha1-bwI38PNtLlHAVwpjb67Z0tDv5ik=",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/core": {
+      "version": "7.29.7",
+      "resolved": "https://ms-feed-25.pkgs.visualstudio.com/1es-public/_packaging/npm-public/npm/registry/@babel/core/-/core-7.29.7.tgz",
+      "integrity": "sha1-gMELFySAgpaLV6hXuRZAlx8gcPc=",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/code-frame": "^7.29.7",
+        "@babel/generator": "^7.29.7",
+        "@babel/helper-compilation-targets": "^7.29.7",
+        "@babel/helper-module-transforms": "^7.29.7",
+        "@babel/helpers": "^7.29.7",
+        "@babel/parser": "^7.29.7",
+        "@babel/template": "^7.29.7",
+        "@babel/traverse": "^7.29.7",
+        "@babel/types": "^7.29.7",
+        "@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"
+      }
+    },
+    "node_modules/@babel/generator": {
+      "version": "7.29.7",
+      "resolved": "https://ms-feed-12.pkgs.visualstudio.com/1es-public/_packaging/npm-public/npm/registry/@babel/generator/-/generator-7.29.7.tgz",
+      "integrity": "sha1-zKC4gn5rzzuhdniOfzsYCtbbL6M=",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/parser": "^7.29.7",
+        "@babel/types": "^7.29.7",
+        "@jridgewell/gen-mapping": "^0.3.12",
+        "@jridgewell/trace-mapping": "^0.3.28",
+        "jsesc": "^3.0.2"
+      },
+      "engines": {
+        "node": ">=6.9.0"
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+      }
+    },
+    "node_modules/source-map-js": {
+      "version": "1.2.1",
+      "resolved": "https://ms-feed-12.pkgs.visualstudio.com/1es-public/_packaging/npm-public/npm/registry/source-map-js/-/source-map-js-1.2.1.tgz",
+      "integrity": "sha1-HOVlD93YerwJnto33P8CTCZnrkY=",
+      "dev": true,
+      "license": "BSD-3-Clause",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/typescript": {
+      "version": "5.9.3",
+      "resolved": "https://ms-feed-25.pkgs.visualstudio.com/1es-public/_packaging/npm-public/npm/registry/typescript/-/typescript-5.9.3.tgz",
+      "integrity": "sha1-W09Z4VMQqxeiFvXWz1PuR27eZw8=",
+      "dev": true,
+      "license": "Apache-2.0",
+      "bin": {
+        "tsc": "bin/tsc",
+        "tsserver": "bin/tsserver"
+      },
+      "engines": {
+        "node": ">=14.17"
+      }
+    },
+    "node_modules/update-browserslist-db": {
+      "version": "1.2.3",
+      "resolved": "https://ms-feed-25.pkgs.visualstudio.com/1es-public/_packaging/npm-public/npm/registry/update-browserslist-db/-/update-browserslist-db-1.2.3.tgz",
+      "integrity": "sha1-ZNdttYcTE2rL60xJEUNmzGzC6A0=",
+      "dev": true,
+      "funding": [
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/browserslist"
+        },
+        {
+          "type": "tidelift",
+          "url": "https://tidelift.com/funding/github/npm/browserslist"
+        },
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/ai"
+        }
+      ],
+      "license": "MIT",
+      "dependencies": {
+        "escalade": "^3.2.0",
+        "picocolors": "^1.1.1"
+      },
+      "bin": {
+        "update-browserslist-db": "cli.js"
+      },
+      "peerDependencies": {
+        "browserslist": ">= 4.21.0"
+      }
+    },
+    "node_modules/use-sync-external-store": {
+      "version": "1.6.0",
+      "resolved": "https://ms-feed-2.pkgs.visualstudio.com/1es-public/_packaging/npm-public/npm/registry/use-sync-external-store/-/use-sync-external-store-1.6.0.tgz",
+      "integrity": "sha1-sXS/plyytSZzLZ8qwKQIAnh28y0=",
+      "license": "MIT",
+      "peerDependencies": {
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/vite": {
+      "version": "5.4.21",
+      "resolved": "https://ms-feed-2.pkgs.visualstudio.com/1es-public/_packaging/npm-public/npm/registry/vite/-/vite-5.4.21.tgz",
+      "integrity": "sha1-hKT3xdhgsHFnbTm6UTwNWY/ccCc=",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "esbuild": "^0.21.3",
+        "postcss": "^8.4.43",
+        "rollup": "^4.20.0"
+      },
+      "bin": {
+        "vite": "bin/vite.js"
+      },
+      "engines": {
+        "node": "^18.0.0 || >=20.0.0"
+      },
+      "funding": {
+        "url": "https://github.com/vitejs/vite?sponsor=1"
+      },
+      "optionalDependencies": {
+        "fsevents": "~2.3.3"
+      },
+      "peerDependencies": {
+        "@types/node": "^18.0.0 || >=20.0.0",
+        "less": "*",
+        "lightningcss": "^1.21.0",
+        "sass": "*",
+        "sass-embedded": "*",
+        "stylus": "*",
+        "sugarss": "*",
+        "terser": "^5.4.0"
+      },
+      "peerDependenciesMeta": {
+        "@types/node": {
+          "optional": true
+        },
+        "less": {
+          "optional": true
+        },
+        "lightningcss": {
+          "optional": true
+        },
+        "sass": {
+          "optional": true
+        },
+        "sass-embedded": {
+          "optional": true
+        },
+        "stylus": {
+          "optional": true
+        },
+        "sugarss": {
+          "optional": true
+        },
+        "terser": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/yallist": {
+      "version": "3.1.1",
+      "resolved": "https://ms-feed-2.pkgs.visualstudio.com/1es-public/_packaging/npm-public/npm/registry/yallist/-/yallist-3.1.1.tgz",
+      "integrity": "sha1-27fa+b/YusmrRev2ArjLrQ1dCP0=",
+      "dev": true,
+      "license": "ISC"
+    },
+    "node_modules/zustand": {
+      "version": "4.5.7",
+      "resolved": "https://ms-feed-2.pkgs.visualstudio.com/1es-public/_packaging/npm-public/npm/registry/zustand/-/zustand-4.5.7.tgz",
+      "integrity": "sha1-fWuyAmoUJBXdi+iJHXhw5tvmX1U=",
+      "license": "MIT",
+      "dependencies": {
+        "use-sync-external-store": "^1.2.2"
+      },
+      "engines": {
+        "node": ">=12.7.0"
+      },
+      "peerDependencies": {
+        "@types/react": ">=16.8",
+        "immer": ">=9.0.6",
+        "react": ">=16.8"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "immer": {
+          "optional": true
+        },
+        "react": {
+          "optional": true
+        }
+      }
+    }
+  }
+}
diff --git a/crates/lance-context-master/ui/package.json b/crates/lance-context-master/ui/package.json
new file mode 100644
index 00000000..bd4a7476
--- /dev/null
+++ b/crates/lance-context-master/ui/package.json
@@ -0,0 +1,24 @@
+{
+  "name": "lance-context-master-ui",
+  "private": true,
+  "version": "0.6.3",
+  "type": "module",
+  "scripts": {
+    "dev": "vite",
+    "build": "tsc -b && vite build",
+    "preview": "vite preview"
+  },
+  "dependencies": {
+    "@tanstack/react-query": "^5.59.0",
+    "react": "^18.3.1",
+    "react-dom": "^18.3.1",
+    "zustand": "^4.5.5"
+  },
+  "devDependencies": {
+    "@types/react": "^18.3.11",
+    "@types/react-dom": "^18.3.0",
+    "@vitejs/plugin-react": "^4.3.2",
+    "typescript": "^5.6.2",
+    "vite": "^5.4.8"
+  }
+}
diff --git a/crates/lance-context-master/ui/src/App.tsx b/crates/lance-context-master/ui/src/App.tsx
new file mode 100644
index 00000000..308629a2
--- /dev/null
+++ b/crates/lance-context-master/ui/src/App.tsx
@@ -0,0 +1,196 @@
+import { useMutation, useQuery, useQueryClient } from "@tanstack/react-query";
+import { useState } from "react";
+import {
+  compactionStatus,
+  getExperiment,
+  listExperiments,
+  triggerCompaction,
+  type CompactJobStatus,
+  type ExperimentSummary,
+} from "./api";
+import { useUiStore } from "./store";
+
+function fmtTime(ms: number | null | undefined): string {
+  if (!ms || ms < 0) return "—";
+  return new Date(ms).toLocaleString();
+}
+
+function statusLabel(s: CompactJobStatus | undefined): string {
+  if (!s) return "";
+  switch (s.state) {
+    case "queued":
+      return "queued";
+    case "running":
+      return "running…";
+    case "done":
+      return `done (-${s.fragments_removed}/+${s.fragments_added})`;
+    case "failed":
+      return `failed: ${s.error}`;
+    case "none":
+      return "";
+  }
+}
+
+function CompactButton({ name }: { name: string }) {
+  const qc = useQueryClient();
+  const [poll, setPoll] = useState(false);
+  const status = useQuery({
+    queryKey: ["compact-status", name],
+    queryFn: () => compactionStatus(name),
+    refetchInterval: poll ? 1000 : false,
+  });
+  const trigger = useMutation({
+    mutationFn: () => triggerCompaction(name),
+    onSuccess: () => {
+      setPoll(true);
+      qc.invalidateQueries({ queryKey: ["compact-status", name] });
+    },
+  });
+
+  const s = status.data;
+  // Stop polling once we reach a terminal state and refresh the list metrics.
+  if (poll && (s?.state === "done" || s?.state === "failed")) {
+    setPoll(false);
+    qc.invalidateQueries({ queryKey: ["experiments"] });
+  }
+
+  return (
+    <span>
+      <button
+        onClick={() => trigger.mutate()}
+        disabled={trigger.isPending || s?.state === "running" || s?.state === "queued"}
+      >
+        Compact
+      </button>
+      <span style={{ marginLeft: 8, color: "#666", fontSize: 12 }}>
+        {statusLabel(s)}
+      </span>
+    </span>
+  );
+}
+
+function ExperimentRow({ exp }: { exp: ExperimentSummary }) {
+  const select = useUiStore((s) => s.select);
+  return (
+    <tr>
+      <td>
+        <a href="#" onClick={(e) => (e.preventDefault(), select(exp.name))}>
+          {exp.name}
+        </a>
+      </td>
+      <td style={{ textAlign: "right" }}>{exp.row_count.toLocaleString()}</td>
+      <td style={{ textAlign: "right" }}>{exp.fragment_count.toLocaleString()}</td>
+      <td style={{ textAlign: "right" }}>{exp.pending_wal_generations}</td>
+      <td>{fmtTime(exp.last_updated)}</td>
+      <td>{fmtTime(exp.last_compaction)}</td>
+      <td>
+        <CompactButton name={exp.name} />
+      </td>
+    </tr>
+  );
+}
+
+function DetailPanel({ name }: { name: string }) {
+  const select = useUiStore((s) => s.select);
+  const detail = useQuery({
+    queryKey: ["experiment", name],
+    queryFn: () => getExperiment(name, true),
+  });
+  const d = detail.data;
+  return (
+    <div style={{ border: "1px solid #ddd", padding: 16, marginBottom: 16 }}>
+      <button onClick={() => select(null)}>← back</button>
+      <h2>{name}</h2>
+      {detail.isLoading && <p>loading…</p>}
+      {d && (
+        <div style={{ display: "grid", gridTemplateColumns: "1fr 1fr", gap: 8 }}>
+          <Metric label="Rows" value={d.row_count.toLocaleString()} />
+          <Metric label="Fragments" value={d.fragment_count.toLocaleString()} />
+          <Metric label="Pending WAL gens" value={String(d.pending_wal_generations)} />
+          <Metric label="Total compactions" value={String(d.total_compactions)} />
+          <Metric label="Last updated" value={fmtTime(d.last_updated)} />
+          <Metric label="Last compaction" value={fmtTime(d.last_compaction)} />
+          <Metric label="URI" value={d.uri} />
+          <Metric label="Scanned at" value={fmtTime(d.scanned_at)} />
+        </div>
+      )}
+      <div style={{ marginTop: 12 }}>
+        <CompactButton name={name} />
+      </div>
+    </div>
+  );
+}
+
+function Metric({ label, value }: { label: string; value: string }) {
+  return (
+    <div>
+      <div style={{ fontSize: 12, color: "#888" }}>{label}</div>
+      <div style={{ fontFamily: "monospace" }}>{value}</div>
+    </div>
+  );
+}
+
+export function App() {
+  const { search, page, pageSize, selected, setSearch, setPage } = useUiStore();
+  const list = useQuery({
+    queryKey: ["experiments", search, page, pageSize],
+    queryFn: () => listExperiments(search, pageSize, page * pageSize),
+  });
+
+  const total = list.data?.total ?? 0;
+  const maxPage = Math.max(0, Math.ceil(total / pageSize) - 1);
+
+  return (
+    <div style={{ maxWidth: 1100, margin: "24px auto", fontFamily: "sans-serif" }}>
+      <h1>lance-context master</h1>
+
+      {selected && <DetailPanel name={selected} />}
+
+      <div style={{ marginBottom: 12 }}>
+        <input
+          placeholder="search experiment_name…"
+          value={search}
+          onChange={(e) => setSearch(e.target.value)}
+          style={{ padding: 6, width: 320 }}
+        />
+        <span style={{ marginLeft: 12, color: "#666" }}>{total} experiments</span>
+      </div>
+
+      {list.isLoading && <p>loading…</p>}
+      {list.isError && <p style={{ color: "red" }}>{String(list.error)}</p>}
+
+      {list.data && (
+        <table style={{ width: "100%", borderCollapse: "collapse" }} border={1} cellPadding={6}>
+          <thead>
+            <tr>
+              <th>name</th>
+              <th>rows</th>
+              <th>fragments</th>
+              <th>pending</th>
+              <th>last updated</th>
+              <th>last compaction</th>
+              <th>action</th>
+            </tr>
+          </thead>
+          <tbody>
+            {list.data.experiments.map((exp) => (
+              <ExperimentRow key={exp.name} exp={exp} />
+            ))}
+          </tbody>
+        </table>
+      )}
+
+      <div style={{ marginTop: 12 }}>
+        <button disabled={page <= 0} onClick={() => setPage(page - 1)}>
+          prev
+        </button>
+        <span style={{ margin: "0 12px" }}>
+          page {page + 1} / {maxPage + 1}
+        </span>
+        <button disabled={page >= maxPage} onClick={() => setPage(page + 1)}>
+          next
+        </button>
+      </div>
+    </div>
+  );
+}
diff --git a/crates/lance-context-master/ui/src/api.ts b/crates/lance-context-master/ui/src/api.ts
new file mode 100644
index 00000000..b9ff1a90
--- /dev/null
+++ b/crates/lance-context-master/ui/src/api.ts
@@ -0,0 +1,70 @@
+// Wire types + fetch helpers for the master admin API. These mirror the Rust
+// DTOs in `lance-context-api` (ExperimentSummary / CompactJobStatus).
+
+export interface ExperimentSummary {
+  name: string;
+  uri: string;
+  row_count: number;
+  fragment_count: number;
+  last_updated: number;
+  pending_wal_generations: number;
+  last_compaction?: number | null;
+  total_compactions: number;
+  scanned_at: number;
+}
+
+export interface ExperimentListResponse {
+  experiments: ExperimentSummary[];
+  total: number;
+}
+
+export type CompactJobStatus =
+  | { state: "queued" }
+  | { state: "running" }
+  | { state: "done"; fragments_removed: number; fragments_added: number }
+  | { state: "failed"; error: string }
+  | { state: "none" };
+
+const API = "/api/v1";
+
+async function json<T>(res: Response): Promise<T> {
+  if (!res.ok) {
+    const body = await res.text();
+    throw new Error(`${res.status}: ${body}`);
+  }
+  return res.json() as Promise<T>;
+}
+
+export async function listExperiments(
+  search: string,
+  limit: number,
+  offset: number,
+): Promise<ExperimentListResponse> {
+  const params = new URLSearchParams();
+  if (search) params.set("search", search);
+  params.set("limit", String(limit));
+  params.set("offset", String(offset));
+  return json(await fetch(`${API}/experiments?${params.toString()}`));
+}
+
+export async function getExperiment(
+  name: string,
+  fresh = false,
+): Promise<{ summary?: ExperimentSummary } & ExperimentSummary> {
+  const q = fresh ? "?fresh=true" : "";
+  return json(await fetch(`${API}/experiments/${encodeURIComponent(name)}${q}`));
+}
+
+export async function triggerCompaction(name: string): Promise<CompactJobStatus> {
+  return json(
+    await fetch(`${API}/experiments/${encodeURIComponent(name)}/compact`, {
+      method: "POST",
+    }),
+  );
+}
+
+export async function compactionStatus(name: string): Promise<CompactJobStatus> {
+  return json(
+    await fetch(`${API}/experiments/${encodeURIComponent(name)}/compact/status`),
+  );
+}
diff --git a/crates/lance-context-master/ui/src/main.tsx b/crates/lance-context-master/ui/src/main.tsx
new file mode 100644
index 00000000..e479872d
--- /dev/null
+++ b/crates/lance-context-master/ui/src/main.tsx
@@ -0,0 +1,15 @@
+import ReactDOM from "react-dom/client";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+import { App } from "./App";
+
+const queryClient = new QueryClient({
+  defaultOptions: {
+    queries: { refetchOnWindowFocus: false, staleTime: 5_000 },
+  },
+});
+
+ReactDOM.createRoot(document.getElementById("root")!).render(
+  <QueryClientProvider client={queryClient}>
+    <App />
+  </QueryClientProvider>,
+);
diff --git a/crates/lance-context-master/ui/src/store.ts b/crates/lance-context-master/ui/src/store.ts
new file mode 100644
index 00000000..478cf502
--- /dev/null
+++ b/crates/lance-context-master/ui/src/store.ts
@@ -0,0 +1,23 @@
+import { create } from "zustand";
+
+/// UI-local view state: the current search query and pagination cursor.
+interface UiState {
+  search: string;
+  page: number;
+  pageSize: number;
+  selected: string | null;
+  setSearch: (search: string) => void;
+  setPage: (page: number) => void;
+  select: (name: string | null) => void;
+}
+
+export const useUiStore = create<UiState>((set) => ({
+  search: "",
+  page: 0,
+  pageSize: 25,
+  selected: null,
+  // Changing the search resets pagination to the first page.
+  setSearch: (search) => set({ search, page: 0 }),
+  setPage: (page) => set({ page }),
+  select: (selected) => set({ selected }),
+}));
diff --git a/crates/lance-context-master/ui/tsconfig.json b/crates/lance-context-master/ui/tsconfig.json
new file mode 100644
index 00000000..d1095552
--- /dev/null
+++ b/crates/lance-context-master/ui/tsconfig.json
@@ -0,0 +1,21 @@
+{
+  "compilerOptions": {
+    "target": "ES2020",
+    "useDefineForClassFields": true,
+    "lib": ["ES2020", "DOM", "DOM.Iterable"],
+    "module": "ESNext",
+    "skipLibCheck": true,
+    "moduleResolution": "bundler",
+    "allowImportingTsExtensions": true,
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "moduleDetection": "force",
+    "noEmit": true,
+    "jsx": "react-jsx",
+    "strict": true,
+    "noUnusedLocals": true,
+    "noUnusedParameters": true,
+    "noFallthroughCasesInSwitch": true
+  },
+  "include": ["src"]
+}
diff --git a/crates/lance-context-master/ui/vite.config.ts b/crates/lance-context-master/ui/vite.config.ts
new file mode 100644
index 00000000..188af326
--- /dev/null
+++ b/crates/lance-context-master/ui/vite.config.ts
@@ -0,0 +1,19 @@
+import { defineConfig } from "vite";
+import react from "@vitejs/plugin-react";
+
+// Dev server proxies the admin API to the running master process so the SPA
+// can be developed with `npm run dev` while `lance-context-master` serves data.
+export default defineConfig({
+  plugins: [react()],
+  server: {
+    proxy: {
+      "/api": {
+        target: process.env.MASTER_URL ?? "http://localhost:8090",
+        changeOrigin: true,
+      },
+    },
+  },
+  build: {
+    outDir: "dist",
+  },
+});