diff --git a/Auto Run Docs/02b-frontend-dashboard.md b/Auto Run Docs/02b-frontend-dashboard.md
index 474eae0..8a449b3 100644
--- a/Auto Run Docs/02b-frontend-dashboard.md	
+++ b/Auto Run Docs/02b-frontend-dashboard.md	
@@ -41,7 +41,8 @@ Build the React frontend: setup wizard, experiment builder, real-time observabil
 - [x] Implement the Compare page (frontend/src/pages/Compare.tsx). Side-by-side comparison of any two runs. Two columns, each with a run selector (dropdown or search). Show: config diff (highlight what changed), response diff (inline text diff with highlights), score comparison (bar chart overlay), and a "pick winner" button for human rating.
   <!-- Implemented in ComparePage.tsx. Two-column run selectors with experiment→run cascading dropdowns (URL state synced via searchParams). Config diff with color-coded entries (same/changed/added/removed). Line-level LCS response diff with added/removed/same highlighting. Score comparison with overlaid indigo/emerald bars per scorer. Full RunCard detail view for each run side by side. "Pick Winner" buttons submit human_preference score via runs.score() API with metadata. Winner state resets on run change. App.test.tsx updated for new page behavior. 15 tests added (5 unit tests for diff helpers + 10 component integration tests). -->
 
-- [ ] Build the Score Chart component (frontend/src/components/ScoreChart.tsx). Multiple chart types: (1) scatter plot of score vs parameter value (e.g. score vs temperature), (2) bar chart comparing top N configs, (3) line chart showing score progression over time as sweep runs. Use a lightweight charting library (recharts via CDN).
+- [x] Build the Score Chart component (frontend/src/components/ScoreChart.tsx). Multiple chart types: (1) scatter plot of score vs parameter value (e.g. score vs temperature), (2) bar chart comparing top N configs, (3) line chart showing score progression over time as sweep runs. Use a lightweight charting library (recharts via CDN).
+  <!-- Implemented ScoreChart with custom SVG-based charts (zero external dependencies, consistent with project's dependency-minimal approach). Three chart types: ScatterPlot (score vs parameter value with filtered points, grid lines, axis labels), BarChart (top N configs sorted by score, truncated labels, score annotations), LineChart (score progression with area gradient fill, timestamp-sorted, adaptive tick labels). All charts share: interactive hover tooltips, click-to-select callbacks, dark mode support, responsive SVG viewBox. Chart type selector allows switching between views at runtime. Handles edge cases: identical scores, negative values, single data point, missing paramValue. 30 tests added. -->
 
 - [ ] Implement the Admin page (frontend/src/pages/Admin.tsx). Settings management: toggle guest access, manage API keys (generate/revoke), configure default endpoint, set token budgets, view system stats (total runs, cache entries, storage usage). Include a section for webhook management (list/create/delete).
 
diff --git a/frontend/src/components/ScoreChart.test.tsx b/frontend/src/components/ScoreChart.test.tsx
new file mode 100644
index 0000000..5b25b8e
--- /dev/null
+++ b/frontend/src/components/ScoreChart.test.tsx
@@ -0,0 +1,305 @@
+import { render, screen, within } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { describe, it, expect, vi } from "vitest";
+import ScoreChart from "./ScoreChart";
+import type { ScoreDataPoint, ScoreChartProps } from "./ScoreChart";
+
+// ---------------------------------------------------------------------------
+// Fixtures
+// ---------------------------------------------------------------------------
+
+function makePoint(overrides: Partial<ScoreDataPoint> = {}): ScoreDataPoint {
+  return {
+    id: "pt-1",
+    label: "gpt-4 t=0.7",
+    score: 0.85,
+    paramValue: 0.7,
+    timestamp: 1,
+    ...overrides,
+  };
+}
+
+function makePoints(n: number): ScoreDataPoint[] {
+  return Array.from({ length: n }, (_, i) => ({
+    id: `pt-${i}`,
+    label: `config-${i}`,
+    score: 0.5 + Math.round(((i * 7) % 11) * 4) / 100,
+    paramValue: 0.1 + i * 0.2,
+    timestamp: i + 1,
+  }));
+}
+
+function renderChart(overrides: Partial<ScoreChartProps> = {}) {
+  const props: ScoreChartProps = {
+    data: makePoints(5),
+    type: "scatter",
+    ...overrides,
+  };
+  return { ...render(<ScoreChart {...props} />), props };
+}
+
+// ---------------------------------------------------------------------------
+// Empty state
+// ---------------------------------------------------------------------------
+
+describe("ScoreChart — empty state", () => {
+  it("renders empty placeholder when data is empty", () => {
+    renderChart({ data: [] });
+    expect(screen.getByTestId("score-chart-empty")).toBeInTheDocument();
+    expect(screen.getByText("No data to display")).toBeInTheDocument();
+  });
+
+  it("does not render chart container when empty", () => {
+    renderChart({ data: [] });
+    expect(screen.queryByTestId("score-chart")).not.toBeInTheDocument();
+  });
+});
+
+// ---------------------------------------------------------------------------
+// Title & chart type selector
+// ---------------------------------------------------------------------------
+
+describe("ScoreChart — header", () => {
+  it("renders the title when provided", () => {
+    renderChart({ title: "Score vs Temperature" });
+    expect(screen.getByTestId("chart-title")).toHaveTextContent(
+      "Score vs Temperature",
+    );
+  });
+
+  it("does not render title element when title is omitted", () => {
+    renderChart({ title: undefined });
+    expect(screen.queryByTestId("chart-title")).not.toBeInTheDocument();
+  });
+
+  it("renders chart type selector with three buttons", () => {
+    renderChart();
+    const selector = screen.getByTestId("chart-type-selector");
+    expect(within(selector).getByTestId("chart-type-scatter")).toBeInTheDocument();
+    expect(within(selector).getByTestId("chart-type-bar")).toBeInTheDocument();
+    expect(within(selector).getByTestId("chart-type-line")).toBeInTheDocument();
+  });
+});
+
+// ---------------------------------------------------------------------------
+// Scatter plot
+// ---------------------------------------------------------------------------
+
+describe("ScoreChart — scatter plot", () => {
+  it("renders scatter plot SVG", () => {
+    renderChart({ type: "scatter" });
+    expect(screen.getByTestId("scatter-plot")).toBeInTheDocument();
+  });
+
+  it("renders one circle per data point", () => {
+    const data = makePoints(4);
+    renderChart({ type: "scatter", data });
+    data.forEach((d) => {
+      expect(screen.getByTestId(`scatter-point-${d.id}`)).toBeInTheDocument();
+    });
+  });
+
+  it("filters out points without paramValue", () => {
+    const data = [
+      makePoint({ id: "a", paramValue: 0.5 }),
+      makePoint({ id: "b", paramValue: undefined }),
+    ];
+    renderChart({ type: "scatter", data });
+    expect(screen.getByTestId("scatter-point-a")).toBeInTheDocument();
+    expect(screen.queryByTestId("scatter-point-b")).not.toBeInTheDocument();
+  });
+
+  it("renders axis labels when provided", () => {
+    renderChart({ type: "scatter", xLabel: "Temperature", yLabel: "Score" });
+    expect(screen.getByTestId("x-axis-label")).toHaveTextContent("Temperature");
+    expect(screen.getByTestId("y-axis-label")).toHaveTextContent("Score");
+  });
+
+  it("fires onPointClick when a scatter point is clicked", async () => {
+    const user = userEvent.setup();
+    const onClick = vi.fn();
+    const data = [makePoint({ id: "run-1" })];
+    renderChart({ type: "scatter", data, onPointClick: onClick });
+    await user.click(screen.getByTestId("scatter-point-run-1"));
+    expect(onClick).toHaveBeenCalledWith("run-1");
+  });
+
+  it("shows tooltip on hover", async () => {
+    const user = userEvent.setup();
+    const data = [makePoint({ id: "r1", label: "gpt-4" })];
+    renderChart({ type: "scatter", data });
+    await user.hover(screen.getByTestId("scatter-point-r1"));
+    expect(screen.getByTestId("chart-tooltip")).toBeInTheDocument();
+  });
+});
+
+// ---------------------------------------------------------------------------
+// Bar chart
+// ---------------------------------------------------------------------------
+
+describe("ScoreChart — bar chart", () => {
+  it("renders bar chart SVG", () => {
+    renderChart({ type: "bar" });
+    expect(screen.getByTestId("bar-chart")).toBeInTheDocument();
+  });
+
+  it("renders one bar per data point (up to topN)", () => {
+    const data = makePoints(5);
+    renderChart({ type: "bar", data, topN: 3 });
+    // Only top 3 by score should render
+    const bars = screen.getAllByTestId(/^bar-pt-/);
+    expect(bars.length).toBe(3);
+  });
+
+  it("renders all bars when topN exceeds data length", () => {
+    const data = makePoints(3);
+    renderChart({ type: "bar", data, topN: 10 });
+    const bars = screen.getAllByTestId(/^bar-pt-/);
+    expect(bars.length).toBe(3);
+  });
+
+  it("renders bar labels", () => {
+    const data = [makePoint({ id: "x1", label: "short" })];
+    renderChart({ type: "bar", data });
+    expect(screen.getByTestId("bar-label-x1")).toHaveTextContent("short");
+  });
+
+  it("truncates long labels to 9 chars + ellipsis", () => {
+    const data = [makePoint({ id: "x1", label: "a-very-long-config-name" })];
+    renderChart({ type: "bar", data });
+    expect(screen.getByTestId("bar-label-x1")).toHaveTextContent("a-very-lo…");
+  });
+
+  it("fires onPointClick when a bar is clicked", async () => {
+    const user = userEvent.setup();
+    const onClick = vi.fn();
+    const data = [makePoint({ id: "r2" })];
+    renderChart({ type: "bar", data, onPointClick: onClick });
+    await user.click(screen.getByTestId("bar-r2"));
+    expect(onClick).toHaveBeenCalledWith("r2");
+  });
+});
+
+// ---------------------------------------------------------------------------
+// Line chart
+// ---------------------------------------------------------------------------
+
+describe("ScoreChart — line chart", () => {
+  it("renders line chart SVG", () => {
+    renderChart({ type: "line" });
+    expect(screen.getByTestId("line-chart")).toBeInTheDocument();
+  });
+
+  it("renders line path", () => {
+    renderChart({ type: "line" });
+    expect(screen.getByTestId("line-path")).toBeInTheDocument();
+  });
+
+  it("renders one point per data entry", () => {
+    const data = makePoints(4);
+    renderChart({ type: "line", data });
+    data.forEach((d) => {
+      expect(screen.getByTestId(`line-point-${d.id}`)).toBeInTheDocument();
+    });
+  });
+
+  it("sorts data by timestamp", () => {
+    const data = [
+      makePoint({ id: "c", timestamp: 3, score: 0.3 }),
+      makePoint({ id: "a", timestamp: 1, score: 0.1 }),
+      makePoint({ id: "b", timestamp: 2, score: 0.2 }),
+    ];
+    renderChart({ type: "line", data });
+    // All points should render
+    expect(screen.getByTestId("line-point-a")).toBeInTheDocument();
+    expect(screen.getByTestId("line-point-b")).toBeInTheDocument();
+    expect(screen.getByTestId("line-point-c")).toBeInTheDocument();
+  });
+
+  it("renders axis labels when provided", () => {
+    renderChart({ type: "line", xLabel: "Run #", yLabel: "Score" });
+    expect(screen.getByTestId("x-axis-label")).toHaveTextContent("Run #");
+    expect(screen.getByTestId("y-axis-label")).toHaveTextContent("Score");
+  });
+
+  it("fires onPointClick when a line point is clicked", async () => {
+    const user = userEvent.setup();
+    const onClick = vi.fn();
+    const data = [makePoint({ id: "lp-1" })];
+    renderChart({ type: "line", data, onPointClick: onClick });
+    await user.click(screen.getByTestId("line-point-lp-1"));
+    expect(onClick).toHaveBeenCalledWith("lp-1");
+  });
+
+  it("handles single data point without crashing", () => {
+    const data = [makePoint({ id: "solo" })];
+    renderChart({ type: "line", data });
+    expect(screen.getByTestId("line-point-solo")).toBeInTheDocument();
+  });
+});
+
+// ---------------------------------------------------------------------------
+// Chart type switching
+// ---------------------------------------------------------------------------
+
+describe("ScoreChart — type switching", () => {
+  it("switches from scatter to bar chart", async () => {
+    const user = userEvent.setup();
+    renderChart({ type: "scatter" });
+    expect(screen.getByTestId("scatter-plot")).toBeInTheDocument();
+
+    await user.click(screen.getByTestId("chart-type-bar"));
+    expect(screen.queryByTestId("scatter-plot")).not.toBeInTheDocument();
+    expect(screen.getByTestId("bar-chart")).toBeInTheDocument();
+  });
+
+  it("switches from scatter to line chart", async () => {
+    const user = userEvent.setup();
+    renderChart({ type: "scatter" });
+
+    await user.click(screen.getByTestId("chart-type-line"));
+    expect(screen.queryByTestId("scatter-plot")).not.toBeInTheDocument();
+    expect(screen.getByTestId("line-chart")).toBeInTheDocument();
+  });
+
+  it("switches from line to scatter chart", async () => {
+    const user = userEvent.setup();
+    renderChart({ type: "line" });
+
+    await user.click(screen.getByTestId("chart-type-scatter"));
+    expect(screen.queryByTestId("line-chart")).not.toBeInTheDocument();
+    expect(screen.getByTestId("scatter-plot")).toBeInTheDocument();
+  });
+});
+
+// ---------------------------------------------------------------------------
+// Edge cases
+// ---------------------------------------------------------------------------
+
+describe("ScoreChart — edge cases", () => {
+  it("handles all identical scores without crashing", () => {
+    const data = Array.from({ length: 3 }, (_, i) =>
+      makePoint({ id: `same-${i}`, score: 0.5, paramValue: i, timestamp: i }),
+    );
+    renderChart({ type: "scatter", data });
+    expect(screen.getByTestId("scatter-plot")).toBeInTheDocument();
+  });
+
+  it("handles negative scores", () => {
+    const data = [
+      makePoint({ id: "neg", score: -0.5, paramValue: 1, timestamp: 1 }),
+      makePoint({ id: "pos", score: 0.5, paramValue: 2, timestamp: 2 }),
+    ];
+    renderChart({ type: "line", data });
+    expect(screen.getByTestId("line-point-neg")).toBeInTheDocument();
+    expect(screen.getByTestId("line-point-pos")).toBeInTheDocument();
+  });
+
+  it("handles large number of data points in bar chart with default topN", () => {
+    const data = makePoints(20);
+    renderChart({ type: "bar", data });
+    // Default topN is 10
+    const bars = screen.getAllByTestId(/^bar-pt-/);
+    expect(bars.length).toBe(10);
+  });
+});
diff --git a/frontend/src/components/ScoreChart.tsx b/frontend/src/components/ScoreChart.tsx
new file mode 100644
index 0000000..9cc3855
--- /dev/null
+++ b/frontend/src/components/ScoreChart.tsx
@@ -0,0 +1,826 @@
+import { useState, useMemo } from "react";
+
+// ---------------------------------------------------------------------------
+// Types
+// ---------------------------------------------------------------------------
+
+export interface ScoreDataPoint {
+  /** Unique identifier for the data point (e.g. run_id) */
+  id: string;
+  /** Label shown on hover / axis */
+  label: string;
+  /** Numeric score value (y-axis for scatter/line, bar height) */
+  score: number;
+  /** Parameter value for scatter plot x-axis */
+  paramValue?: number;
+  /** Timestamp or sequence index for line chart x-axis */
+  timestamp?: string | number;
+}
+
+export type ChartType = "scatter" | "bar" | "line";
+
+export interface ScoreChartProps {
+  /** Data points to chart */
+  data: ScoreDataPoint[];
+  /** Which chart type to render */
+  type: ChartType;
+  /** Chart title */
+  title?: string;
+  /** X-axis label */
+  xLabel?: string;
+  /** Y-axis label */
+  yLabel?: string;
+  /** Callback when a data point is clicked */
+  onPointClick?: (id: string) => void;
+  /** Maximum number of bars for bar chart (top N by score) */
+  topN?: number;
+}
+
+// ---------------------------------------------------------------------------
+// Constants
+// ---------------------------------------------------------------------------
+
+const CHART_WIDTH = 600;
+const CHART_HEIGHT = 320;
+const PADDING = { top: 30, right: 30, bottom: 50, left: 60 };
+const PLOT_W = CHART_WIDTH - PADDING.left - PADDING.right;
+const PLOT_H = CHART_HEIGHT - PADDING.top - PADDING.bottom;
+
+const COLORS = [
+  "#6366f1", // indigo-500
+  "#10b981", // emerald-500
+  "#f59e0b", // amber-500
+  "#ef4444", // red-500
+  "#8b5cf6", // violet-500
+  "#06b6d4", // cyan-500
+];
+
+// ---------------------------------------------------------------------------
+// Helpers
+// ---------------------------------------------------------------------------
+
+function niceRange(min: number, max: number): [number, number] {
+  if (min === max) return [min - 1, max + 1];
+  const padding = (max - min) * 0.1;
+  return [min - padding, max + padding];
+}
+
+function tickValues(min: number, max: number, count: number): number[] {
+  const step = (max - min) / (count - 1);
+  return Array.from({ length: count }, (_, i) => min + step * i);
+}
+
+function formatTick(v: number): string {
+  if (Math.abs(v) >= 1000) return v.toFixed(0);
+  if (Number.isInteger(v)) return v.toString();
+  return v.toFixed(2);
+}
+
+function scaleLinear(
+  value: number,
+  domainMin: number,
+  domainMax: number,
+  rangeMin: number,
+  rangeMax: number,
+): number {
+  if (domainMax === domainMin) return (rangeMin + rangeMax) / 2;
+  return (
+    rangeMin +
+    ((value - domainMin) / (domainMax - domainMin)) * (rangeMax - rangeMin)
+  );
+}
+
+// ---------------------------------------------------------------------------
+// Chart Type Selector
+// ---------------------------------------------------------------------------
+
+function ChartTypeButton({
+  active,
+  label,
+  onClick,
+}: {
+  active: boolean;
+  label: string;
+  onClick: () => void;
+}) {
+  return (
+    <button
+      type="button"
+      onClick={onClick}
+      className={`px-3 py-1 text-xs rounded-md transition-colors ${
+        active
+          ? "bg-indigo-600 text-white"
+          : "bg-slate-100 dark:bg-slate-700 text-slate-600 dark:text-slate-300 hover:bg-slate-200 dark:hover:bg-slate-600"
+      }`}
+      data-testid={`chart-type-${label.toLowerCase()}`}
+    >
+      {label}
+    </button>
+  );
+}
+
+// ---------------------------------------------------------------------------
+// Tooltip
+// ---------------------------------------------------------------------------
+
+function Tooltip({
+  x,
+  y,
+  label,
+  value,
+}: {
+  x: number;
+  y: number;
+  label: string;
+  value: string;
+}) {
+  return (
+    <g data-testid="chart-tooltip">
+      <rect
+        x={x + 8}
+        y={y - 28}
+        width={Math.max(label.length, value.length) * 7 + 16}
+        height={36}
+        rx={4}
+        fill="rgba(15,23,42,0.9)"
+      />
+      <text
+        x={x + 16}
+        y={y - 14}
+        fontSize={11}
+        fill="#e2e8f0"
+        fontFamily="monospace"
+      >
+        {label}
+      </text>
+      <text
+        x={x + 16}
+        y={y}
+        fontSize={11}
+        fill="#94a3b8"
+        fontFamily="monospace"
+      >
+        {value}
+      </text>
+    </g>
+  );
+}
+
+// ---------------------------------------------------------------------------
+// Scatter Plot
+// ---------------------------------------------------------------------------
+
+function ScatterPlot({
+  data,
+  xLabel,
+  yLabel,
+  onPointClick,
+}: {
+  data: ScoreDataPoint[];
+  xLabel?: string;
+  yLabel?: string;
+  onPointClick?: (id: string) => void;
+}) {
+  const [hoveredId, setHoveredId] = useState<string | null>(null);
+
+  const points = useMemo(
+    () => data.filter((d) => d.paramValue != null),
+    [data],
+  );
+
+  const xValues = points.map((d) => d.paramValue!);
+  const yValues = points.map((d) => d.score);
+
+  const [xMin, xMax] = niceRange(
+    Math.min(...xValues),
+    Math.max(...xValues),
+  );
+  const [yMin, yMax] = niceRange(
+    Math.min(...yValues),
+    Math.max(...yValues),
+  );
+
+  const xTicks = tickValues(xMin, xMax, 5);
+  const yTicks = tickValues(yMin, yMax, 5);
+
+  return (
+    <svg
+      viewBox={`0 0 ${CHART_WIDTH} ${CHART_HEIGHT}`}
+      className="w-full h-auto"
+      data-testid="scatter-plot"
+    >
+      {/* Grid lines */}
+      {yTicks.map((t) => {
+        const y = PADDING.top + PLOT_H - scaleLinear(t, yMin, yMax, 0, PLOT_H);
+        return (
+          <line
+            key={`yg-${t}`}
+            x1={PADDING.left}
+            y1={y}
+            x2={PADDING.left + PLOT_W}
+            y2={y}
+            stroke="#e2e8f0"
+            strokeDasharray="4 4"
+            className="dark:stroke-slate-700"
+          />
+        );
+      })}
+
+      {/* Axes */}
+      <line
+        x1={PADDING.left}
+        y1={PADDING.top}
+        x2={PADDING.left}
+        y2={PADDING.top + PLOT_H}
+        stroke="#94a3b8"
+      />
+      <line
+        x1={PADDING.left}
+        y1={PADDING.top + PLOT_H}
+        x2={PADDING.left + PLOT_W}
+        y2={PADDING.top + PLOT_H}
+        stroke="#94a3b8"
+      />
+
+      {/* X ticks */}
+      {xTicks.map((t) => {
+        const x = PADDING.left + scaleLinear(t, xMin, xMax, 0, PLOT_W);
+        return (
+          <text
+            key={`xt-${t}`}
+            x={x}
+            y={PADDING.top + PLOT_H + 18}
+            fontSize={10}
+            fill="#94a3b8"
+            textAnchor="middle"
+          >
+            {formatTick(t)}
+          </text>
+        );
+      })}
+
+      {/* Y ticks */}
+      {yTicks.map((t) => {
+        const y = PADDING.top + PLOT_H - scaleLinear(t, yMin, yMax, 0, PLOT_H);
+        return (
+          <text
+            key={`yt-${t}`}
+            x={PADDING.left - 8}
+            y={y + 4}
+            fontSize={10}
+            fill="#94a3b8"
+            textAnchor="end"
+          >
+            {formatTick(t)}
+          </text>
+        );
+      })}
+
+      {/* Axis labels */}
+      {xLabel && (
+        <text
+          x={PADDING.left + PLOT_W / 2}
+          y={CHART_HEIGHT - 4}
+          fontSize={12}
+          fill="#64748b"
+          textAnchor="middle"
+          data-testid="x-axis-label"
+        >
+          {xLabel}
+        </text>
+      )}
+      {yLabel && (
+        <text
+          x={14}
+          y={PADDING.top + PLOT_H / 2}
+          fontSize={12}
+          fill="#64748b"
+          textAnchor="middle"
+          transform={`rotate(-90, 14, ${PADDING.top + PLOT_H / 2})`}
+          data-testid="y-axis-label"
+        >
+          {yLabel}
+        </text>
+      )}
+
+      {/* Data points */}
+      {points.map((d, i) => {
+        const cx = PADDING.left + scaleLinear(d.paramValue!, xMin, xMax, 0, PLOT_W);
+        const cy = PADDING.top + PLOT_H - scaleLinear(d.score, yMin, yMax, 0, PLOT_H);
+        const isHovered = hoveredId === d.id;
+        return (
+          <circle
+            key={d.id}
+            cx={cx}
+            cy={cy}
+            r={isHovered ? 7 : 5}
+            fill={COLORS[i % COLORS.length]}
+            fillOpacity={0.8}
+            stroke={isHovered ? "#fff" : "none"}
+            strokeWidth={2}
+            className="cursor-pointer transition-all"
+            data-testid={`scatter-point-${d.id}`}
+            onMouseEnter={() => setHoveredId(d.id)}
+            onMouseLeave={() => setHoveredId(null)}
+            onClick={() => onPointClick?.(d.id)}
+          />
+        );
+      })}
+
+      {/* Tooltip */}
+      {hoveredId &&
+        (() => {
+          const d = points.find((p) => p.id === hoveredId);
+          if (!d) return null;
+          const cx = PADDING.left + scaleLinear(d.paramValue!, xMin, xMax, 0, PLOT_W);
+          const cy = PADDING.top + PLOT_H - scaleLinear(d.score, yMin, yMax, 0, PLOT_H);
+          return (
+            <Tooltip
+              x={cx}
+              y={cy}
+              label={d.label}
+              value={`score: ${d.score.toFixed(3)}`}
+            />
+          );
+        })()}
+    </svg>
+  );
+}
+
+// ---------------------------------------------------------------------------
+// Bar Chart
+// ---------------------------------------------------------------------------
+
+function BarChart({
+  data,
+  topN,
+  yLabel,
+  onPointClick,
+}: {
+  data: ScoreDataPoint[];
+  topN: number;
+  yLabel?: string;
+  onPointClick?: (id: string) => void;
+}) {
+  const [hoveredId, setHoveredId] = useState<string | null>(null);
+
+  const sorted = useMemo(
+    () => [...data].sort((a, b) => b.score - a.score).slice(0, topN),
+    [data, topN],
+  );
+
+  const maxScore = Math.max(...sorted.map((d) => d.score), 0.01);
+  const [yMin, yMax] = [0, maxScore * 1.1];
+  const yTicks = tickValues(yMin, yMax, 5);
+
+  const barWidth = Math.min(40, (PLOT_W - 20) / sorted.length - 4);
+  const totalBarsWidth = sorted.length * (barWidth + 4);
+  const barsStartX = PADDING.left + (PLOT_W - totalBarsWidth) / 2;
+
+  return (
+    <svg
+      viewBox={`0 0 ${CHART_WIDTH} ${CHART_HEIGHT}`}
+      className="w-full h-auto"
+      data-testid="bar-chart"
+    >
+      {/* Grid lines */}
+      {yTicks.map((t) => {
+        const y = PADDING.top + PLOT_H - scaleLinear(t, yMin, yMax, 0, PLOT_H);
+        return (
+          <line
+            key={`yg-${t}`}
+            x1={PADDING.left}
+            y1={y}
+            x2={PADDING.left + PLOT_W}
+            y2={y}
+            stroke="#e2e8f0"
+            strokeDasharray="4 4"
+            className="dark:stroke-slate-700"
+          />
+        );
+      })}
+
+      {/* Y axis */}
+      <line
+        x1={PADDING.left}
+        y1={PADDING.top}
+        x2={PADDING.left}
+        y2={PADDING.top + PLOT_H}
+        stroke="#94a3b8"
+      />
+      <line
+        x1={PADDING.left}
+        y1={PADDING.top + PLOT_H}
+        x2={PADDING.left + PLOT_W}
+        y2={PADDING.top + PLOT_H}
+        stroke="#94a3b8"
+      />
+
+      {/* Y ticks */}
+      {yTicks.map((t) => {
+        const y = PADDING.top + PLOT_H - scaleLinear(t, yMin, yMax, 0, PLOT_H);
+        return (
+          <text
+            key={`yt-${t}`}
+            x={PADDING.left - 8}
+            y={y + 4}
+            fontSize={10}
+            fill="#94a3b8"
+            textAnchor="end"
+          >
+            {formatTick(t)}
+          </text>
+        );
+      })}
+
+      {yLabel && (
+        <text
+          x={14}
+          y={PADDING.top + PLOT_H / 2}
+          fontSize={12}
+          fill="#64748b"
+          textAnchor="middle"
+          transform={`rotate(-90, 14, ${PADDING.top + PLOT_H / 2})`}
+          data-testid="y-axis-label"
+        >
+          {yLabel}
+        </text>
+      )}
+
+      {/* Bars */}
+      {sorted.map((d, i) => {
+        const barH = scaleLinear(d.score, yMin, yMax, 0, PLOT_H);
+        const x = barsStartX + i * (barWidth + 4);
+        const y = PADDING.top + PLOT_H - barH;
+        const isHovered = hoveredId === d.id;
+        return (
+          <g key={d.id}>
+            <rect
+              x={x}
+              y={y}
+              width={barWidth}
+              height={barH}
+              rx={3}
+              fill={COLORS[i % COLORS.length]}
+              fillOpacity={isHovered ? 1 : 0.8}
+              className="cursor-pointer transition-all"
+              data-testid={`bar-${d.id}`}
+              onMouseEnter={() => setHoveredId(d.id)}
+              onMouseLeave={() => setHoveredId(null)}
+              onClick={() => onPointClick?.(d.id)}
+            />
+            {/* X label */}
+            <text
+              x={x + barWidth / 2}
+              y={PADDING.top + PLOT_H + 14}
+              fontSize={9}
+              fill="#94a3b8"
+              textAnchor="middle"
+              data-testid={`bar-label-${d.id}`}
+            >
+              {d.label.length > 10 ? d.label.slice(0, 9) + "…" : d.label}
+            </text>
+            {/* Score on top */}
+            <text
+              x={x + barWidth / 2}
+              y={y - 4}
+              fontSize={10}
+              fill="#64748b"
+              textAnchor="middle"
+            >
+              {d.score.toFixed(2)}
+            </text>
+          </g>
+        );
+      })}
+
+      {/* Tooltip */}
+      {hoveredId &&
+        (() => {
+          const idx = sorted.findIndex((d) => d.id === hoveredId);
+          if (idx < 0) return null;
+          const d = sorted[idx];
+          const x = barsStartX + idx * (barWidth + 4) + barWidth / 2;
+          const barH = scaleLinear(d.score, yMin, yMax, 0, PLOT_H);
+          const y = PADDING.top + PLOT_H - barH;
+          return (
+            <Tooltip
+              x={x}
+              y={y}
+              label={d.label}
+              value={`score: ${d.score.toFixed(3)}`}
+            />
+          );
+        })()}
+    </svg>
+  );
+}
+
+// ---------------------------------------------------------------------------
+// Line Chart
+// ---------------------------------------------------------------------------
+
+function LineChart({
+  data,
+  xLabel,
+  yLabel,
+  onPointClick,
+}: {
+  data: ScoreDataPoint[];
+  xLabel?: string;
+  yLabel?: string;
+  onPointClick?: (id: string) => void;
+}) {
+  const [hoveredId, setHoveredId] = useState<string | null>(null);
+
+  // Sort by timestamp/sequence for line chart
+  const sorted = useMemo(() => {
+    return [...data].sort((a, b) => {
+      const ta = a.timestamp ?? 0;
+      const tb = b.timestamp ?? 0;
+      if (typeof ta === "number" && typeof tb === "number") return ta - tb;
+      return String(ta).localeCompare(String(tb));
+    });
+  }, [data]);
+
+  const yValues = sorted.map((d) => d.score);
+  const [yMin, yMax] = niceRange(Math.min(...yValues), Math.max(...yValues));
+  const yTicks = tickValues(yMin, yMax, 5);
+
+  // Evenly space points on x-axis
+  const xStep = sorted.length > 1 ? PLOT_W / (sorted.length - 1) : PLOT_W / 2;
+
+  const pointCoords = sorted.map((d, i) => ({
+    x: PADDING.left + (sorted.length > 1 ? i * xStep : PLOT_W / 2),
+    y: PADDING.top + PLOT_H - scaleLinear(d.score, yMin, yMax, 0, PLOT_H),
+    d,
+  }));
+
+  const linePath = pointCoords
+    .map((p, i) => `${i === 0 ? "M" : "L"} ${p.x} ${p.y}`)
+    .join(" ");
+
+  // Area fill path (line + close to bottom)
+  const areaPath =
+    pointCoords.length > 0
+      ? `${linePath} L ${pointCoords[pointCoords.length - 1].x} ${PADDING.top + PLOT_H} L ${pointCoords[0].x} ${PADDING.top + PLOT_H} Z`
+      : "";
+
+  return (
+    <svg
+      viewBox={`0 0 ${CHART_WIDTH} ${CHART_HEIGHT}`}
+      className="w-full h-auto"
+      data-testid="line-chart"
+    >
+      <defs>
+        <linearGradient id="areaGrad" x1="0" y1="0" x2="0" y2="1">
+          <stop offset="0%" stopColor="#6366f1" stopOpacity={0.3} />
+          <stop offset="100%" stopColor="#6366f1" stopOpacity={0.02} />
+        </linearGradient>
+      </defs>
+
+      {/* Grid lines */}
+      {yTicks.map((t) => {
+        const y = PADDING.top + PLOT_H - scaleLinear(t, yMin, yMax, 0, PLOT_H);
+        return (
+          <line
+            key={`yg-${t}`}
+            x1={PADDING.left}
+            y1={y}
+            x2={PADDING.left + PLOT_W}
+            y2={y}
+            stroke="#e2e8f0"
+            strokeDasharray="4 4"
+            className="dark:stroke-slate-700"
+          />
+        );
+      })}
+
+      {/* Axes */}
+      <line
+        x1={PADDING.left}
+        y1={PADDING.top}
+        x2={PADDING.left}
+        y2={PADDING.top + PLOT_H}
+        stroke="#94a3b8"
+      />
+      <line
+        x1={PADDING.left}
+        y1={PADDING.top + PLOT_H}
+        x2={PADDING.left + PLOT_W}
+        y2={PADDING.top + PLOT_H}
+        stroke="#94a3b8"
+      />
+
+      {/* X tick labels */}
+      {sorted.map((d, i) => {
+        const x = PADDING.left + (sorted.length > 1 ? i * xStep : PLOT_W / 2);
+        // Show fewer labels when there are many points
+        if (sorted.length > 10 && i % Math.ceil(sorted.length / 10) !== 0 && i !== sorted.length - 1) return null;
+        const tickLabel =
+          d.timestamp != null
+            ? typeof d.timestamp === "number"
+              ? `#${d.timestamp}`
+              : String(d.timestamp).slice(11, 16) || String(d.timestamp).slice(0, 10)
+            : `#${i + 1}`;
+        return (
+          <text
+            key={`xt-${d.id}`}
+            x={x}
+            y={PADDING.top + PLOT_H + 18}
+            fontSize={9}
+            fill="#94a3b8"
+            textAnchor="middle"
+          >
+            {tickLabel}
+          </text>
+        );
+      })}
+
+      {/* Y ticks */}
+      {yTicks.map((t) => {
+        const y = PADDING.top + PLOT_H - scaleLinear(t, yMin, yMax, 0, PLOT_H);
+        return (
+          <text
+            key={`yt-${t}`}
+            x={PADDING.left - 8}
+            y={y + 4}
+            fontSize={10}
+            fill="#94a3b8"
+            textAnchor="end"
+          >
+            {formatTick(t)}
+          </text>
+        );
+      })}
+
+      {/* Axis labels */}
+      {xLabel && (
+        <text
+          x={PADDING.left + PLOT_W / 2}
+          y={CHART_HEIGHT - 4}
+          fontSize={12}
+          fill="#64748b"
+          textAnchor="middle"
+          data-testid="x-axis-label"
+        >
+          {xLabel}
+        </text>
+      )}
+      {yLabel && (
+        <text
+          x={14}
+          y={PADDING.top + PLOT_H / 2}
+          fontSize={12}
+          fill="#64748b"
+          textAnchor="middle"
+          transform={`rotate(-90, 14, ${PADDING.top + PLOT_H / 2})`}
+          data-testid="y-axis-label"
+        >
+          {yLabel}
+        </text>
+      )}
+
+      {/* Area fill */}
+      {areaPath && <path d={areaPath} fill="url(#areaGrad)" />}
+
+      {/* Line */}
+      {linePath && (
+        <path
+          d={linePath}
+          fill="none"
+          stroke="#6366f1"
+          strokeWidth={2.5}
+          strokeLinecap="round"
+          strokeLinejoin="round"
+          data-testid="line-path"
+        />
+      )}
+
+      {/* Data points */}
+      {pointCoords.map(({ x, y, d }) => {
+        const isHovered = hoveredId === d.id;
+        return (
+          <circle
+            key={d.id}
+            cx={x}
+            cy={y}
+            r={isHovered ? 6 : 4}
+            fill="#6366f1"
+            stroke={isHovered ? "#fff" : "#6366f1"}
+            strokeWidth={2}
+            className="cursor-pointer transition-all"
+            data-testid={`line-point-${d.id}`}
+            onMouseEnter={() => setHoveredId(d.id)}
+            onMouseLeave={() => setHoveredId(null)}
+            onClick={() => onPointClick?.(d.id)}
+          />
+        );
+      })}
+
+      {/* Tooltip */}
+      {hoveredId &&
+        (() => {
+          const pc = pointCoords.find((p) => p.d.id === hoveredId);
+          if (!pc) return null;
+          return (
+            <Tooltip
+              x={pc.x}
+              y={pc.y}
+              label={pc.d.label}
+              value={`score: ${pc.d.score.toFixed(3)}`}
+            />
+          );
+        })()}
+    </svg>
+  );
+}
+
+// ---------------------------------------------------------------------------
+// Main Component
+// ---------------------------------------------------------------------------
+
+export default function ScoreChart({
+  data,
+  type: initialType,
+  title,
+  xLabel,
+  yLabel,
+  onPointClick,
+  topN = 10,
+}: ScoreChartProps) {
+  const [chartType, setChartType] = useState<ChartType>(initialType);
+
+  if (data.length === 0) {
+    return (
+      <div
+        className="flex items-center justify-center h-48 border border-dashed border-slate-300 dark:border-slate-600 rounded-lg text-slate-400 dark:text-slate-500 text-sm"
+        data-testid="score-chart-empty"
+      >
+        No data to display
+      </div>
+    );
+  }
+
+  return (
+    <div
+      className="bg-white dark:bg-slate-800 rounded-lg border border-slate-200 dark:border-slate-700 p-4"
+      data-testid="score-chart"
+    >
+      {/* Header */}
+      <div className="flex items-center justify-between mb-3">
+        {title && (
+          <h3
+            className="text-sm font-semibold text-slate-700 dark:text-slate-200"
+            data-testid="chart-title"
+          >
+            {title}
+          </h3>
+        )}
+        <div className="flex gap-1" data-testid="chart-type-selector">
+          <ChartTypeButton
+            active={chartType === "scatter"}
+            label="Scatter"
+            onClick={() => setChartType("scatter")}
+          />
+          <ChartTypeButton
+            active={chartType === "bar"}
+            label="Bar"
+            onClick={() => setChartType("bar")}
+          />
+          <ChartTypeButton
+            active={chartType === "line"}
+            label="Line"
+            onClick={() => setChartType("line")}
+          />
+        </div>
+      </div>
+
+      {/* Chart */}
+      {chartType === "scatter" && (
+        <ScatterPlot
+          data={data}
+          xLabel={xLabel}
+          yLabel={yLabel}
+          onPointClick={onPointClick}
+        />
+      )}
+      {chartType === "bar" && (
+        <BarChart
+          data={data}
+          topN={topN}
+          yLabel={yLabel}
+          onPointClick={onPointClick}
+        />
+      )}
+      {chartType === "line" && (
+        <LineChart
+          data={data}
+          xLabel={xLabel}
+          yLabel={yLabel}
+          onPointClick={onPointClick}
+        />
+      )}
+    </div>
+  );
+}