From c25061d3dfe0554f9abca2afdc5ec8358e2c39a6 Mon Sep 17 00:00:00 2001
From: Kai <kai@itskai.dev>
Date: Mon, 9 Feb 2026 15:03:54 -0800
Subject: [PATCH] Add agent productivity dashboard, profile pages, and API
 endpoint

---
 src/app/api/productivity/route.ts             |   69 +
 src/app/productivity/[agent]/page.tsx         |  200 +
 src/app/productivity/page.tsx                 |   17 +
 .../productivity-dashboard-client.tsx         |  264 +
 src/data/agent-productivity.json              | 4413 +++++++++++++++++
 src/lib/productivity.ts                       |  121 +
 6 files changed, 5084 insertions(+)
 create mode 100644 src/app/api/productivity/route.ts
 create mode 100644 src/app/productivity/[agent]/page.tsx
 create mode 100644 src/app/productivity/page.tsx
 create mode 100644 src/app/productivity/productivity-dashboard-client.tsx
 create mode 100644 src/data/agent-productivity.json
 create mode 100644 src/lib/productivity.ts

diff --git a/src/app/api/productivity/route.ts b/src/app/api/productivity/route.ts
new file mode 100644
index 00000000..f1dd236c
--- /dev/null
+++ b/src/app/api/productivity/route.ts
@@ -0,0 +1,69 @@
+import { NextResponse } from "next/server";
+import {
+  PERIODS,
+  type ProductivityPeriod,
+  getAgentProductivity,
+  getOverview,
+  getProductivityData,
+} from "@/lib/productivity";
+
+export const dynamic = "force-static";
+
+function isPeriod(value: string | null): value is ProductivityPeriod {
+  return value !== null && PERIODS.includes(value as ProductivityPeriod);
+}
+
+export async function GET(request: Request) {
+  const { searchParams } = new URL(request.url);
+  const requestedPeriod = searchParams.get("period");
+  const period: ProductivityPeriod = isPeriod(requestedPeriod) ? requestedPeriod : "30d";
+  const agentSlug = searchParams.get("agent");
+
+  if (agentSlug) {
+    const agent = getAgentProductivity(agentSlug);
+
+    if (!agent) {
+      return NextResponse.json(
+        {
+          error: "agent_not_found",
+          message: `No productivity metrics found for agent '${agentSlug}'.`,
+        },
+        { status: 404 }
+      );
+    }
+
+    return NextResponse.json({
+      period,
+      generatedAt: getProductivityData().generatedAt,
+      agent: {
+        slug: agent.slug,
+        name: agent.name,
+        avatar: agent.avatar,
+        trustTier: agent.trustTier,
+        uptime: agent.uptime,
+        comparisonBadge: agent.comparisonBadge,
+        metrics: agent.periods[period],
+        dailyPerformance: agent.dailyPerformance,
+        recentTasks: agent.taskHistory.slice(0, 10),
+      },
+    });
+  }
+
+  const data = getProductivityData();
+  const overview = getOverview(period);
+
+  return NextResponse.json({
+    period,
+    generatedAt: data.generatedAt,
+    overview,
+    agents: data.agents.map((agent) => ({
+      slug: agent.slug,
+      name: agent.name,
+      avatar: agent.avatar,
+      trustTier: agent.trustTier,
+      uptime: agent.uptime,
+      comparisonBadge: agent.comparisonBadge,
+      metrics: agent.periods[period],
+    })),
+  });
+}
diff --git a/src/app/productivity/[agent]/page.tsx b/src/app/productivity/[agent]/page.tsx
new file mode 100644
index 00000000..e95ebc67
--- /dev/null
+++ b/src/app/productivity/[agent]/page.tsx
@@ -0,0 +1,200 @@
+import type { Metadata } from "next";
+import Link from "next/link";
+import { notFound } from "next/navigation";
+import { Badge } from "@/components/ui/badge";
+import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
+import { getAgentProductivity, getProductivityData } from "@/lib/productivity";
+
+type AgentPageProps = {
+  params: Promise<{ agent: string }>;
+};
+
+function formatCurrency(value: number): string {
+  return new Intl.NumberFormat("en-US", {
+    style: "currency",
+    currency: "USD",
+    maximumFractionDigits: 0,
+  }).format(value);
+}
+
+export async function generateStaticParams() {
+  const data = getProductivityData();
+  return data.agents.map((agent) => ({ agent: agent.slug }));
+}
+
+export async function generateMetadata({ params }: AgentPageProps): Promise<Metadata> {
+  const { agent } = await params;
+  const profile = getAgentProductivity(agent);
+
+  if (!profile) {
+    return {
+      title: "Agent Productivity Profile — forAgents.dev",
+    };
+  }
+
+  return {
+    title: `${profile.name} Productivity Profile — forAgents.dev`,
+    description: `Performance, ROI, and delivery history for ${profile.name}.`,
+  };
+}
+
+export default async function AgentProductivityPage({ params }: AgentPageProps) {
+  const { agent } = await params;
+  const profile = getAgentProductivity(agent);
+
+  if (!profile) {
+    notFound();
+  }
+
+  const period = profile.periods["30d"];
+  const maxDailyTasks = Math.max(...profile.dailyPerformance.map((item) => item.tasksCompleted), 1);
+
+  return (
+    <main className="min-h-screen max-w-6xl mx-auto px-4 py-10 space-y-8">
+      <section className="flex items-center justify-between gap-3">
+        <div>
+          <h1 className="text-3xl md:text-4xl font-bold">{profile.name} Productivity Profile</h1>
+          <p className="text-muted-foreground mt-2">30 day execution performance and ROI analysis.</p>
+        </div>
+        <Link href="/productivity" className="text-sm text-cyan hover:underline">
+          Back to dashboard
+        </Link>
+      </section>
+
+      <section className="grid gap-4 lg:grid-cols-3">
+        <Card className="lg:col-span-2 bg-card/60 border-white/10">
+          <CardHeader>
+            <CardTitle>Agent Card</CardTitle>
+          </CardHeader>
+          <CardContent className="space-y-4">
+            <div className="flex items-center gap-4">
+              <div className="h-14 w-14 rounded-xl bg-white/5 border border-white/10 flex items-center justify-center text-3xl">
+                {profile.avatar}
+              </div>
+              <div>
+                <div className="text-xl font-semibold">{profile.name}</div>
+                <div className="text-sm text-muted-foreground">{profile.slug}</div>
+              </div>
+            </div>
+
+            <div className="flex flex-wrap gap-2">
+              {profile.stack.map((item) => (
+                <Badge key={item} variant="outline" className="border-white/15 bg-white/5">
+                  {item}
+                </Badge>
+              ))}
+            </div>
+
+            <div className="text-sm text-muted-foreground">Trust Tier: {profile.trustTier}</div>
+          </CardContent>
+        </Card>
+
+        <Card className="bg-card/60 border-white/10">
+          <CardHeader>
+            <CardTitle>Comparison</CardTitle>
+          </CardHeader>
+          <CardContent className="space-y-3">
+            <Badge className="bg-green-500/20 text-green-300 border border-green-500/40">
+              {profile.comparisonBadge}
+            </Badge>
+            <div className="text-sm text-muted-foreground">Uptime</div>
+            <div className="text-2xl font-bold">{profile.uptime.toFixed(1)}%</div>
+          </CardContent>
+        </Card>
+      </section>
+
+      <section>
+        <Card className="bg-card/60 border-white/10">
+          <CardHeader>
+            <CardTitle>Performance Over Time (Last 30 Days)</CardTitle>
+          </CardHeader>
+          <CardContent>
+            <div className="flex items-end gap-1 h-40">
+              {profile.dailyPerformance.map((day) => {
+                const barHeight = Math.max((day.tasksCompleted / maxDailyTasks) * 100, 6);
+                return (
+                  <div key={day.date} className="group relative flex-1 h-full flex items-end">
+                    <div
+                      className="w-full rounded-t-sm bg-cyan/70 hover:bg-cyan transition-colors"
+                      style={{ height: `${barHeight}%` }}
+                    />
+                    <div className="hidden group-hover:block absolute bottom-full mb-2 left-1/2 -translate-x-1/2 whitespace-nowrap rounded bg-black px-2 py-1 text-xs border border-white/15">
+                      {day.date}: {day.tasksCompleted} tasks
+                    </div>
+                  </div>
+                );
+              })}
+            </div>
+          </CardContent>
+        </Card>
+      </section>
+
+      <section>
+        <Card className="bg-card/60 border-white/10 overflow-hidden">
+          <CardHeader>
+            <CardTitle>Task History</CardTitle>
+          </CardHeader>
+          <CardContent className="p-0">
+            <div className="overflow-x-auto">
+              <table className="w-full text-sm">
+                <thead className="bg-white/5 text-muted-foreground">
+                  <tr>
+                    <th className="text-left px-4 py-3">Task Name</th>
+                    <th className="text-left px-4 py-3">Completion Time</th>
+                    <th className="text-left px-4 py-3">Tokens Used</th>
+                    <th className="text-left px-4 py-3">Quality Score</th>
+                    <th className="text-left px-4 py-3">Artifacts</th>
+                  </tr>
+                </thead>
+                <tbody>
+                  {profile.taskHistory.map((task) => (
+                    <tr key={task.id} className="border-t border-white/10">
+                      <td className="px-4 py-3">{task.taskName}</td>
+                      <td className="px-4 py-3">{task.completionMinutes} min</td>
+                      <td className="px-4 py-3">{task.tokensUsed.toLocaleString()}</td>
+                      <td className="px-4 py-3">{task.qualityScore.toFixed(1)}%</td>
+                      <td className="px-4 py-3">
+                        <a
+                          href={task.artifactUrl}
+                          target="_blank"
+                          rel="noreferrer"
+                          className="text-cyan hover:underline"
+                        >
+                          PR Link
+                        </a>
+                      </td>
+                    </tr>
+                  ))}
+                </tbody>
+              </table>
+            </div>
+          </CardContent>
+        </Card>
+      </section>
+
+      <section>
+        <Card className="bg-card/60 border-white/10">
+          <CardHeader>
+            <CardTitle>Cost Analysis</CardTitle>
+          </CardHeader>
+          <CardContent className="grid gap-4 md:grid-cols-3">
+            <div>
+              <div className="text-sm text-muted-foreground">Total Spend</div>
+              <div className="text-2xl font-bold">{formatCurrency(period.modelApiCost)}</div>
+            </div>
+            <div>
+              <div className="text-sm text-muted-foreground">Average Cost Per Task</div>
+              <div className="text-2xl font-bold">
+                {formatCurrency(period.tasksCompleted > 0 ? period.modelApiCost / period.tasksCompleted : 0)}
+              </div>
+            </div>
+            <div>
+              <div className="text-sm text-muted-foreground">ROI Estimate</div>
+              <div className="text-2xl font-bold text-green-400">{period.costEfficiency.toFixed(1)}x</div>
+            </div>
+          </CardContent>
+        </Card>
+      </section>
+    </main>
+  );
+}
diff --git a/src/app/productivity/page.tsx b/src/app/productivity/page.tsx
new file mode 100644
index 00000000..74915b40
--- /dev/null
+++ b/src/app/productivity/page.tsx
@@ -0,0 +1,17 @@
+import type { Metadata } from "next";
+import { ProductivityDashboardClient } from "@/app/productivity/productivity-dashboard-client";
+import { getProductivityData } from "@/lib/productivity";
+
+export const dynamic = "force-static";
+
+export const metadata: Metadata = {
+  title: "Agent Productivity & ROI Analytics — forAgents.dev",
+  description:
+    "Track agent throughput, quality, uptime, and ROI with a productivity analytics dashboard.",
+};
+
+export default function ProductivityPage() {
+  const data = getProductivityData();
+
+  return <ProductivityDashboardClient agents={data.agents} />;
+}
diff --git a/src/app/productivity/productivity-dashboard-client.tsx b/src/app/productivity/productivity-dashboard-client.tsx
new file mode 100644
index 00000000..351cebf7
--- /dev/null
+++ b/src/app/productivity/productivity-dashboard-client.tsx
@@ -0,0 +1,264 @@
+"use client";
+
+import { useMemo, useState } from "react";
+import Link from "next/link";
+import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
+import { Badge } from "@/components/ui/badge";
+import type { AgentProductivity, ProductivityPeriod } from "@/lib/productivity";
+
+type SortKey = "tasksCompleted" | "costEfficiency" | "qualityScore" | "uptime";
+
+const PERIOD_OPTIONS: ProductivityPeriod[] = ["7d", "30d", "90d"];
+
+function currency(value: number): string {
+  return new Intl.NumberFormat("en-US", {
+    style: "currency",
+    currency: "USD",
+    maximumFractionDigits: 0,
+  }).format(value);
+}
+
+export function ProductivityDashboardClient({ agents }: { agents: AgentProductivity[] }) {
+  const [period, setPeriod] = useState<ProductivityPeriod>("30d");
+  const [sortKey, setSortKey] = useState<SortKey>("tasksCompleted");
+
+  const overview = useMemo(() => {
+    const totals = agents.reduce(
+      (acc, agent) => {
+        const m = agent.periods[period];
+        acc.tasksCompleted += m.tasksCompleted;
+        acc.costSavings += m.totalCostSavings;
+        acc.weightedTimeSaved += m.avgTimeSavedMinutes * m.tasksCompleted;
+        acc.totalModelCost += m.modelApiCost;
+        acc.totalHumanCost += m.estimatedHumanCost;
+        acc.totalRework += m.reworkRate;
+        acc.totalPassRate += m.testPassRate;
+        acc.totalFirstAttempt += m.firstAttemptSuccess;
+        return acc;
+      },
+      {
+        tasksCompleted: 0,
+        costSavings: 0,
+        weightedTimeSaved: 0,
+        totalModelCost: 0,
+        totalHumanCost: 0,
+        totalRework: 0,
+        totalPassRate: 0,
+        totalFirstAttempt: 0,
+      }
+    );
+
+    const avgTimeSaved =
+      totals.tasksCompleted > 0 ? totals.weightedTimeSaved / totals.tasksCompleted : 0;
+
+    return {
+      ...totals,
+      avgTimeSaved,
+      avgReworkRate: agents.length ? totals.totalRework / agents.length : 0,
+      avgPassRate: agents.length ? totals.totalPassRate / agents.length : 0,
+      avgFirstAttempt: agents.length ? totals.totalFirstAttempt / agents.length : 0,
+      modelCostPerTask:
+        totals.tasksCompleted > 0 ? totals.totalModelCost / totals.tasksCompleted : 0,
+      humanCostPerTask:
+        totals.tasksCompleted > 0 ? totals.totalHumanCost / totals.tasksCompleted : 0,
+    };
+  }, [agents, period]);
+
+  const sortedAgents = useMemo(() => {
+    const copy = [...agents];
+    copy.sort((a, b) => {
+      if (sortKey === "uptime") return b.uptime - a.uptime;
+      return b.periods[period][sortKey] - a.periods[period][sortKey];
+    });
+    return copy;
+  }, [agents, period, sortKey]);
+
+  const maxUnitCost = Math.max(overview.modelCostPerTask, overview.humanCostPerTask, 1);
+
+  return (
+    <main className="min-h-screen max-w-6xl mx-auto px-4 py-10 space-y-8">
+      <section className="space-y-3">
+        <h1 className="text-3xl md:text-4xl font-bold">Agent Productivity Dashboard</h1>
+        <p className="text-muted-foreground">
+          Performance, quality, and ROI insights for autonomous engineering agents.
+        </p>
+      </section>
+
+      <section className="flex flex-wrap gap-2">
+        {PERIOD_OPTIONS.map((option) => (
+          <button
+            key={option}
+            type="button"
+            onClick={() => setPeriod(option)}
+            className={`px-4 py-2 rounded-md text-sm font-medium transition-colors ${
+              period === option
+                ? "bg-cyan text-black"
+                : "bg-white/5 border border-white/10 text-muted-foreground hover:text-foreground"
+            }`}
+          >
+            {option}
+          </button>
+        ))}
+      </section>
+
+      <section className="grid gap-4 md:grid-cols-3">
+        <Card className="bg-card/60 border-white/10">
+          <CardHeader className="pb-2">
+            <CardTitle className="text-sm text-muted-foreground">Total Tasks Completed</CardTitle>
+          </CardHeader>
+          <CardContent>
+            <p className="text-3xl font-bold">{overview.tasksCompleted.toLocaleString()}</p>
+          </CardContent>
+        </Card>
+
+        <Card className="bg-card/60 border-white/10">
+          <CardHeader className="pb-2">
+            <CardTitle className="text-sm text-muted-foreground">Average Time Saved Per Task</CardTitle>
+          </CardHeader>
+          <CardContent>
+            <p className="text-3xl font-bold">{overview.avgTimeSaved.toFixed(1)} min</p>
+          </CardContent>
+        </Card>
+
+        <Card className="bg-card/60 border-white/10">
+          <CardHeader className="pb-2">
+            <CardTitle className="text-sm text-muted-foreground">Total Cost Savings</CardTitle>
+          </CardHeader>
+          <CardContent>
+            <p className="text-3xl font-bold text-green-400">{currency(overview.costSavings)}</p>
+          </CardContent>
+        </Card>
+      </section>
+
+      <section className="grid gap-4 lg:grid-cols-2">
+        <Card className="bg-card/60 border-white/10">
+          <CardHeader>
+            <CardTitle>Cost Per Task Breakdown</CardTitle>
+          </CardHeader>
+          <CardContent className="space-y-4">
+            <div>
+              <div className="flex justify-between text-sm mb-1">
+                <span className="text-muted-foreground">Model API Cost</span>
+                <span className="font-medium">{currency(overview.modelCostPerTask)}</span>
+              </div>
+              <div className="h-3 rounded-full bg-white/10 overflow-hidden">
+                <div
+                  className="h-full bg-cyan"
+                  style={{ width: `${(overview.modelCostPerTask / maxUnitCost) * 100}%` }}
+                />
+              </div>
+            </div>
+
+            <div>
+              <div className="flex justify-between text-sm mb-1">
+                <span className="text-muted-foreground">Estimated Human Labor Cost</span>
+                <span className="font-medium">{currency(overview.humanCostPerTask)}</span>
+              </div>
+              <div className="h-3 rounded-full bg-white/10 overflow-hidden">
+                <div
+                  className="h-full bg-purple"
+                  style={{ width: `${(overview.humanCostPerTask / maxUnitCost) * 100}%` }}
+                />
+              </div>
+            </div>
+          </CardContent>
+        </Card>
+
+        <Card className="bg-card/60 border-white/10">
+          <CardHeader>
+            <CardTitle>Quality Metrics</CardTitle>
+          </CardHeader>
+          <CardContent className="space-y-4">
+            {[
+              { label: "Rework Rate", value: overview.avgReworkRate, invert: true },
+              { label: "Test Pass Rate", value: overview.avgPassRate },
+              { label: "First-Attempt Success Rate", value: overview.avgFirstAttempt },
+            ].map((metric) => {
+              const normalized = metric.invert ? Math.max(0, 100 - metric.value) : metric.value;
+              return (
+                <div key={metric.label}>
+                  <div className="flex justify-between text-sm mb-1">
+                    <span className="text-muted-foreground">{metric.label}</span>
+                    <span className="font-medium">{metric.value.toFixed(1)}%</span>
+                  </div>
+                  <div className="h-3 rounded-full bg-white/10 overflow-hidden">
+                    <div className="h-full bg-green-500" style={{ width: `${normalized}%` }} />
+                  </div>
+                </div>
+              );
+            })}
+          </CardContent>
+        </Card>
+      </section>
+
+      <section>
+        <Card className="bg-card/60 border-white/10 overflow-hidden">
+          <CardHeader className="flex flex-col gap-3 md:flex-row md:items-center md:justify-between">
+            <CardTitle>Agent Leaderboard</CardTitle>
+            <div className="flex flex-wrap gap-2">
+              {[
+                { key: "tasksCompleted", label: "Tasks Completed" },
+                { key: "costEfficiency", label: "Cost Efficiency" },
+                { key: "qualityScore", label: "Quality Score" },
+                { key: "uptime", label: "Uptime" },
+              ].map((option) => (
+                <button
+                  key={option.key}
+                  type="button"
+                  onClick={() => setSortKey(option.key as SortKey)}
+                  className={`px-3 py-1.5 rounded-md text-xs border ${
+                    sortKey === option.key
+                      ? "bg-cyan text-black border-cyan"
+                      : "border-white/10 text-muted-foreground hover:text-foreground"
+                  }`}
+                >
+                  {option.label}
+                </button>
+              ))}
+            </div>
+          </CardHeader>
+          <CardContent className="p-0">
+            <div className="overflow-x-auto">
+              <table className="w-full text-sm">
+                <thead className="bg-white/5 text-muted-foreground">
+                  <tr>
+                    <th className="text-left px-4 py-3">Agent</th>
+                    <th className="text-left px-4 py-3">Tasks</th>
+                    <th className="text-left px-4 py-3">Cost Efficiency</th>
+                    <th className="text-left px-4 py-3">Quality Score</th>
+                    <th className="text-left px-4 py-3">Uptime</th>
+                  </tr>
+                </thead>
+                <tbody>
+                  {sortedAgents.map((agent) => (
+                    <tr key={agent.slug} className="border-t border-white/10">
+                      <td className="px-4 py-3">
+                        <Link
+                          href={`/productivity/${agent.slug}`}
+                          className="font-semibold hover:text-cyan transition-colors"
+                        >
+                          <span className="mr-2" aria-hidden>
+                            {agent.avatar}
+                          </span>
+                          {agent.name}
+                        </Link>
+                      </td>
+                      <td className="px-4 py-3">{agent.periods[period].tasksCompleted}</td>
+                      <td className="px-4 py-3">{agent.periods[period].costEfficiency.toFixed(1)}x</td>
+                      <td className="px-4 py-3">{agent.periods[period].qualityScore.toFixed(1)}%</td>
+                      <td className="px-4 py-3">
+                        <Badge variant="outline" className="border-white/15 bg-white/5">
+                          {agent.uptime.toFixed(1)}%
+                        </Badge>
+                      </td>
+                    </tr>
+                  ))}
+                </tbody>
+              </table>
+            </div>
+          </CardContent>
+        </Card>
+      </section>
+    </main>
+  );
+}
diff --git a/src/data/agent-productivity.json b/src/data/agent-productivity.json
new file mode 100644
index 00000000..6679d73c
--- /dev/null
+++ b/src/data/agent-productivity.json
@@ -0,0 +1,4413 @@
+{
+  "generatedAt": "2026-02-09T14:00:00.000Z",
+  "currency": "USD",
+  "agents": [
+    {
+      "slug": "atlas",
+      "name": "Atlas",
+      "avatar": "🧭",
+      "stack": [
+        "TypeScript",
+        "Next.js",
+        "Postgres"
+      ],
+      "trustTier": "Tier 3 - Verified",
+      "uptime": 96.2,
+      "periods": {
+        "7d": {
+          "tasksCompleted": 5,
+          "avgTimeSavedMinutes": 86.7,
+          "totalCostSavings": 1166.87,
+          "modelApiCost": 5.95,
+          "estimatedHumanCost": 1172.82,
+          "qualityScore": 89.8,
+          "reworkRate": 3,
+          "testPassRate": 97.2,
+          "firstAttemptSuccess": 92.8,
+          "costEfficiency": 197.1
+        },
+        "30d": {
+          "tasksCompleted": 12,
+          "avgTimeSavedMinutes": 75.3,
+          "totalCostSavings": 2485.03,
+          "modelApiCost": 13.66,
+          "estimatedHumanCost": 2498.69,
+          "qualityScore": 89.3,
+          "reworkRate": 3.1,
+          "testPassRate": 97.1,
+          "firstAttemptSuccess": 92.6,
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+        {
+          "id": "zenith-6",
+          "taskName": "Patch accessibility contrast issues",
+          "completedAt": "2026-01-17T15:08:00.000Z",
+          "completionMinutes": 98,
+          "tokensUsed": 21257,
+          "qualityScore": 98.6,
+          "apiCost": 0.99,
+          "humanLaborCost": 180.27,
+          "artifactUrl": "https://github.com/reflectt/foragents.dev/pull/512"
+        },
+        {
+          "id": "zenith-20",
+          "taskName": "Fix flaky CI pipeline",
+          "completedAt": "2026-01-17T14:10:00.000Z",
+          "completionMinutes": 159,
+          "tokensUsed": 15771,
+          "qualityScore": 88.7,
+          "apiCost": 1.37,
+          "humanLaborCost": 263.77,
+          "artifactUrl": "https://github.com/reflectt/foragents.dev/pull/526"
+        },
+        {
+          "id": "zenith-3",
+          "taskName": "Implement webhook retries",
+          "completedAt": "2026-01-16T15:15:00.000Z",
+          "completionMinutes": 106,
+          "tokensUsed": 21614,
+          "qualityScore": 88,
+          "apiCost": 1.04,
+          "humanLaborCost": 193,
+          "artifactUrl": "https://github.com/reflectt/foragents.dev/pull/509"
+        },
+        {
+          "id": "zenith-17",
+          "taskName": "Build export to CSV workflow",
+          "completedAt": "2026-01-13T15:13:00.000Z",
+          "completionMinutes": 157,
+          "tokensUsed": 17924,
+          "qualityScore": 89.3,
+          "apiCost": 1.38,
+          "humanLaborCost": 263.18,
+          "artifactUrl": "https://github.com/reflectt/foragents.dev/pull/523"
+        }
+      ],
+      "comparisonBadge": "Top 10% efficiency"
+    }
+  ]
+}
diff --git a/src/lib/productivity.ts b/src/lib/productivity.ts
new file mode 100644
index 00000000..ffe00b95
--- /dev/null
+++ b/src/lib/productivity.ts
@@ -0,0 +1,121 @@
+import productivityData from "@/data/agent-productivity.json";
+
+export const PERIODS = ["7d", "30d", "90d"] as const;
+
+export type ProductivityPeriod = (typeof PERIODS)[number];
+
+export type PeriodMetrics = {
+  tasksCompleted: number;
+  avgTimeSavedMinutes: number;
+  totalCostSavings: number;
+  modelApiCost: number;
+  estimatedHumanCost: number;
+  qualityScore: number;
+  reworkRate: number;
+  testPassRate: number;
+  firstAttemptSuccess: number;
+  costEfficiency: number;
+};
+
+export type DailyPerformance = {
+  date: string;
+  tasksCompleted: number;
+  qualityScore: number;
+};
+
+export type TaskHistoryItem = {
+  id: string;
+  taskName: string;
+  completedAt: string;
+  completionMinutes: number;
+  tokensUsed: number;
+  qualityScore: number;
+  apiCost: number;
+  humanLaborCost: number;
+  artifactUrl: string;
+};
+
+export type AgentProductivity = {
+  slug: string;
+  name: string;
+  avatar: string;
+  stack: string[];
+  trustTier: string;
+  uptime: number;
+  periods: Record<ProductivityPeriod, PeriodMetrics>;
+  dailyPerformance: DailyPerformance[];
+  taskHistory: TaskHistoryItem[];
+  comparisonBadge: "Top 10% efficiency" | "Above average quality";
+};
+
+export type ProductivityData = {
+  generatedAt: string;
+  currency: string;
+  agents: AgentProductivity[];
+};
+
+export function getProductivityData(): ProductivityData {
+  return productivityData as ProductivityData;
+}
+
+export function getAgentProductivity(slug: string): AgentProductivity | null {
+  const data = getProductivityData();
+  return data.agents.find((agent) => agent.slug === slug) ?? null;
+}
+
+export function getOverview(period: ProductivityPeriod): PeriodMetrics & {
+  totalTasksCompleted: number;
+  avgTimeSavedMinutes: number;
+  totalCostSavings: number;
+} {
+  const data = getProductivityData();
+  const totals = data.agents.reduce(
+    (acc, agent) => {
+      const metrics = agent.periods[period];
+      acc.totalTasksCompleted += metrics.tasksCompleted;
+      acc.totalCostSavings += metrics.totalCostSavings;
+      acc.totalTimeSavedMinutes += metrics.avgTimeSavedMinutes * metrics.tasksCompleted;
+      acc.weightedTaskCount += metrics.tasksCompleted;
+      acc.modelApiCost += metrics.modelApiCost;
+      acc.estimatedHumanCost += metrics.estimatedHumanCost;
+      acc.reworkRate += metrics.reworkRate;
+      acc.testPassRate += metrics.testPassRate;
+      acc.firstAttemptSuccess += metrics.firstAttemptSuccess;
+      acc.qualityScore += metrics.qualityScore;
+      acc.costEfficiency += metrics.costEfficiency;
+      return acc;
+    },
+    {
+      totalTasksCompleted: 0,
+      totalCostSavings: 0,
+      totalTimeSavedMinutes: 0,
+      weightedTaskCount: 0,
+      modelApiCost: 0,
+      estimatedHumanCost: 0,
+      reworkRate: 0,
+      testPassRate: 0,
+      firstAttemptSuccess: 0,
+      qualityScore: 0,
+      costEfficiency: 0,
+    }
+  );
+
+  const divisor = data.agents.length || 1;
+
+  return {
+    totalTasksCompleted: totals.totalTasksCompleted,
+    avgTimeSavedMinutes:
+      totals.weightedTaskCount > 0
+        ? Number((totals.totalTimeSavedMinutes / totals.weightedTaskCount).toFixed(1))
+        : 0,
+    totalCostSavings: Number(totals.totalCostSavings.toFixed(2)),
+    tasksCompleted: totals.totalTasksCompleted,
+    modelApiCost: Number(totals.modelApiCost.toFixed(2)),
+    estimatedHumanCost: Number(totals.estimatedHumanCost.toFixed(2)),
+    qualityScore: Number((totals.qualityScore / divisor).toFixed(1)),
+    reworkRate: Number((totals.reworkRate / divisor).toFixed(1)),
+    testPassRate: Number((totals.testPassRate / divisor).toFixed(1)),
+    firstAttemptSuccess: Number((totals.firstAttemptSuccess / divisor).toFixed(1)),
+    costEfficiency: Number((totals.costEfficiency / divisor).toFixed(1)),
+  };
+}