diff --git a/src/app/(home)/contributors/contributor-card.tsx b/src/app/(home)/contributors/contributor-card.tsx
new file mode 100644
index 0000000..143f016
--- /dev/null
+++ b/src/app/(home)/contributors/contributor-card.tsx
@@ -0,0 +1,37 @@
+import Link from "next/link";
+import {
+  Card,
+  CardHeader,
+  CardTitle,
+  CardDescription,
+} from "@/components/ui/card";
+
+interface ContributorCardProps {
+  name: string;
+  githubHandle: string;
+  role: string;
+}
+
+export function ContributorCard({ name, githubHandle, role }: ContributorCardProps) {
+  const hasName = name && name !== githubHandle;
+
+  return (
+    <Link
+      href={`https://github.com/${githubHandle}`}
+      target="_blank"
+      rel="noopener noreferrer"
+      className="-mr-px -mt-px"
+    >
+      <Card className="shadow-none rounded-none h-full hover:bg-sidebar dark:hover:bg-accent transition-colors">
+        <CardHeader>
+          <CardTitle className="font-code text-lg">
+            {hasName ? name : `@${githubHandle}`}
+          </CardTitle>
+          <CardDescription className="font-code text-xs">
+            {hasName ? `@${githubHandle} · ${role}` : role}
+          </CardDescription>
+        </CardHeader>
+      </Card>
+    </Link>
+  );
+}
diff --git a/src/app/(home)/contributors/layout.tsx b/src/app/(home)/contributors/layout.tsx
new file mode 100644
index 0000000..878e242
--- /dev/null
+++ b/src/app/(home)/contributors/layout.tsx
@@ -0,0 +1,11 @@
+export default function ContributorsLayout({
+  children,
+}: {
+  children: React.ReactNode;
+}) {
+  return (
+    <main className="flex flex-1 flex-col max-w-7xl w-full mx-auto px-4 pb-4 pt-6 sm:pt-12">
+      <div className="space-y-6">{children}</div>
+    </main>
+  );
+}
diff --git a/src/app/(home)/contributors/page.tsx b/src/app/(home)/contributors/page.tsx
new file mode 100644
index 0000000..23aa6c7
--- /dev/null
+++ b/src/app/(home)/contributors/page.tsx
@@ -0,0 +1,129 @@
+import contributionData from "../../../../utils/contributors/data/harbor_contribution.json";
+import { ContributorCard } from "./contributor-card";
+import Link from "next/link";
+
+interface Contributor {
+  github_handle: string;
+  email: string;
+  name: string;
+  affiliation: string;
+  role: string;
+  rank: number;
+  adapter_rank: number;
+  pr_count: number;
+  adapter_pr_count: number;
+  non_adapter_pr_count: number;
+  total_additions: number;
+  total_deletions: number;
+  pr_list: { pr_url: string; pr_title: string; pr_type: string }[];
+}
+
+function lastName(c: Contributor): string {
+  const parts = c.name.trim().split(/\s+/);
+  return (parts[parts.length - 1] ?? c.github_handle).toLowerCase();
+}
+
+function partitionContributors(data: Contributor[]) {
+  const harborContributors: Contributor[] = [];
+  const adapterContributors: Contributor[] = [];
+
+  for (const c of data) {
+    if (c.non_adapter_pr_count > 0 || c.rank !== 0) {
+      harborContributors.push(c);
+    }
+    if (c.adapter_pr_count > 0 || c.adapter_rank !== 0) {
+      adapterContributors.push(c);
+    }
+  }
+
+  // Rank first takes priority (descending), then PR count, then last name
+  harborContributors.sort(
+    (a, b) => b.rank - a.rank || b.non_adapter_pr_count - a.non_adapter_pr_count || lastName(a).localeCompare(lastName(b)),
+  );
+  adapterContributors.sort(
+    (a, b) => b.adapter_rank - a.adapter_rank || b.adapter_pr_count - a.adapter_pr_count || lastName(a).localeCompare(lastName(b)),
+  );
+
+  return { harborContributors, adapterContributors };
+}
+
+export default function ContributorsPage() {
+  const data = contributionData as Contributor[];
+  const { harborContributors, adapterContributors } =
+    partitionContributors(data);
+
+  return (
+    <>
+      <div className="space-y-2">
+        <h1 className="text-4xl tracking-tighter font-code font-medium">
+          Contributors
+        </h1>
+        <p className="text-muted-foreground">
+          Harbor is built by an open community of contributors. Interested in
+          contributing?{" "}
+          <Link href="/docs/contributing" className="underline">
+            Learn how to get started
+          </Link>
+          .
+        </p>
+      </div>
+
+      <section className="space-y-4">
+        <h2 className="text-2xl tracking-tighter font-code font-medium">
+          Harbor Contributors
+        </h2>
+        <div className="border rounded-xl overflow-hidden">
+          <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 -m-px bg-card">
+            {harborContributors.map((c) => (
+              <ContributorCard
+                key={`harbor-${c.github_handle}`}
+                name={c.name}
+                githubHandle={c.github_handle}
+                role={c.role}
+              />
+            ))}
+          </div>
+        </div>
+      </section>
+
+      <section className="space-y-4">
+        <h2 className="text-2xl tracking-tighter font-code font-medium">
+          Harbor Adapter Contributors
+        </h2>
+        <div className="border rounded-xl overflow-hidden">
+          <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 -m-px bg-card">
+            {adapterContributors.map((c) => (
+              <ContributorCard
+                key={`adapter-${c.github_handle}`}
+                name={c.name}
+                githubHandle={c.github_handle}
+                role={c.role}
+              />
+            ))}
+          </div>
+        </div>
+      </section>
+
+      <section className="space-y-4">
+        <h2 className="text-2xl tracking-tighter font-code font-medium">
+          Acknowledgments
+        </h2>
+        <div className="border rounded-xl p-6 bg-card">
+          <p className="text-muted-foreground">
+            API inference compute for parity experiments is generously supported
+            by{" "}
+            <Link
+              href="https://www.2077ai.com/"
+              target="_blank"
+              rel="noopener noreferrer"
+              className="underline"
+            >
+              2077AI
+            </Link>
+            .
+          </p>
+        </div>
+      </section>
+    </>
+  );
+}
diff --git a/src/lib/layout.shared.tsx b/src/lib/layout.shared.tsx
index 3d9f30c..e66a5d9 100644
--- a/src/lib/layout.shared.tsx
+++ b/src/lib/layout.shared.tsx
@@ -21,6 +21,11 @@ export function baseOptions(): BaseLayoutProps {
         text: "Registry",
         active: "nested-url",
       },
+      {
+        url: "/contributors",
+        text: "Contributors",
+        active: "nested-url",
+      },
       {
         url: "https://discord.gg/6xWPKhGDbA",
         text: "Discord",
diff --git a/utils/contributors/README.md b/utils/contributors/README.md
new file mode 100644
index 0000000..65799f1
--- /dev/null
+++ b/utils/contributors/README.md
@@ -0,0 +1,112 @@
+# Contributors Data Pipeline
+
+Scripts to collect and aggregate contributor data from the [laude-institute/harbor](https://github.com/laude-institute/harbor) repository. The output is consumed by the `/contributors` page.
+
+## Prerequisites
+
+- Python 3.10+
+- [GitHub CLI (`gh`)](https://cli.github.com/) authenticated with access to the harbor repo (only needed for `refresh`, `refresh-prdata`, `refresh-userdata`)
+
+## Usage
+
+Use `ctbcli` to run the pipeline:
+
+```bash
+# Full refresh: collect PR data + user data from GitHub, then regenerate
+./utils/contributors/ctbcli refresh
+
+# PR data only: re-collect PR data from GitHub and regenerate
+./utils/contributors/ctbcli refresh-prdata
+
+# User data only: re-collect user profiles from GitHub and regenerate
+./utils/contributors/ctbcli refresh-userdata
+
+# Regenerate from existing data (no API calls — use after editing verified data)
+./utils/contributors/ctbcli generate
+```
+
+## Directory Structure
+
+```
+utils/contributors/
+├── ctbcli                  # CLI entrypoint
+├── README.md
+├── src/                    # Python scripts
+│   ├── collect_pr_data.py
+│   ├── collect_user_data.py
+│   └── generate_contributions.py
+└── data/                   # Data files
+    ├── verified_github_users_data.json   # Manually curated (source of truth)
+    ├── raw_pr_data.json                  # Auto-generated from GitHub API
+    ├── raw_github_users_data.json        # Auto-generated from GitHub API
+    └── harbor_contribution.json          # Final output for the web page
+```
+
+## How It Works
+
+### Data flow
+
+```
+GitHub API ──► raw_pr_data.json ──────────────────────┐
+GitHub API ──► raw_github_users_data.json ──┐          │
+                                            ▼          ▼
+              verified_github_users_data.json ──► generate_contributions.py
+                                                       │
+                                                       ▼
+                                              harbor_contribution.json
+                                                       │
+                                                       ▼
+                                              /contributors page
+```
+
+### Scripts (`src/`)
+
+| Script | What it does | API calls |
+|--------|-------------|-----------|
+| `collect_pr_data.py` | Fetches all merged PRs from `laude-institute/harbor`, classifies each by type (`adapter`, `task`, `engineering`, `other`), and writes `raw_pr_data.json` | Yes (slowest) |
+| `collect_user_data.py` | Reads unique author handles from `raw_pr_data.json`, fetches GitHub profiles, and writes `raw_github_users_data.json` | Yes |
+| `generate_contributions.py` | Merges PR data with user data, ranks contributors, and writes `harbor_contribution.json` | No |
+
+### Data files (`data/`)
+
+| File | Source | Editable? | Description |
+|------|--------|-----------|-------------|
+| `verified_github_users_data.json` | Manual | **Yes** | Curated contributor info with verified names, affiliations, roles, and ranks. Takes precedence over raw GitHub data when a handle matches. |
+| `raw_pr_data.json` | `collect_pr_data.py` | No | All merged PRs with author, additions/deletions, title, and type classification |
+| `raw_github_users_data.json` | `collect_user_data.py` | No | GitHub profile data (name, email, company) for each PR author. Used as fallback when a handle is not in the verified data. |
+| `harbor_contribution.json` | `generate_contributions.py` | No | Final aggregated output consumed by the `/contributors` page |
+
+### Verified user data fields
+
+The `verified_github_users_data.json` file supports these fields:
+
+| Field | Required | Description |
+|-------|----------|-------------|
+| `github_handle` | Yes | GitHub username |
+| `name` | Yes | Display name |
+| `affiliation` | Yes | Organization or university |
+| `email` | Yes | Contact email |
+| `role` | No | Displayed on card (e.g. `"Co-lead"`, `"Adapter Lead"`, `"Advisor"`). Defaults to `"Contributor"` |
+| `rank` | No | Sort priority for Harbor Contributors section (higher = listed first). Defaults to `0` |
+| `adapter_rank` | No | Sort priority for Adapter Contributors section (higher = listed first). Defaults to `0` |
+
+### Ranking logic
+
+- **Harbor Contributors**: sorted by `rank` (desc) → non-adapter PR count (desc) → last name (asc)
+- **Adapter Contributors**: sorted by `adapter_rank` (desc) → adapter PR count (desc) → last name (asc)
+
+## Common Tasks
+
+**New PRs merged — update the page:**
+```bash
+./utils/contributors/ctbcli refresh
+```
+
+**Edited verified user data (name, role, rank, etc.):**
+```bash
+./utils/contributors/ctbcli generate
+```
+
+**New contributor needs verified info:**
+1. Add an entry to `data/verified_github_users_data.json`
+2. Run `./utils/contributors/ctbcli generate`
diff --git a/utils/contributors/ctbcli b/utils/contributors/ctbcli
new file mode 100755
index 0000000..25bd87f
--- /dev/null
+++ b/utils/contributors/ctbcli
@@ -0,0 +1,55 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+PYTHON="${PYTHON:-python3}"
+
+run_collect_pr_data() {
+    echo "==> Collecting PR data..."
+    "$PYTHON" "$SCRIPT_DIR/src/collect_pr_data.py"
+}
+
+run_collect_user_data() {
+    echo "==> Collecting user data..."
+    "$PYTHON" "$SCRIPT_DIR/src/collect_user_data.py"
+}
+
+run_generate() {
+    echo "==> Generating contributions..."
+    "$PYTHON" "$SCRIPT_DIR/src/generate_contributions.py"
+}
+
+usage() {
+    cat <<EOF
+Usage: $0 <command>
+
+Commands:
+  refresh             Collect PR data, user data, and regenerate contributions
+  refresh-prdata      Collect PR data and regenerate contributions
+  refresh-userdata    Collect user data and regenerate contributions
+  generate            Regenerate contributions from existing data (no API calls)
+EOF
+}
+
+case "${1:-}" in
+    refresh)
+        run_collect_pr_data
+        run_collect_user_data
+        run_generate
+        ;;
+    refresh-prdata)
+        run_collect_pr_data
+        run_generate
+        ;;
+    refresh-userdata)
+        run_collect_user_data
+        run_generate
+        ;;
+    generate)
+        run_generate
+        ;;
+    *)
+        usage
+        exit 1
+        ;;
+esac
diff --git a/utils/contributors/data/harbor_contribution.json b/utils/contributors/data/harbor_contribution.json
new file mode 100644
index 0000000..eb63425
--- /dev/null
+++ b/utils/contributors/data/harbor_contribution.json
@@ -0,0 +1,3677 @@
+[
+  {
+    "github_handle": "li-boxuan",
+    "email": "boxuanli@alumni.cmu.edu",
+    "name": "Boxuan Li",
+    "affiliation": "Independent",
+    "role": "Co-lead",
+    "rank": 10000000,
+    "adapter_rank": 0,
+    "pr_count": 47,
+    "adapter_pr_count": 0,
+    "non_adapter_pr_count": 47,
+    "total_additions": 18670,
+    "total_deletions": 6305,
+    "pr_list": [
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/475",
+        "pr_title": "Revert litellm hack for OpenHands",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/420",
+        "pr_title": "Fix: Remove duplicate error_msg in OutputLengthExceededError handling",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/364",
+        "pr_title": "Fix unit test failure in lite_llm.py",
+        "pr_type": "engineering"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/350",
+        "pr_title": "Add get model limit utility and fix Terminus-2 error message",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/341",
+        "pr_title": "Bump OpenHands to 1.0.0 in tests and update gold trajectories & traces",
+        "pr_type": "engineering"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/313",
+        "pr_title": "Fix ruff check on fork",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/274",
+        "pr_title": "Add CI gate for ruff linter on modified files",
+        "pr_type": "engineering"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/272",
+        "pr_title": "Do not pass host env variables to Docker environment",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/265",
+        "pr_title": "Terminus-2: Support optional interleaved thinking",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/237",
+        "pr_title": "GPU support + example task that requires GPU",
+        "pr_type": "task"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/225",
+        "pr_title": "Trajectories & traces for OpenHands: handle tool calling",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/184",
+        "pr_title": "Terminus-2 Trajectory: raw_content & linear_history modes",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/183",
+        "pr_title": "Export SFT traces from trajectories",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/177",
+        "pr_title": "Fix error message in Terminus trajectory",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/174",
+        "pr_title": "Add integration tests for exported traces",
+        "pr_type": "engineering"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/169",
+        "pr_title": "OpenHands trajectory fixes: tool call definitions and bookkeeping steps",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/156",
+        "pr_title": "Terminus-2: Add model_info parameter to register LLM info",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/141",
+        "pr_title": "Terminus-2: Full trajectories, rollout details, bug fixes and E2E tests",
+        "pr_type": "engineering"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/132",
+        "pr_title": "Terminus trajectory: Remove first user message",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/125",
+        "pr_title": "Terminus 2: prompt token ids and reasoning content",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/122",
+        "pr_title": "Fix metric discrepancy in openhands golden trajectory",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/118",
+        "pr_title": "Clean up integration tests + Drop source_call_id for terminus trajectory",
+        "pr_type": "engineering"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/117",
+        "pr_title": "Terminus-2: Include erroneous json response in trajectory message field",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/105",
+        "pr_title": "Fix test.sh in example task",
+        "pr_type": "task"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/95",
+        "pr_title": "CI: remove redundant test stage",
+        "pr_type": "engineering"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/93",
+        "pr_title": "Gemini-CLI to generate trajectory in ATIF",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/84",
+        "pr_title": "Terminus-2 to return rollout details (completion_token_ids, log_probs)",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/81",
+        "pr_title": "Terminus-2: Remove token counting hack",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/79",
+        "pr_title": "Fix token counting in terminus_2 summarisation subagent",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/78",
+        "pr_title": "Mini SWE Agent: use forked version + generate trajectory following ATIF spec",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/76",
+        "pr_title": "Polish trajectory model field descriptions",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/71",
+        "pr_title": "Openhands to generate trajectory in ATIF",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/65",
+        "pr_title": "Add trajectory validator and tests",
+        "pr_type": "engineering"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/62",
+        "pr_title": "Handle exceptions on non-critical paths",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/60",
+        "pr_title": "Terminus-2 Agent: metrics reporting & trajectory generation",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/56",
+        "pr_title": "[RFC] Agent Trajectory Interchange Format (ATIF) Specification",
+        "pr_type": "engineering"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/55",
+        "pr_title": "Fix docker exec deadlock for tasks with large output",
+        "pr_type": "task"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/51",
+        "pr_title": "Fix ruff violations and add linting to CI",
+        "pr_type": "engineering"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/50",
+        "pr_title": "Terminus-2 to pass session_id",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/48",
+        "pr_title": "Regenerate corrupt uv.lock",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/45",
+        "pr_title": "Include logprobs in AgentContext",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/37",
+        "pr_title": "Return cost in AgentResult",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/33",
+        "pr_title": "Port docker cache clean up logic from terminal-bench",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/32",
+        "pr_title": "Add token count for OpenHands agent",
+        "pr_type": "other"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/31",
+        "pr_title": "Fix & clean up tests",
+        "pr_type": "engineering"
+      },
+      {
+        "pr_url": "https://github.com/harbor-framework/harbor/pull/30",
+        "pr_title": "Minor change to openhands agent",
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+        "pr_title": "[Adapter] GPQA-Diamond Adapter",
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+  },
+  {
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+    "total_deletions": 0,
+    "pr_list": []
+  }
+]
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diff --git a/utils/contributors/data/raw_github_users_data.json b/utils/contributors/data/raw_github_users_data.json
new file mode 100644
index 0000000..0c0eaec
--- /dev/null
+++ b/utils/contributors/data/raw_github_users_data.json
@@ -0,0 +1,752 @@
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+    "name": "140",
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+    "email": "",
+    "name": "Kevin Xiang Li",
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+    "name": "Anjiang Wei",
+    "affiliation": "Stanford University"
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+    "name": "Justin Bauer",
+    "affiliation": "@snorkel-ai "
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+    "affiliation": "UC Berkeley"
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+    "affiliation": "@facebook"
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+    "name": "Shizheng Hou",
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+    "email": "hangzhiweiwei@gmail.com",
+    "name": "Yiwei Dai",
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+    "name": "Rishi Desai",
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+    "name": "Ryan Marten",
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+    "email": "",
+    "name": "Meji A",
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+    "name": "Rotem Tamir",
+    "affiliation": "honeybadge.co"
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+    "github_handle": "rynewang",
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+  {
+    "github_handle": "santaboi",
+    "email": "",
+    "name": "Jeffrey Yang Fan Chiang",
+    "affiliation": "University of Maryland College Park"
+  },
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new file mode 100644
index 0000000..53ab6d7
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+  },
+  {
+    "pr_number": 9,
+    "pr_url": "https://github.com/harbor-framework/harbor/pull/9",
+    "author_github_handle": "alexgshaw",
+    "additions": 294,
+    "deletions": 0,
+    "pr_title": "Create cli command for single trial",
+    "pr_type": "other"
+  },
+  {
+    "pr_number": 2,
+    "pr_url": "https://github.com/harbor-framework/harbor/pull/2",
+    "author_github_handle": "TheMikeMerrill",
+    "additions": 1037,
+    "deletions": 77,
+    "pr_title": "Add DB implementation",
+    "pr_type": "other"
+  },
+  {
+    "pr_number": 1,
+    "pr_url": "https://github.com/harbor-framework/harbor/pull/1",
+    "author_github_handle": "alexgshaw",
+    "additions": 518,
+    "deletions": 56,
+    "pr_title": "Working branch",
+    "pr_type": "other"
+  }
+]
\ No newline at end of file
diff --git a/utils/contributors/data/verified_github_users_data.json b/utils/contributors/data/verified_github_users_data.json
new file mode 100644
index 0000000..7d0e890
--- /dev/null
+++ b/utils/contributors/data/verified_github_users_data.json
@@ -0,0 +1,311 @@
+[
+  {
+    "github_handle": "li-boxuan",
+    "name": "Boxuan Li",
+    "affiliation": "Independent",
+    "email": "boxuanli@alumni.cmu.edu", 
+    "rank": 10000000,
+    "role": "Co-lead"
+  },
+  {
+    "github_handle": "alexgshaw",
+    "name": "Alex Shaw",
+    "affiliation": "Laude Institute",
+    "email": "alexgshaw64@gmail.com",
+    "rank": 10000000,
+    "role": "Co-lead"
+  },
+  {
+    "github_handle": "penfever",
+    "name": "Benjamin Feuer",
+    "affiliation": "Stanford University",
+    "email": "bf996@nyu.edu"
+  },
+  {
+    "github_handle": "StevenDillmann",
+    "name": "Steven Dillmann",
+    "affiliation": "Stanford University",
+    "email": "stevendi@stanford.edu"
+  },
+  {
+    "github_handle": "CharlieFRuan",
+    "name": "Charlie Ruan",
+    "affiliation": "UC Berkeley",
+    "email": "charlieruan@berkeley.edu"
+  },
+  {
+    "github_handle": "ibercovich",
+    "name": "Ivan Bercovich",
+    "affiliation": "Independent",
+    "email": "ibercovich@gmail.com"
+  },
+  {
+    "github_handle": "Slimshilin",
+    "name": "Lin Shi",
+    "affiliation": "Cornell Tech",
+    "email": "ls2282@cornell.edu",
+    "adapter_rank": 110000,
+    "role": "Adapter Lead"
+  },
+  {
+    "github_handle": "linhaowei1",
+    "name": "Haowei Lin",
+    "affiliation": "Peking University",
+    "email": "linhaowei@pku.edu.cn",
+    "adapter_rank": 100000, 
+    "role": "Co-lead"
+  },
+  {
+    "github_handle": "TheMikeMerrill",
+    "name": "Mike A. Merrill",
+    "affiliation": "Stanford University",
+    "email": "mikeam1@stanford.edu", 
+    "rank": 10000000,
+    "role": "Co-lead"
+  },
+  {
+    "github_handle": "harshraj172",
+    "name": "Harsh Raj",
+    "affiliation": "Northeastern University",
+    "email": "harsh777111raj@gmail.com"
+  },
+  {
+    "github_handle": "neginraoof",
+    "name": "Negin Raoof",
+    "affiliation": "UC Berkeley",
+    "email": "negin_raoof@berkeley.edu"
+  },
+  {
+    "github_handle": "chenzizhao",
+    "name": "Zizhao Chen",
+    "affiliation": "Cornell Tech",
+    "email": "czz@cs.cornell.edu"
+  },
+  {
+    "github_handle": "mieciu",
+    "name": "Przemys\u0142aw Hejman",
+    "affiliation": "Quesma",
+    "email": "przemyslaw.hejman@quesma.com"
+  },
+  {
+    "github_handle": "LithiumDA",
+    "name": "Shanda Li",
+    "affiliation": "Carnegie Mellon University",
+    "email": "shandal@cs.cmu.edu"
+  },
+  {
+    "github_handle": "james-rl",
+    "name": "James Chainey",
+    "affiliation": "Runloop",
+    "email": "james@runloop.ai"
+  },
+  {
+    "github_handle": "AkshayVenkataraman",
+    "name": "Akshay Venkataraman",
+    "affiliation": "Leeds Beckett University",
+    "email": "akshayv2k@gmail.com"
+  },
+  {
+    "github_handle": "jakozaur",
+    "name": "Jacek Migdal",
+    "affiliation": "Quesma",
+    "email": "jacek@quesma.com"
+  },
+  {
+    "github_handle": "dot-agi",
+    "name": "Pratyush Shukla",
+    "affiliation": "New York University",
+    "email": "ps4534@nyu.edu"
+  },
+  {
+    "github_handle": "michaelrglass",
+    "name": "Michael Glass",
+    "affiliation": "IBM",
+    "email": "mrglass@us.ibm.com"
+  },
+  {
+    "github_handle": "DannyGooo",
+    "name": "Yonghui Liu",
+    "affiliation": "Australian National University",
+    "email": "Yonghui.Liu@anu.edu.au"
+  },
+  {
+    "github_handle": "ZhengShenghan",
+    "name": "Shenghan Zheng",
+    "affiliation": "Dartmouth College",
+    "email": "shenghan.zheng.gr@dartmouth.edu"
+  },
+  {
+    "github_handle": "likaixin2000",
+    "name": "Kaixin Li",
+    "affiliation": "National University of Singapore",
+    "email": "likaixin@u.nus.edu"
+  },
+  {
+    "github_handle": "killthefullmoon",
+    "name": "Hui Shen",
+    "affiliation": "University of Michigan",
+    "email": "killthefullmoon@gmail.com"
+  },
+  {
+    "github_handle": "xianliu",
+    "name": "Xian Liu",
+    "affiliation": "Meetchances",
+    "email": "lxjsj@fedoraproject.org"
+  },
+  {
+    "github_handle": "hanxu12",
+    "name": "Han Xu",
+    "affiliation": "University of Illinois Urbana-Champaign",
+    "email": "hanxu8@illinois.edu"
+  },
+  {
+    "github_handle": "Ternura143",
+    "name": "Zixuan Zhu",
+    "affiliation": "Nanyang Technological University",
+    "email": "zzx18742002@gmail.com",
+    "adapter_rank": 1000 
+  },
+  {
+    "github_handle": "EstelYang",
+    "name": "Rui Yang",
+    "affiliation": "Peking University",
+    "email": "ypyangrui@pku.edu.cn"
+  },
+  {
+    "github_handle": "Hangzhi",
+    "name": "Yiwei Dai",
+    "affiliation": "Cornell University",
+    "email": "yd223@cornell.edu",
+    "adapter_rank": 500
+  },
+  {
+    "github_handle": "terryyz",
+    "name": "Terry Yue Zhuo",
+    "affiliation": "Monash University",
+    "email": "terryzhuo25@gmail.com"
+  },
+  {
+    "github_handle": "Rebabit",
+    "name": "Rebecca Deng",
+    "affiliation": "Cornell Tech",
+    "email": "rd629@cornell.edu"
+  },
+  {
+    "github_handle": "Waterpine",
+    "name": "Song Bian",
+    "affiliation": "University of Wisconsin-Madison",
+    "email": "sbian8@wisc.edu"
+  },
+  {
+    "github_handle": "avelanarius",
+    "name": "Piotr Grabowski",
+    "affiliation": "Quesma",
+    "email": "piotr@quesma.com"
+  },
+  {
+    "github_handle": "bstee615",
+    "name": "Benjamin Steenhoek",
+    "affiliation": "Microsoft",
+    "email": "benjaminjsteenhoek@gmail.com"
+  },
+  {
+    "github_handle": "XuandongZhao",
+    "name": "Xuandong Zhao",
+    "affiliation": "UC Berkeley",
+    "email": "csxuandongzhao@gmail.com"
+  },
+  {
+    "github_handle": "kobe0938",
+    "name": "Xiaokun Chen",
+    "affiliation": "Stanford University",
+    "email": "xiaokunchen0@gmail.com"
+  },
+  {
+    "github_handle": "aht",
+    "name": "Hai-Anh Trinh",
+    "affiliation": "Independent",
+    "email": "anh.hai.trinh@gmail.com"
+  },
+  {
+    "github_handle": "robertzhidealx",
+    "name": "Robert Zhang",
+    "affiliation": "University of Texas at Austin",
+    "email": "robertz@cs.utexas.edu"
+  },
+  {
+    "github_handle": "crystalxyz",
+    "name": "Crystal Zhou",
+    "affiliation": "Cornell University",
+    "email": "xz957@cornell.edu", 
+    "adapter_rank": 1000
+  },
+  {
+    "github_handle": "orfeas-menis",
+    "name": "Orfeas Menis Mastromichalakis",
+    "affiliation": "Instituto de Telecomunica\u00e7\u00f5es",
+    "email": "menisorfeas@gmail.com"
+  },
+  {
+    "github_handle": "davidheineman",
+    "name": "David Heineman",
+    "affiliation": "Allen Institute for AI",
+    "email": "davidh@allenai.org"
+  },
+  {
+    "github_handle": "omi-n",
+    "name": "Nabil Omi",
+    "affiliation": "University of Washington",
+    "email": "nabilomi@cs.washington.edu"
+  },
+  {
+    "github_handle": "junhongmit",
+    "name": "Junhong Lin",
+    "affiliation": "Massachusetts Institute of Technology",
+    "email": "junhonghust@gmail.com"
+  },
+  {
+    "github_handle": "MichaelY310",
+    "name": "Michael Yang",
+    "affiliation": "UC Santa Barbara",
+    "email": "yang335@ucsb.edu"
+  },
+  {
+    "github_handle": "ethanlshen",
+    "name": "Ethan Shen",
+    "affiliation": "University of Washington",
+    "email": "ethans03@cs.washington.edu"
+  },
+  {
+    "github_handle": "Dongzhikang",
+    "name": "Zhikang Dong",
+    "affiliation": "Stony Brook University",
+    "email": "zhikang.dong.1@stonybrook.edu"
+  },
+  {
+    "github_handle": "audreycs",
+    "name": "Yuxin Wang",
+    "affiliation": "Dartmouth College",
+    "email": "yuxin.wang.gr@dartmouth.edu"
+  },
+  {
+    "github_handle": "ekellbuch",
+    "name": "Kelly Buchanan",
+    "affiliation": "Stanford University",
+    "email": "ekb@stanford.edu"
+  },
+  {
+    "github_handle": "speed1313",
+    "name": "Issa Sugiura",
+    "affiliation": "Kyoto University",
+    "email": "sugiura.issa.q29@kyoto-u.jp"
+  },
+  {
+    "github_handle": "ludwigschmidt", 
+    "name": "Ludwig Schmidt", 
+    "affiliation": "Stanford University",
+    "email": "ludwigschmidt2@gmail.com",
+    "role": "Advisor", 
+    "rank": -100 
+  }
+]
\ No newline at end of file
diff --git a/utils/contributors/src/collect_pr_data.py b/utils/contributors/src/collect_pr_data.py
new file mode 100644
index 0000000..342ade6
--- /dev/null
+++ b/utils/contributors/src/collect_pr_data.py
@@ -0,0 +1,119 @@
+#!/usr/bin/env python3
+"""Collect all merged PR data from laude-institute/harbor via GitHub API.
+
+Outputs raw_pr_data.json with fields:
+  pr_number, pr_url, author_github_handle, additions, deletions, pr_title, pr_type
+"""
+
+import json
+import os
+import subprocess
+import sys
+
+DATA_DIR = os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "data")
+REPO = "laude-institute/harbor"
+PER_PAGE = 100
+
+
+def classify_pr(title: str, labels: list[str]) -> str:
+    """Classify PR type based on title and labels."""
+    title_lower = title.lower()
+    label_names = [l.lower() for l in labels]
+
+    if any(k in title_lower for k in ["adapter", "[adapter]"]):
+        return "adapter"
+    if any(k in label_names for k in ["adapter"]):
+        return "adapter"
+    if any(k in title_lower for k in ["task", "[task]"]):
+        return "task"
+    if any(k in label_names for k in ["task"]):
+        return "task"
+    if any(k in title_lower for k in [
+        "ci", "cd", "infra", "build", "deps", "chore", "refactor",
+        "test", "lint", "format", "config", "[engineering]",
+    ]):
+        return "engineering"
+    if any(k in label_names for k in ["engineering", "infrastructure", "ci/cd"]):
+        return "engineering"
+    return "other"
+
+
+def fetch_merged_prs() -> list[dict]:
+    """Fetch all merged PRs using gh CLI with pagination."""
+    # --paginate concatenates multiple JSON arrays; use jq-style flattening
+    cmd = [
+        "gh", "api", "--paginate",
+        "--jq", ".[] | select(.merged_at != null)",
+        f"/repos/{REPO}/pulls?state=closed&per_page={PER_PAGE}",
+    ]
+    print(f"Fetching merged PRs from {REPO}...")
+    result = subprocess.run(cmd, capture_output=True, text=True, check=True)
+
+    # Each line from --jq is a separate JSON object
+    # But with --jq and array expansion, they come as newline-delimited JSON
+    all_prs = []
+    decoder = json.JSONDecoder()
+    text = result.stdout.strip()
+    pos = 0
+    while pos < len(text):
+        # Skip whitespace
+        while pos < len(text) and text[pos] in ' \t\n\r':
+            pos += 1
+        if pos >= len(text):
+            break
+        obj, end = decoder.raw_decode(text, pos)
+        all_prs.append(obj)
+        pos = end
+
+    print(f"Found {len(all_prs)} merged PRs")
+    return all_prs
+
+
+def get_pr_details(pr_number: int) -> dict:
+    """Fetch additions/deletions for a specific PR."""
+    cmd = [
+        "gh", "api",
+        f"/repos/{REPO}/pulls/{pr_number}",
+    ]
+    result = subprocess.run(cmd, capture_output=True, text=True, check=True)
+    return json.loads(result.stdout)
+
+
+def main():
+    merged_prs = fetch_merged_prs()
+
+    pr_data = []
+    total = len(merged_prs)
+
+    for i, pr in enumerate(merged_prs):
+        pr_number = pr["number"]
+        print(f"[{i + 1}/{total}] Fetching details for PR #{pr_number}...")
+
+        # Get detailed PR info for additions/deletions
+        details = get_pr_details(pr_number)
+
+        labels = [label["name"] for label in pr.get("labels", [])]
+
+        entry = {
+            "pr_number": pr_number,
+            "pr_url": pr["html_url"],
+            "author_github_handle": pr["user"]["login"],
+            "additions": details.get("additions", 0),
+            "deletions": details.get("deletions", 0),
+            "pr_title": pr["title"],
+            "pr_type": classify_pr(pr["title"], labels),
+        }
+        pr_data.append(entry)
+
+    # Sort by PR number descending
+    pr_data.sort(key=lambda x: x["pr_number"], reverse=True)
+
+    output_path = os.path.join(DATA_DIR, "raw_pr_data.json")
+    with open(output_path, "w") as f:
+        json.dump(pr_data, f, indent=2)
+
+    print(f"\nWrote {len(pr_data)} PRs to {output_path}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/utils/contributors/src/collect_user_data.py b/utils/contributors/src/collect_user_data.py
new file mode 100644
index 0000000..5e9ea3e
--- /dev/null
+++ b/utils/contributors/src/collect_user_data.py
@@ -0,0 +1,57 @@
+#!/usr/bin/env python3
+"""Collect GitHub user info for all PR authors.
+
+Reads raw_pr_data.json to get unique author handles, then fetches
+user profiles via GitHub API.
+
+Outputs raw_github_users_data.json with fields:
+  github_handle, email, name, affiliation
+"""
+
+import json
+import os
+import subprocess
+import sys
+
+DATA_DIR = os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "data")
+
+
+def get_user_info(handle: str) -> dict:
+    """Fetch GitHub user profile."""
+    cmd = ["gh", "api", f"/users/{handle}"]
+    result = subprocess.run(cmd, capture_output=True, text=True)
+    if result.returncode != 0:
+        print(f"  Warning: could not fetch user {handle}: {result.stderr.strip()}")
+        return {}
+    return json.loads(result.stdout)
+
+
+def main():
+    with open(os.path.join(DATA_DIR, "raw_pr_data.json")) as f:
+        pr_data = json.load(f)
+
+    # Collect unique author handles
+    handles = sorted(set(pr["author_github_handle"] for pr in pr_data))
+    print(f"Found {len(handles)} unique authors")
+
+    users = []
+    for i, handle in enumerate(handles):
+        print(f"[{i + 1}/{len(handles)}] Fetching user info for {handle}...")
+        info = get_user_info(handle)
+
+        users.append({
+            "github_handle": handle,
+            "email": info.get("email") or "",
+            "name": info.get("name") or handle,
+            "affiliation": info.get("company") or "",
+        })
+
+    output_path = os.path.join(DATA_DIR, "raw_github_users_data.json")
+    with open(output_path, "w") as f:
+        json.dump(users, f, indent=2)
+
+    print(f"\nWrote {len(users)} users to {output_path}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/utils/contributors/src/generate_contributions.py b/utils/contributors/src/generate_contributions.py
new file mode 100644
index 0000000..78d67ad
--- /dev/null
+++ b/utils/contributors/src/generate_contributions.py
@@ -0,0 +1,123 @@
+#!/usr/bin/env python3
+"""Generate harbor_contribution.json by merging PR data and user data.
+
+Reads raw_pr_data.json and raw_github_users_data.json, groups by author,
+ranks by PR count (ties broken by last name), and outputs harbor_contribution.json.
+
+Output format per contributor:
+{
+  "github_handle": str,
+  "email": str,
+  "name": str,
+  "affiliation": str,
+  "pr_count": int,
+  "total_additions": int,
+  "total_deletions": int,
+  "pr_list": [
+    {"pr_url": str, "pr_title": str, "pr_type": str}
+  ]
+}
+"""
+
+import json
+import os
+
+DATA_DIR = os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "data")
+
+
+def main():
+    with open(os.path.join(DATA_DIR, "raw_pr_data.json")) as f:
+        pr_data = json.load(f)
+
+    with open(os.path.join(DATA_DIR, "raw_github_users_data.json")) as f:
+        raw_user_data = json.load(f)
+
+    with open(os.path.join(DATA_DIR, "verified_github_users_data.json")) as f:
+        verified_user_data = json.load(f)
+
+    # Build user lookup: verified data takes precedence over raw GitHub data
+    user_map = {u["github_handle"]: u for u in raw_user_data}
+    for u in verified_user_data:
+        user_map[u["github_handle"]] = u
+
+    # Group PRs by author
+    contributors: dict[str, dict] = {}
+
+    for pr in pr_data:
+        handle = pr["author_github_handle"]
+
+        if handle not in contributors:
+            user_info = user_map.get(handle, {})
+            contributors[handle] = {
+                "github_handle": handle,
+                "email": user_info.get("email", ""),
+                "name": user_info.get("name", handle),
+                "affiliation": user_info.get("affiliation", ""),
+                "role": user_info.get("role", "Contributor"),
+                "rank": user_info.get("rank", 0),
+                "adapter_rank": user_info.get("adapter_rank", 0),
+                "pr_count": 0,
+                "adapter_pr_count": 0,
+                "non_adapter_pr_count": 0,
+                "total_additions": 0,
+                "total_deletions": 0,
+                "pr_list": [],
+            }
+
+        c = contributors[handle]
+        c["pr_count"] += 1
+        if pr["pr_type"] == "adapter":
+            c["adapter_pr_count"] += 1
+        else:
+            c["non_adapter_pr_count"] += 1
+        c["total_additions"] += pr["additions"]
+        c["total_deletions"] += pr["deletions"]
+        c["pr_list"].append({
+            "pr_url": pr["pr_url"],
+            "pr_title": pr["pr_title"],
+            "pr_type": pr["pr_type"],
+        })
+
+    # Insert verified users who have no PRs (e.g. advisors)
+    for u in verified_user_data:
+        handle = u["github_handle"]
+        if handle not in contributors:
+            contributors[handle] = {
+                "github_handle": handle,
+                "email": u.get("email", ""),
+                "name": u.get("name", handle),
+                "affiliation": u.get("affiliation", ""),
+                "role": u.get("role", "Contributor"),
+                "rank": u.get("rank", 0),
+                "adapter_rank": u.get("adapter_rank", 0),
+                "pr_count": 0,
+                "adapter_pr_count": 0,
+                "non_adapter_pr_count": 0,
+                "total_additions": 0,
+                "total_deletions": 0,
+                "pr_list": [],
+            }
+
+    def last_name(c: dict) -> str:
+        """Extract last name (last whitespace-separated token) for tiebreaking."""
+        parts = c["name"].strip().split()
+        return parts[-1].lower() if parts else c["github_handle"].lower()
+
+    # Rank by PR count (descending), then by last name (ascending) for ties
+    ranked = sorted(contributors.values(), key=lambda x: (-x["pr_count"], last_name(x)))
+
+    output_path = os.path.join(DATA_DIR, "harbor_contribution.json")
+    with open(output_path, "w") as f:
+        json.dump(ranked, f, indent=2)
+
+    print(f"Wrote {len(ranked)} contributors to {output_path}")
+
+    # Print summary
+    print("\nTop 10 contributors by PR count:")
+    for i, c in enumerate(ranked[:10]):
+        print(f"  {i + 1}. {c['name']} (@{c['github_handle']}) - "
+              f"{c['pr_count']} PRs, +{c['total_additions']}/-{c['total_deletions']}")
+
+
+if __name__ == "__main__":
+    main()