diff --git a/Makefile b/Makefile
index b27b697..a0685c3 100644
--- a/Makefile
+++ b/Makefile
@@ -1,4 +1,4 @@
-.PHONY: build build-solver run stop restart solver app logs status clean dev kill
+.PHONY: build build-solver run stop restart solver app logs status clean dev kill build-associates build-emails
 
 SOLVER_BIN  = solver_rs/target/release/unredact-solver
 SOLVER_PORT ?= 3100
@@ -138,5 +138,8 @@ clean: stop
 build-associates:
 	$(PYTHON) scripts/build_associates.py
 
+build-emails:
+	$(PYTHON) scripts/build_emails.py
+
 test: solver
 	$(PYTHON) -m pytest tests/ --ignore=tests/test_alignment.py -v
diff --git a/scripts/build_emails.py b/scripts/build_emails.py
new file mode 100644
index 0000000..6b50d9d
--- /dev/null
+++ b/scripts/build_emails.py
@@ -0,0 +1,220 @@
+"""Build the emails.txt word list from multiple Epstein-related data sources.
+
+Usage:
+    python scripts/build_emails.py [--data-dir PATH]
+
+Downloads and merges email addresses from:
+  1. HuggingFace dataset (notesbymuneeb/epstein-emails) — parquet
+  2. Epstein Exposed API (paginated persons endpoint)
+  3. rhowardstone extracted_entities_filtered.json
+  4. Hardcoded court-verified addresses
+
+Outputs deduplicated, sorted, one-per-line to unredact/data/emails.txt.
+"""
+
+import argparse
+import json
+import re
+import time
+import urllib.request
+from pathlib import Path
+
+OUTPUT_PATH = Path(__file__).parent.parent / "unredact" / "data" / "emails.txt"
+
+EMAIL_RE = re.compile(r"[\w.+-]+@[\w.-]+\.\w{2,}")
+
+COURT_VERIFIED = [
+    "jeevacation@gmail.com",
+    "jeeproject@gmail.com",
+    "jeeproject@hotmail.com",
+    "jeeholidays@gmail.com",
+    "jeeproject@yahoo.com",
+    "jeffreye@mindspring.com",
+    "zorroranch@aol.com",
+    "gmax1@mindspring.com",
+]
+
+# ── Source 1: HuggingFace parquet ──────────────────────────────────────────
+
+HUGGINGFACE_URL = (
+    "https://huggingface.co/datasets/notesbymuneeb/epstein-emails"
+    "/resolve/main/epstein_email_threads.parquet"
+)
+
+
+def fetch_huggingface(data_dir: Path) -> set[str]:
+    """Download the HuggingFace parquet file and extract email addresses."""
+    import pandas as pd
+
+    parquet_path = data_dir / "epstein-emails.parquet"
+    if not parquet_path.exists():
+        print(f"Downloading {HUGGINGFACE_URL}...")
+        urllib.request.urlretrieve(HUGGINGFACE_URL, parquet_path)
+        print(f"  -> saved to {parquet_path}")
+
+    df = pd.read_parquet(parquet_path)
+    emails: set[str] = set()
+
+    # Scan sender, recipients, and messages columns for email addresses
+    for col in ("sender", "recipients", "messages"):
+        if col not in df.columns:
+            continue
+        for value in df[col].dropna():
+            text = str(value)
+            emails.update(EMAIL_RE.findall(text))
+
+    print(f"  HuggingFace: found {len(emails)} unique emails")
+    return emails
+
+
+# ── Source 2: Epstein Exposed API ──────────────────────────────────────────
+
+EPSTEIN_EXPOSED_API = "https://epsteinexposed.com/api/v1/persons"
+
+
+def fetch_epstein_exposed() -> set[str]:
+    """Paginate the Epstein Exposed persons API and extract emails."""
+    emails: set[str] = set()
+    page = 1
+
+    while True:
+        url = f"{EPSTEIN_EXPOSED_API}?per_page=100&page={page}"
+        print(f"  Epstein Exposed API: fetching page {page}...")
+
+        try:
+            req = urllib.request.Request(url, headers={"User-Agent": "unredact-build/1.0"})
+            with urllib.request.urlopen(req, timeout=30) as resp:
+                data = json.loads(resp.read().decode())
+        except (urllib.error.HTTPError, urllib.error.URLError, json.JSONDecodeError) as exc:
+            print(f"  Epstein Exposed API: stopping at page {page} ({exc})")
+            break
+
+        # Handle both list response and paginated object response
+        if isinstance(data, list):
+            persons = data
+        elif isinstance(data, dict):
+            persons = data.get("data", data.get("results", data.get("persons", [])))
+        else:
+            break
+
+        if not persons:
+            break
+
+        for person in persons:
+            # Scan the entire person record for email addresses
+            text = json.dumps(person)
+            emails.update(EMAIL_RE.findall(text))
+
+        page += 1
+        time.sleep(1)  # rate limit: 60 req/min
+
+    print(f"  Epstein Exposed: found {len(emails)} unique emails")
+    return emails
+
+
+# ── Source 3: rhowardstone extracted entities ──────────────────────────────
+
+RHOWARDSTONE_URL = (
+    "https://raw.githubusercontent.com/rhowardstone/Epstein-research-data"
+    "/main/extracted_entities_filtered.json"
+)
+
+
+def fetch_rhowardstone(data_dir: Path) -> set[str]:
+    """Download extracted_entities_filtered.json and extract email entities."""
+    cache_path = data_dir / "extracted_entities_filtered.json"
+    if not cache_path.exists():
+        print(f"  Downloading {RHOWARDSTONE_URL}...")
+        urllib.request.urlretrieve(RHOWARDSTONE_URL, cache_path)
+        print(f"  -> saved to {cache_path}")
+
+    data = json.loads(cache_path.read_text())
+    emails: set[str] = set()
+
+    # Collect all entity lists to scan
+    entity_lists: list[list] = []
+    if isinstance(data, list):
+        entity_lists.append(data)
+    elif isinstance(data, dict):
+        # Top-level keys like "emails", "names", etc. each hold a list
+        for key, value in data.items():
+            if isinstance(value, list):
+                entity_lists.append(value)
+
+    for items in entity_lists:
+        for item in items:
+            if not isinstance(item, dict):
+                continue
+            entity_type = str(item.get("entity_type", item.get("type", ""))).lower()
+            if "email" in entity_type:
+                value = item.get("entity_value", item.get("value", item.get("entity", "")))
+                found = EMAIL_RE.findall(str(value))
+                emails.update(found)
+
+    print(f"  rhowardstone: found {len(emails)} unique emails")
+    return emails
+
+
+# ── Source 4: Court-verified ───────────────────────────────────────────────
+
+
+def get_court_verified() -> set[str]:
+    """Return hardcoded court-verified email addresses."""
+    emails = set(COURT_VERIFIED)
+    print(f"  Court-verified: {len(emails)} emails")
+    return emails
+
+
+# ── Merge and validate ─────────────────────────────────────────────────────
+
+
+def merge_and_validate(all_emails: set[str]) -> list[str]:
+    """Lowercase, deduplicate, validate, and sort email addresses."""
+    valid = set()
+    for email in all_emails:
+        email = email.lower().strip()
+        if EMAIL_RE.fullmatch(email):
+            valid.add(email)
+    return sorted(valid)
+
+
+# ── Main ───────────────────────────────────────────────────────────────────
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Build emails.txt from Epstein data sources")
+    parser.add_argument("--data-dir", type=Path, default=Path(__file__).parent / ".cache",
+                        help="Directory to cache downloaded data files")
+    args = parser.parse_args()
+
+    args.data_dir.mkdir(parents=True, exist_ok=True)
+
+    all_emails: set[str] = set()
+
+    # Source 1: HuggingFace
+    print("Source 1: HuggingFace dataset")
+    all_emails.update(fetch_huggingface(args.data_dir))
+
+    # Source 2: Epstein Exposed API
+    print("Source 2: Epstein Exposed API")
+    all_emails.update(fetch_epstein_exposed())
+
+    # Source 3: rhowardstone
+    print("Source 3: rhowardstone extracted entities")
+    all_emails.update(fetch_rhowardstone(args.data_dir))
+
+    # Source 4: Court-verified
+    print("Source 4: Court-verified addresses")
+    all_emails.update(get_court_verified())
+
+    # Merge, validate, deduplicate
+    emails = merge_and_validate(all_emails)
+    print(f"\nTotal: {len(emails)} unique valid emails")
+
+    OUTPUT_PATH.parent.mkdir(parents=True, exist_ok=True)
+    OUTPUT_PATH.write_text("\n".join(emails) + "\n")
+    print(f"Wrote {OUTPUT_PATH}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/unredact/data/emails.txt b/unredact/data/emails.txt
new file mode 100644
index 0000000..0d6d197
--- /dev/null
+++ b/unredact/data/emails.txt
@@ -0,0 +1,644 @@
+-isoinella@thoollolo.com
+101@columbia.edu
+11.11@nytimes.com
+1abincpa@gmail.com
+2cvacation@gmail.com
+2jeanluc@gmail.com
+5thanniversary@ted.com
+6385257@projects.filevi
+6385257@projects.filevine
+7906271b-bddc-46ea-aebf-da3b9c7d0b50@gmail.com
+9eevacabon@gmail.com
+9eevacation@gmail.com
+a.uchihara@db.com
+a@db.com
+a@domain.com
+a@fbi.gov
+aacosta@usa.do
+aacosta@usa.doj.gov
+acation@gmail.com
+acation@gmail.comj
+adam@sportis.com.pl
+adley.gillin@db.com
+ahn@hbrkassociates.com
+aj@aetna.co
+ajee@gmail.com
+aleevacation@gmail.com
+alerts@flightaware.com
+alex@hillmanfoundation.org
+alexandrapreate@example.com
+alic@bgc3.com
+alison-t.sinicropi@db.com
+all-research@mit.edu
+alseckel@gmail.com
+am-miinn@db.coml
+amanda.ens@baml.com
+amanda.kirby@db.co
+amanda.kirby@db.com
+ana.cantet@db.corn
+anasalrashecd@gmail.com
+anasalrasheed@gmail.com
+andrew.grossman@bakerlaw.com
+andrew.grossman@example.com
+andrew.king@db.com
+anilla56@grnail.corn
+antheenghshteacher@yahoo.co.uk
+anyoung2@fbi.gov
+appointment@dangene.com
+apreate@capitalhq.com
+armen.brash@db.com
+arranda.kirbv@db.com
+as@domain.com
+aseckel@yahoo.com
+ash@db.co
+ashley.parker@washpost.com
+ashley@thpromo.com
+asmallworld@travel.asmallworld.net
+asmcowitz@gmail.com
+asmoskowitz@optonline.net
+asoonyiprevin@gmail.com
+atadmin-ny@db.com
+ate.tuckley@fca.org.uk
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+athore@db.com
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+awitheridg@aol.com
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+barry@josephsonent.com
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+ccount-security-noreply@account.microso
+ceciledejongh@yahoo.com
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+courtmail@nysd.uscourts.dov
+courtmail@nysd.uscourts.gov
+cprobert@bostonproperties.com
+craig@db.com
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+d.hanna01@gmail.com
+d@gmail.com
+daniel.sabba@db.com
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+darren@ellmax.com
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+david.brown@thetimes.co.uk
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+david.rivkin@example.com
+dboies@bsfllp.com
+decott@fca.org.ulc
+deepak@chopra.com
+deevacation@gmail.com
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+dersh@law.harvard.edu
+devlin.barrett@wsj.com
+dh10@fas.harvard.edu
+dickcavett@example.com
+digest-noreply@quora.com
+diteanata@googlemail.com
+djpaine@aol.com
+dkiesg@aol.com
+dkiesq@aol.com
+dor@podhurst.com
+dpegg@theguardian.com
+dred@fca.org.uk
+dynamicbeh@gmail.com
+e.dichand@heute.at
+e.huber@finra.org
+e1318@jpmorgan.com
+ebalbis@wpb.org
+ecf@eplic.com
+eckprocessing@list.db.com
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+edboyden@mit.edu
+editorialstaff@flipboard.com
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+g@db.com
+gailred@amglaw.corn
+gbiu-mideastnews@dentons.com
+ght.control@db.co
+gino@something.com
+gjanusz53@me.com
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+googlealerts-noreply@google.com
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+hit-reply@linkedin.com
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+melanie@example.com
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