template-engineAuto-fill document templates with data. Use when a user asks to create a mail merge, fill templates with data, generate documents from a template, populate placeholders, bulk generate letters or invoices, or auto-fill forms from a spreadsheet. Supports any document format including DOCX, PDF, HTML, and plain text.
Independent GitHub snapshot · Automated classification · Original documentation governs
Auto-fill document templates with data from spreadsheets, databases, or JSON. Supports mail merge for any format: DOCX, PDF, HTML, Markdown, and plain text. Generate hundreds of personalized documents from a single template and data source.
When a user needs template-based document generation, determine the format and approach:
pip install docxtpl openpyxl
Create a DOCX template with Jinja2 placeholders:
{{ variable }} for simple values{% for item in items %}...{% endfor %} for loops{% if condition %}...{% endif %} for conditionalsFill the template:
from docxtpl import DocxTemplate
import json
def fill_docx_template(template_path: str, data: dict, output_path: str):
doc = DocxTemplate(template_path)
doc.render(data)
doc.save(output_path)
# Single document
data = {
"client_name": "Acme Corp",
"date": "2025-01-15",
"items": [
{"description": "Consulting", "amount": 5000},
{"description": "Development", "amount": 12000},
],
"total": 17000
}
fill_docx_template("invoice_template.docx", data, "invoice_acme.docx")
import csv
from docxtpl import DocxTemplate
def mail_merge_docx(template_path: str, csv_path: str, output_dir: str):
with open(csv_path) as f:
rows = list(csv.DictReader(f))
for i, row in enumerate(rows):
doc = DocxTemplate(template_path)
doc.render(row)
filename = f"{output_dir}/{row.get('name', i)}.docx"
doc.save(filename)
print(f"Generated: {filename}")
print(f"Created {len(rows)} documents")
mail_merge_docx("letter_template.docx", "contacts.csv", "./output")
from jinja2 import Environment, FileSystemLoader
import csv
env = Environment(loader=FileSystemLoader("./templates"))
template = env.get_template("report.html")
with open("data.csv") as f:
rows = list(csv.DictReader(f))
for row in rows:
html = template.render(**row)
output_file = f"./output/{row['id']}_report.html"
with open(output_file, "w") as out:
out.write(html)
Example Jinja2 template (templates/report.html):
<!DOCTYPE html>
<html>
<head><title>Report for {{ company_name }}</title></head>
<body>
<h1>Monthly Report: {{ company_name }}</h1>
<p>Period: {{ start_date }} to {{ end_date }}</p>
<table>
<tr><th>Metric</th><th>Value</th></tr>
{% for metric in metrics %}
<tr><td>{{ metric.name }}</td><td>{{ metric.value }}</td></tr>
{% endfor %}
</table>
</body>
</html>
from jinja2 import Environment, FileSystemLoader
import pdfkit # requires wkhtmltopdf installed
def generate_pdf_from_template(template_name: str, data: dict, output: str):
env = Environment(loader=FileSystemLoader("./templates"))
template = env.get_template(template_name)
html = template.render(**data)
pdfkit.from_string(html, output, options={"page-size": "A4", "encoding": "UTF-8"})
# Alternative: use weasyprint (pure Python, no external deps)
# pip install weasyprint
from weasyprint import HTML
def generate_pdf_weasyprint(template_name: str, data: dict, output: str):
env = Environment(loader=FileSystemLoader("./templates"))
template = env.get_template(template_name)
html_content = template.render(**data)
HTML(string=html_content).write_pdf(output)
from string import Template
import csv
def text_mail_merge(template_str: str, csv_path: str) -> list[str]:
template = Template(template_str)
results = []
with open(csv_path) as f:
for row in csv.DictReader(f):
results.append(template.safe_substitute(row))
return results
# Usage
email_template = """Dear $name,
Thank you for your order #$order_id placed on $date.
Your total is $amount.
Best regards,
The Team"""
messages = text_mail_merge(email_template, "orders.csv")
for msg in messages:
print(msg)
print("---")
User request: "Create 50 offer letters from a template and employee spreadsheet"
from docxtpl import DocxTemplate
import csv
with open("new_hires.csv") as f:
hires = list(csv.DictReader(f))
for hire in hires:
doc = DocxTemplate("offer_letter_template.docx")
doc.render({
"candidate_name": hire["name"],
"position": hire["role"],
"salary": f"${int(hire['salary']):,}",
"start_date": hire["start_date"],
"manager": hire["manager"]
})
doc.save(f"./offers/offer_{hire['name'].replace(' ', '_')}.docx")
print(f"Generated {len(hires)} offer letters in ./offers/")
User request: "Generate PDF invoices for all clients in our billing data"
from jinja2 import Environment, FileSystemLoader
from weasyprint import HTML
import json
with open("billing.json") as f:
clients = json.load(f)
env = Environment(loader=FileSystemLoader("./templates"))
template = env.get_template("invoice.html")
for client in clients:
client["total"] = sum(item["amount"] for item in client["line_items"])
html = template.render(**client)
HTML(string=html).write_pdf(f"./invoices/invoice_{client['id']}.pdf")
print(f"Generated {len(clients)} invoices")
User request: "Create personalized email bodies for 200 contacts from a CSV"
from jinja2 import Environment, BaseLoader
import csv
template_str = """Hi {{ first_name }},
I noticed {{ company }} recently {{ trigger_event }}. We help companies
like yours with {{ pain_point }}.
Would you have 15 minutes this week to discuss?
Best,
{{ sender_name }}"""
env = Environment(loader=BaseLoader())
template = env.from_string(template_str)
with open("contacts.csv") as f:
contacts = list(csv.DictReader(f))
for contact in contacts:
email_body = template.render(**contact)
with open(f"./emails/{contact['email']}.txt", "w") as out:
out.write(email_body)
print(f"Generated {len(contacts)} email drafts")
safe_substitute or Jinja2's default filter to handle missing values gracefully: {{ name | default("Valued Customer") }}.