business-document-generator▌
ailabs-393/ai-labs-claude-skills · updated Apr 8, 2026
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Generate professional business documents (Project Proposals, Business Plans, Annual Budgets) from high-quality PDF templates. Use the bundled Python script to fill templates with user-provided data and output polished PDF documents ready for distribution.
Business Document Generator
Overview
Generate professional business documents (Project Proposals, Business Plans, Annual Budgets) from high-quality PDF templates. Use the bundled Python script to fill templates with user-provided data and output polished PDF documents ready for distribution.
When to Use This Skill
Activate this skill when the user asks to:
- Create a business proposal or project proposal
- Generate a business plan document
- Develop an annual budget plan
- Create any professional business document based on the available templates
- Fill in business templates with specific data
Available Document Types
This skill supports three types of professional business documents:
-
Project Proposal - Professional proposals for client projects
- Template:
assets/templates/Professional Proposal Template.pdf - Use case: Pitching projects to clients, stakeholders
- Template:
-
Business Plan - Comprehensive business planning documents
- Template:
assets/templates/Comprehensive Business Plan Template.pdf - Use case: Startup planning, investor presentations, strategic planning
- Template:
-
Annual Budget - Detailed budget planning documents
- Template:
assets/templates/Annual Budget Plan Template.pdf - Use case: Financial planning, budget proposals, fiscal year planning
- Template:
Quick Start Workflow
Step 1: Understand User Requirements
Gather information from the user about:
- Document type needed (proposal, business plan, or budget)
- Key data to include (company name, client info, dates, etc.)
- Any specific customization needs
Step 2: Prepare the Data
Create a JSON file with the document data. Reference the data schemas in references/document_schemas.md for field requirements.
Example for Proposal:
{
"title": "Digital Transformation Initiative",
"subtitle": "A Comprehensive Plan for Acme Corporation",
"client_org": "Acme Corporation",
"client_contact": "Jane Smith, CTO",
"company_name": "TechSolutions Inc.",
"contact_info": "[email protected]",
"date": "November 3, 2025"
}
Note: Check assets/examples/ for complete example JSON files:
proposal_example.jsonbusiness_plan_example.jsonbudget_example.json
Step 3: Install Dependencies (First Time Only)
The generation script requires Python packages. Install them:
pip install pypdf reportlab
Step 4: Generate the Document
Run the generation script:
python3 scripts/generate_document.py <document_type> <data_file> \
--templates-dir assets/templates \
--output-dir <output_directory>
Parameters:
<document_type>: One ofproposal,business_plan, orbudget<data_file>: Path to JSON file with document data--templates-dir: Directory containing PDF templates (default:assets/templates)--output-dir: Where to save generated PDFs (default:output)--output-filename: Optional custom filename
Example:
python3 scripts/generate_document.py proposal my_proposal_data.json \
--templates-dir assets/templates \
--output-dir ./generated_docs
Step 5: Deliver the Document
The script outputs a PDF file in the specified output directory. Verify the document was generated successfully and inform the user of the file location.
Detailed Usage Instructions
Creating a Project Proposal
-
Collect proposal information:
- Project title and subtitle
- Client organization and contact
- Your company name and contact info
- Project details (problem, solution, timeline, budget)
-
Create a JSON data file with proposal fields (see
references/document_schemas.md) -
Run the script:
python3 scripts/generate_document.py proposal proposal_data.json \ --templates-dir assets/templates -
Output: Professional PDF proposal with cover page and content sections
Creating a Business Plan
-
Collect business plan information:
- Company name and legal structure
- Mission and vision statements
- Target market details
- Financial projections
-
Create a JSON data file with business plan fields
-
Run the script:
python3 scripts/generate_document.py business_plan plan_data.json \ --templates-dir assets/templates -
Output: Comprehensive business plan PDF template
Creating an Annual Budget
-
Collect budget information:
- Fiscal year
- Company name
- Budget assumptions (inflation, growth targets)
- Revenue and expense forecasts
-
Create a JSON data file with budget fields
-
Run the script:
python3 scripts/generate_document.py budget budget_data.json \ --templates-dir assets/templates -
Output: Annual budget plan PDF with tables and projections
Important Notes
Script Functionality
The scripts/generate_document.py script:
- Reads PDF templates from the assets directory
- Overlays user data on template pages (primarily cover pages)
- Generates a new PDF with filled information
- Preserves the original template structure and formatting
Current Limitations
The script currently fills in cover page information (titles, names, dates). The template body content serves as a professional framework that users can follow when creating their documents manually or through other PDF editing tools.
Extending the Script
To fill additional fields beyond the cover page, the script can be enhanced to:
- Parse form fields in PDFs
- Add text overlays on specific coordinates for each page
- Replace placeholder text programmatically
Modify scripts/generate_document.py to add more sophisticated PDF manipulation as needed.
Data Schema Reference
For detailed information about required and optional fields for each document type, consult:
references/document_schemas.md- Complete data structure documentation
Example Files
Find complete working examples in assets/examples/:
proposal_example.json- Sample project proposal databusiness_plan_example.json- Sample business plan databudget_example.json- Sample budget plan data
Use these as starting templates when creating new documents.
Troubleshooting
Import errors when running the script:
- Install required packages:
pip install pypdf reportlab
Template not found:
- Verify
--templates-dirpoints toassets/templates - Check that PDF template files exist in the templates directory
Generated PDF is blank or missing data:
- Verify JSON data file is properly formatted
- Check that required fields are present (see
references/document_schemas.md)
Need to customize templates:
- Original templates are in
assets/templates/ - Modify templates using PDF editing software
- Keep original filenames or update
TEMPLATE_MAPin the script
Resources
scripts/
Contains the Python script for document generation:
generate_document.py- Main document generation script with CLI interface
This script can be executed directly without loading into context for token efficiency. It may be read if modifications or debugging are needed.
references/
Documentation to reference while working:
document_schemas.md- Complete JSON data structure for all document types
assets/
Files used in the document generation output:
templates/- Professional PDF templates for each document typeProfessional Proposal Template.pdfComprehensive Business Plan Template.pdfAnnual Budget Plan Template.pdf
examples/- Sample JSON data files demonstrating proper structureproposal_example.jsonbusiness_plan_example.jsonbudget_example.json
These templates and examples are not loaded into context but referenced during generation.
How to use business-document-generator on Cursor
AI-first code editor with Composer
Prerequisites
Before installing skills in Cursor, ensure your development environment meets these requirements:
- ›Cursor installed and configured on your development machine
- ›Node.js version 16.0+ with npm package manager (verify with
node --version) - ›Active project directory or workspace where you want to add business-document-generator
Execute installation command
Execute the skills CLI command in your project's root directory to begin installation:
The skills CLI fetches business-document-generator from GitHub repository ailabs-393/ai-labs-claude-skills and configures it for Cursor.
Select Cursor when prompted
The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:
Verify installation
Confirm successful installation by checking the skill directory location:
Reload or restart Cursor to activate business-document-generator. Access the skill through slash commands (e.g., /business-document-generator) or your agent's skill management interface.
Security & Verification Notice
We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.
Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.
List & Monetize Your Skill
Submit your Claude Code skill and start earning
Use Cases▌
Task Automation & Efficiency
Automate repetitive workflows and reduce manual effort
Example
Generate reports, summarize documents, draft communications
Save 3-5 hours per week on routine tasks
Knowledge Enhancement
Learn new skills, understand complex topics, get expert guidance
Example
Explain concepts, provide examples, suggest learning resources
Accelerate learning and skill development by 2x
Quality Improvement
Enhance output quality through reviews, suggestions, and refinements
Example
Review drafts, suggest improvements, catch errors
Improve work quality by 30-40% with less effort
Implementation Guide▌
Prerequisites
- ›Claude Desktop or compatible AI client with skill support
- ›Clear understanding of task or problem to solve
- ›Willingness to iterate and refine outputs
Time Estimate
15-45 minutes depending on use case complexity
Installation Steps
- 1.Install skill using provided installation command
- 2.Test with simple use case relevant to your work
- 3.Evaluate output quality and relevance
- 4.Iterate on prompts to improve results
- 5.Integrate into regular workflow if valuable
Common Pitfalls
- ⚠Expecting perfect results without iteration
- ⚠Not providing enough context in prompts
- ⚠Using skill for tasks outside its intended scope
- ⚠Accepting outputs without review and validation
Best Practices▌
✓ Do
- +Start with clear, specific prompts
- +Provide relevant context and constraints
- +Review and refine all outputs before using
- +Iterate to improve output quality
- +Document successful prompt patterns
✗ Don't
- −Don't use without understanding skill limitations
- −Don't skip validation of outputs
- −Don't share sensitive information in prompts
- −Don't expect skill to replace human judgment
💡 Pro Tips
- ★Be specific about desired format and style
- ★Ask for multiple options to choose from
- ★Request explanations to understand reasoning
- ★Combine AI efficiency with human expertise
When to Use This▌
✓ Use When
Use when skill capabilities match your task, clear ROI on time saved, and you can validate outputs. Best for repetitive tasks, learning, and quality improvement.
✗ Avoid When
Avoid when task requires deep expertise you can't validate, involves sensitive decisions, or when learning process is more valuable than speed of completion.
Learning Path▌
- 1Familiarize yourself with skill capabilities and limitations
- 2Start with low-risk, non-critical tasks
- 3Progress to more complex and valuable use cases
- 4Build expertise through regular use and experimentation
Discussion
Product Hunt–style comments (not star reviews)- No comments yet — start the thread.
Ratings
4.6★★★★★58 reviews- ★★★★★Ganesh Mohane· Dec 28, 2024
business-document-generator reduced setup friction for our internal harness; good balance of opinion and flexibility.
- ★★★★★Chinedu Shah· Dec 24, 2024
Solid pick for teams standardizing on skills: business-document-generator is focused, and the summary matches what you get after install.
- ★★★★★Liam Gupta· Dec 24, 2024
business-document-generator is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
- ★★★★★Chinedu Taylor· Dec 12, 2024
Keeps context tight: business-document-generator is the kind of skill you can hand to a new teammate without a long onboarding doc.
- ★★★★★Zara Martinez· Dec 8, 2024
Registry listing for business-document-generator matched our evaluation — installs cleanly and behaves as described in the markdown.
- ★★★★★Liam Iyer· Dec 8, 2024
I recommend business-document-generator for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
- ★★★★★Mei Martinez· Nov 27, 2024
Useful defaults in business-document-generator — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
- ★★★★★Sakshi Patil· Nov 19, 2024
I recommend business-document-generator for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
- ★★★★★Aditi Patel· Nov 19, 2024
business-document-generator fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.
- ★★★★★Mei Chen· Nov 15, 2024
business-document-generator is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
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