The Transformation Engine

How BlackBook AI Works

A transparent look into our 5-stage automated documentation pipeline. We extract, ground, structure, and assemble your complete academic Blackbook.

Stage 1: Parsing

Multi-Source Code Ingestion

Extracts structure from your actual repository files

Whether you provide a public GitHub URL, a ZIP archive containing frontend/backend code, SQL DDL migrations, or UI screenshots, our ingestion pipeline normalizes every asset into structured ASTs and text streams.

Inputs Ingested & Analyzed
  • GitHub Repo / ZIP Archive
  • SQL Schema DDLs
  • UI Screenshots (.png/.jpg)
  • Project PPTX/PDF Synopsis
Synthesized Outputs & Artifacts
  • File Hierarchy AST
  • Database Tables & Keys
  • Identified UI Workflows
  • Dependency Tree
blackbook-engine-stream
Active
// Ingesting project structure...
✓ Found: /backend/app.py (FastAPI)
✓ Found: /schema/database.sql (PostgreSQL)
✓ Mapped 8 tables & 14 foreign keys
✓ Extracted 6 user interface screens
Pipeline Latency: FastMSBTE Calibrated
Zero Format Rejections

Strict MSBTE Formatting Adherence

Maharashtra polytechnic and engineering colleges have strict guidelines. BlackBook AI is calibrated to meet every single guideline out of the box.

Page Margins & Binding

Left: 1.25 inches (32 mm) for spiral/hard binding. Right, Top, Bottom: 1.0 inch (25 mm).

Typography Hierarchy

Chapter Title: Times New Roman 16pt Bold. Section: 14pt Bold. Body Text: 12pt Regular with 1.5 line spacing.

Front Matter Numbering

Certificates, Declaration, Acknowledgement, Abstract, TOC numbered in Roman numerals (i, ii, iii...).

Chapter Page Numbering

Arabic numerals (1, 2, 3...) starting from Chapter 1 (Introduction) through Chapter 8 and References.

Figures & Tables Protocol

Numbered chapter-wise: Figure 4.1, Figure 4.2; Table 3.1, Table 3.2, with descriptive titles below figures and above tables.

Guide & Examiner Endorsements

Institutional certificate format including Guide signature, HOD approval, and External Examiner signature blocks.

See the pipeline in action on your project

Upload your files now to generate a fully formatted, MSBTE-ready Blackbook draft.