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AI Documentation Generator

AI Documentation Generator

Table of Contents

Automatically generate/update software documentation using AI

The AI Documentation Generator, powered by Bito CLI, transforms the tedious task of writing and updating software documentation. It ensures that the documentation is always up-to-date, accurate, and in line with the latest code changes. This level of consistency and accuracy was previously unattainable with manual processes.

Additionally, AI generated documentation significantly reduces the maintenance cost.

Here’s a link to some sample documentation the agent generated for an open-source Spotify Gesture Control project.

Provide Bito CLI a directory and it will automatically generate a detailed overview, visualization, and documentation for each file including summary of the file, dependencies, documentation regarding class/modules, function/methods, etc.


Ensure the following tools are installed:

Also, make sure these prompt files are present in a specified prompt folder (AI_Prompts by default):

  • high_level_doc_prompt.txt
  • mermaid_doc_prompt.txt
  • fix_mermaid_syntax_prompt.txt
  • system_introduction_prompt.txt
  • system_overview_mermaid_update_prompt.txt

How to Use

  1. Clone the Repository: Clone this repository to your local machine.
  2. Set Execution Permissions: Provide the necessary execution permissions to the script:
chmod +x
  1. Run the Script: Execute the script by providing the folder you wish to document as an argument:
./ <folder_to_document>


Upon successful execution, the tool generates a directory named doc_<folder_name>

The directory includes:

  • Module Documentation: Individual markdown files for each module, titled <module_name>, detailing the module’s purpose, functions, and interactions.
  • Aggregated Documentation: A comprehensive markdown file, which consolidates the documentation from each module. This file also includes SVG format flow maps created by Mermaid.js for a visual overview of module interactions, and a final Full System Flow Map in PNG format generated by code2flow for a broader system perspective.

The generated documentation utilizes tools such as Bito, Code2Flow, Graphviz, and jq. It supports many popular programming languages (Python, JavaScript, Go, Rust, etc.) and documentation can be generated in over 50 spoken languages (English, German, Chinese, etc.).

Automated documentation isn’t just a time-saver; it’s a quality enhancer. It enables teams to maintain a single source of truth for their project, ensuring that all team members, stakeholders, and users are on the same page. This alignment is crucial for the success of any software project.


  • AI Enhanced Module Analysis: Leverages an AI-driven process to analyze each module, using a user-editable prompt high_level_doc_prompt.txt from the AI_Prompts directory. You can adjust the prompt to obtain a variety of module insights such as:
    • Module Name
    • Primary Objectives
    • Key Functions and Roles
    • Important Variables
    • Interactions with Other System Parts
    • Main vs. Supportive Operations
    • Operational Sequence
    • Performance Factors
    • Reusability and Adaptability
    • Usage
    • Assumptions
  • Auto-Retry Logic and Enhanced Error Handling: Ensures reliable documentation generation even in unstable environments through sophisticated error handling and retry mechanisms.
  • Visualization with Mermaid.js Flow Maps and Enhanced Syntax Handling: AI-generated visual flow maps to represent module interactions. Now with improved handling of Mermaid diagram syntax, minimizing manual interventions.
  • Mermaid CLI Image Conversion: Transforms Mermaid.js diagrams into images, offering a clear visual representation of your code architecture.
  • Skippable Files and Directories: Customize which files and directories to ignore during documentation via the skip_list.csv.
  • Comprehensive Documentation: Generates detailed markdown files for each module and compiles them into an overarching High_Level_Doc, complete with visual flow maps.
  • Documentation Metrics Logging: Track your session duration and token usage metrics, recorded in bito_usage_log.txt.
  • Required Tool and File Verification: Checks for the presence of necessary tools (“bito”, “mmdc”) and prompt files before starting the documentation process.

Supported Languages

Supports Python, C, C++, Java, JavaScript, Go, Rust, Ruby, PHP, Bash, Kotlin and is extensible to other languages.

To add support for a new language, simply add the file extension to the CSV file programming_languages.csv.


Skip List

The Skip List feature enables the exclusion of specific files and directories from the documentation process. By default, the tool ignores common directories like node_modules and log files, as well as various temporary or compiled files.

Updating the Skip List

By customizing the Skip List, you gain control over the documentation content, ensuring it’s concise, relevant, and tailored to showcase the most significant aspects of your project.

To customize the Skip List to fit your project’s needs, follow these steps:

  1. Open the CSV File:
    • Locate and edit the skip_list.csv file, which should be in the same directory as the script.
  2. Modify the Skip List:
    • Add or remove file or directory patterns you want to exclude.
    • Each line in the CSV file represents a pattern to be skipped.
    • Example: To add a custom pattern, simply add a new line with the pattern, like private_.
    • Your modified list might look like this:
  • Now all files or folders with the pattern private_ in its name will be ignored in the documentation process.
  1. Save the CSV File:
    • After making your changes, save and close the CSV file.
  2. Re-run the Script:
    • Execute the script again to apply the new Skip List settings.

Known Issues and Solutions

Syntax Errors in Mermaid Diagrams

  • Issue: Occasional syntax errors in AI-generated Mermaid diagrams, such as misplaced quotes or empty parentheses.
  • Current Solutions:
    • Automated Fixes: Script (fix_mermaid_syntax) and AI-driven (fix_mermaid_syntax_with_bito) methods are used for common syntax corrections.
    • Manual Editing: For unresolved errors, manual editing can be done using the Mermaid Live Editor.
    • Update Command: Post-editing, update diagrams in your markdown documentation using:
mmdc -i -o

Ongoing Efforts

  • We’re continuously improving our AI models and scripts based on user feedback.
  • Future updates will focus on reducing manual intervention and enhancing the user experience.

Your feedback is invaluable in helping us refine and improve this tool.

Anand Das

Anand Das

Anand is Co-founder and CTO of Bito. He leads technical strategy and engineering, and is our biggest user! Formerly, Anand was CTO of Eyeota, a data company acquired by Dun & Bradstreet. He is co-founder of PubMatic, where he led the building of an ad exchange system that handles over 1 Trillion bids per day.

Amar Goel

Amar Goel

Amar is the Co-founder and CEO of Bito. With a background in software engineering and economics, Amar is a serial entrepreneur and has founded multiple companies including the publicly traded PubMatic and Komli Media.

Written by developers for developers

This article was handcrafted with by the Bito team.

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