jctx 2.1.0

Extracts Java, Kotlin & Python code structure into AI-ready context files.

Jctx — Give AI full understanding of your Java, Kotlin & Python codebase

Stop pasting files. Get real architecture-aware answers.

Generate complete project context in seconds.

Turn any Java, Kotlin, or Python project into a single AI-ready context.txt (or context.md) in seconds.

Jctx "C:\projects\MyApp"
→  context.txt written  (Java: 39 files | Kotlin: 12 files | Python: 15 files | POM: 1 file | Gradle: 1 file)

No config. No dependencies. Just Python and a folder.

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Why it exists

You're working on a Java, Kotlin, or Python project. You open an AI chat to get help. Before you can even ask your question, you spend 10 minutes copy-pasting files, explaining your class structure, summarising what each module does.

Before: ChatGPT suggests random classes

After: ChatGPT tells exactly which class to modify and why

Jctx does all of that in one command.

It scans your project and writes a clean, structured context.txt (or context.md) — every class, every field, every method signature, every Javadoc/KDoc/docstring comment, and your build files — formatted so an AI can immediately understand your entire codebase.

It also provides Token Count Estimation, Language Percentages, and a Dependency Graph — all printed to your console automatically.

Paste it. Ask your question. Get useful answers.

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Output (real example)

Click to expand sample context.txt (Plain Text - Default)

================================================================
 JCTX v2.1.0 - Java, Kotlin & Python Context Extractor
 Project : C:\projects\Talken
 Date    : 2026-03-31 12:00:00
 Files   : Java: 39 file(s) | Kotlin: 5 file(s) | Python: 2 file(s) | POM: 1 file(s) | Gradle: 1 file(s)
================================================================

================================================================
 SECTION 1 - PROJECT FILE TREE
================================================================

  Talken\
  ├── src\
  │   └── main\
  │       ├── java\
  │       │   └── org\
  │       │       └── flexstudios\
  │       │           └── talken\
  │       │               ├── Controls.java
  │       │               └── TalkenClient.java
  │       └── kotlin\
  │           └── org\
  │               └── flexstudios\
  │                   └── talken\
  │                       └── UserProfile.kt
  ├── build.gradle
  └── pom.xml

================================================================
 SECTION 2 - POM.XML CONTENT
================================================================

----------------------------------------------------------------
  FILE: pom.xml
----------------------------------------------------------------

  <?xml version="1.0" encoding="UTF-8"?>
  <project>
      <modelVersion>4.0.0</modelVersion>
      <groupId>org.flexstudios</groupId>
      <artifactId>talken</artifactId>
      <version>1.0.0</version>
  </project>

================================================================
 SECTION 3 - KOTLIN CLASS AND MEMBER DETAILS
================================================================

----------------------------------------------------------------
  FILE: src\main\kotlin\org\flexstudios\talken\UserProfile.kt
----------------------------------------------------------------

  CLASS: UserProfile
  DOC  : Represents the user's local profile settings.

  DATA MEMBERS:
    · private val String displayName
    · private val String email

  METHODS:
    [1] String getAboutSection()
         DOC: (no documentation)

================================================================
 END OF REPORT
================================================================

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Install

Option 1: PyPI (Recommended) The easiest way to install Jctx on any OS (Windows, macOS, Linux) is via pip:

pip install jctx

The jctx command will be instantly available in your terminal.

Option 2: Manual Download (Windows)

1. Download The Latest Release Zip.
2. Unzip it
3. Right-click Setup.bat → Run as administrator
4. Open a new terminal

jctx "C:\path\to\your\java\project"

No admin rights? Copy jctx.py + jctx.bat anywhere and run jctx.bat directly.

Not on Windows? Run python jctx.py "path/to/project" on any OS with Python 3.8+.

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Usage

Jctx <project_folder> [--md] [--slim] [--no-tree] [--clipboard] [--print] [--version] [--help]

Flag	Effect
(none)	Saves context.txt into your project folder and prints token estimates
--md	Outputs a cleanly formatted Markdown file (context.md) instead of plain text
--slim	Slim mode: output only class names and method signatures (omits fields and docs) to save tokens
--no-tree	Skips the file tree section (shorter output)
--clipboard	Copies the generated report directly to your clipboard
--print	Also prints to the console
--version	Shows the Jctx version
--help	Shows help

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How to use the output

Paste context.txt (or the contents of context.md) into any AI chat and ask your question:

"Here's my Java/Kotlin/Python project structure: [paste]. I want to refactor the messaging module to use WebSockets — where should I start?"

Works great with Claude, ChatGPT, Gemini, and any other AI that accepts long text input.

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Console Metrics

After generating the file, Jctx prints a full analytics dashboard to your console:

Language Percentages

Shows the exact split of Java vs Kotlin vs Python code by lines of code:

================================================================
 LANGUAGE PERCENTAGES
================================================================
  Java    :  60.2%  ██████████████████████████████░░░░░░░░░░░░░░░░░░░░  (4,120 lines)
  Kotlin  :  28.1%  ██████████████░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  (1,920 lines)
  Python  :  11.7%  █████░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  (800 lines)
================================================================

Dependency Graph

Automatically maps which of your project classes depend on which — scans both import statements and in-body type references (catches same-package dependencies too). Only shows project-internal references, no external library noise:

================================================================
 DEPENDENCY GRAPH (project-internal)
================================================================
  EncryptionModule → (none)
  MessagingModule → EncryptionModule, UserProfile
  TalkenClient → EncryptionModule, MessagingModule, UserProfile
  UserProfile → (none)
================================================================

Token Count Estimate

Shows the total token count with a breakdown by section and checks whether your context fits each major AI model's context window:

================================================================
 TOKEN ESTIMATE
================================================================
  Total tokens : ~34,767

  Language Breakdown:
    Java        : ~  23,400  ( 59.3%)
    Kotlin      : ~  10,910  ( 27.6%)
    Python      : ~   4,560  ( 11.6%)
    Build files : ~     290  (  0.7%)
    File tree   : ~     312  (  0.8%)

  Context Window Fit:
    Y Llama 4 Scout (10M)      Y Gemini 3.1 (2M)          Y Grok (2M)
    Y GPT-5.4 (1M)             Y Claude 4.6 (1M)          Y Qwen 3 (1M)
================================================================

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.jctxignore — Custom Exclusions

Place a .jctxignore file in the project root to exclude additional directories or files from context extraction:

# Skip test directories
**/test/**

# Skip generated code
generated/

# Skip specific file patterns
*.test.java

Pattern	Meaning
dirname/	Skip any directory named dirname
**/test/**	Skip any directory named test anywhere in the tree
*.test.java	Skip files matching the glob pattern
# comment	Lines starting with # are ignored

When a .jctxignore is detected, the console banner shows:

  .jctxignore: yes (2 dirs, 1 patterns)

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What it extracts

What	Detail
File tree	Full project structure, build folders excluded
Build Files	Full content of your pom.xml, build.gradle, requirements.txt, and pyproject.toml
Classes	Java/Kotlin classes and interfaces, Python classes, plus all docstrings/JavaDocs/KDocs
Fields	Type, name, access modifier, val/var (Kotlin), instance vars (self.x), inline comments
Methods	Numbered list — return type, name, params, decorators, top-level Python/Kotlin functions

Auto-ignored: build/, target/, .idea/, .git/, node_modules/, .gradle/, .class, .jar, and all other build artifacts. Customize further with .jctxignore.

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Requirements

• Python 3.8 or newer — python.org
• Works on Windows, macOS, Linux

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Roadmap

• Kotlin support
• Markdown output mode (context.md)
• Multi-language project estimations (mixed Java + Kotlin percentages)
• Token count estimate alongside output
• Clipboard support and Slim mode
• Dependency graph (project-internal)
• .jctxignore custom exclusions
• Cross-platform packaging (PyPI / pip)
• Python language support
• Architecture diagram generation (--diagram)

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License

MIT — free to use, modify, and share.