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llm_ctx

llm_ctx is a command-line utility that formats code or text from files and standard input (stdin) into structured context for LLMs (such as Claude.ai, ChatGPT, Gemini AI Studio). It supports Unix-style composition, allowing integration with tools like grep, find, and git diff via pipes (|). Key features include file tree generation, respecting .gitignore rules, and skipping binary files (see Limitations).

Quick Examples:

  1. Review the last commit and copy to clipboard (macOS):

    git diff HEAD~1 | llm_ctx -c "Review the changes in this commit" | pbcopy

  2. Paste text directly for analysis and copy (macOS):

    llm_ctx -c @- | pbcopy
# --> Paste your text here...
# --> Press Ctrl+D when finished

    (This reads instructions directly from your terminal input until EOF)

  3. Analyze specific React component files in the src directory and copy (macOS):

    llm_ctx -f 'src/components/Button.{js,jsx,css}' -c "Analyze this React Button component and its styles." | pbcopy

    (Note: {} expansion might depend on your shell)

  4. Provide context for the entire project (respecting .gitignore) and copy (macOS):

    # Use a recursive glob. Assuming that .gitignore has node_modules/, build/, *.log etc., these will be skipped.
llm_ctx -f '**/*' -c "Please conduct a code review of this project, and find any potential bugs." | pbcopy

    (Warning: This can generate a lot of context!)

  5. Generate a code map with function/class/type information for your project:

    llm_ctx -m -f 'src/**/*.{js,c,h}' -c "Explain how the key components in this project interact." | pbcopy

    (Uses pattern matching by default, enhanced with Tree-sitter when available - see Code Map Feature)

(Clipboard commands: Use | xclip -selection clipboard on Linux (X11) or | clip on Windows instead of | pbcopy)

Quick Links:

Installation

Prerequisites

  • C compiler (gcc/clang)
  • make
  • POSIX-compliant system

Compatibility

  • macOS (M1/Apple Silicon) - Fully tested
  • Linux - Should work, not fully tested
  • Windows (WSL) - Should work under WSL, not fully tested

Getting Started (Build & Use)

Follow these steps to get the code, build it, and make it easily accessible:

  1. Clone the Repository: Get the source code from GitHub:

    git clone https://github.com/kennyfrc/llm_ctx.git
cd llm_ctx

  2. Build the Executable: Compile the source code using make. This creates the llm_ctx executable in the current directory.

    make

    You can run the tool directly from this directory: ./llm_ctx --help.

  3. Add llm_ctx to your PATH: Use make symlink (recommended) or make install to run llm_ctx from anywhere.

    # Recommended: Create symlink in /usr/local/bin (default)
# Use 'make symlink PREFIX=~/bin' for a custom location (ensure it's in PATH)
make symlink

# Alternative: Install system-wide (usually requires sudo)
# sudo make install

    Now run: llm_ctx --help

Tutorials

This section guides you through the basic usage of llm_ctx.

Getting Started: Piping vs. File Arguments

llm_ctx can receive input in two main ways:

  1. Piping from stdin: Use the output of another command (like git diff, cat, grep) as input. This is the default behavior. 
    git diff | llm_ctx
  2. File arguments with -f: Specify one or more files or glob patterns directly. 
    llm_ctx -f main.c utils.h 'src/**/*.js'

Analyzing Your First File

Let's analyze a single file:

  1. Create a test file: 
    echo "Hello, llm_ctx!" > test.txt
  2. Run llm_ctx: 
    llm_ctx -f test.txt
  3. Observe the output: You'll see a structure like this, showing the file tree and the file's content within fenced blocks: 
    <file_tree>
.
└── test.txt
</file_tree>

<file_context>

File: test.txt

Hello, llm_ctx!

----------------------------------------

</file_context>

Analyzing Git Changes

A common use case is reviewing code changes:

  1. Make a change in a file within a Git repository.
  2. Pipe git diff to llm_ctx: 
    git diff | llm_ctx
  3. Add instructions for the LLM using the -c flag: 
    git diff | llm_ctx -c "Explain these changes and suggest improvements."
    The output will now include a <user_instructions> block.

Piping to Clipboard

To easily paste the context into an LLM web UI, pipe the output to your system's clipboard command:

  • macOS: ... | pbcopy
  • Linux (X11): ... | xclip -selection clipboard
  • Windows: ... | clip

Example:

git diff HEAD~1 | llm_ctx -c "Review this commit" | pbcopy

How-To Guides

This section provides goal-oriented steps for common tasks.

How to Request PR-Style Review Comments

Use the -e (or --editor-comments) flag along with -c to instruct the LLM to format part of its response like a pull request review, with specific suggestions tied to the code.

# Analyze main.c and ask for review comments
llm_ctx -f main.c -c "Review this function for thread safety" -e | pbcopy

This adds specific instructions within the <response_guide> block in the output.

How to Analyze Specific Files

Use the -f flag followed by the paths to the files:

llm_ctx -f path/to/file1.c path/to/another/file2.js

How to Analyze Files Using Patterns

Use glob patterns with the -f flag. Remember to quote patterns to prevent your shell from expanding them prematurely.

  • Simple Glob (current directory): 
    llm_ctx -f 'src/*.c'
  • Recursive Glob (current directory and subdirectories): 
    llm_ctx -f 'src/**/*.js'

How to Analyze Content Piped from Other Commands

Pipe the output of any command directly into llm_ctx.

  • From cat: 
    cat report.json | llm_ctx -c "Summarize this JSON report"
  • From git show (specific file version): 
    git show HEAD:src/main.c | llm_ctx -c "Explain this version of main.c"
  • From find and xargs: 
    find src -name "*.py" | xargs llm_ctx -f -c "Review these Python files"

How to Analyze a React Component and its Related Files

You can use glob patterns or list files explicitly. Brace expansion {} can be useful but depends on your shell (like bash or zsh).

  • Using Brace Expansion (if your shell supports it): 
    llm_ctx -f 'src/components/UserProfile.{jsx,module.css,test.js}' -c "Review the UserProfile component, its styles, and tests."
  • Listing Files Explicitly: 
    llm_ctx -f src/components/UserProfile.jsx src/components/UserProfile.module.css src/components/UserProfile.test.js -c "Review the UserProfile component, its styles, and tests."
  • Using find (more robust): 
    find src/components -name 'UserProfile*' | xargs llm_ctx -f -c "Review the UserProfile component and related files."

How to Provide Context for the Entire Project

Use a recursive glob pattern (**/*). llm_ctx will automatically use your .gitignore file to exclude ignored files and directories like node_modules/, build/, .env, etc.

# Capture all non-ignored files recursively from the current directory
llm_ctx -f '**/*' -c "Analyze the overall structure and key parts of this project."

Warning: This can generate a very large amount of text, potentially exceeding LLM context limits. Use with caution.

How to Exclude Files/Directories (Using .gitignore)

llm_ctx automatically respects .gitignore rules found in the current directory and parent directories. This is the primary way to exclude files.

  1. Ensure a .gitignore file exists in your project structure (or create one).
  2. Add patterns for files or directories you want to ignore. Common examples for web development include: 
    # Dependencies
node_modules/

# Build artifacts
build/
dist/

# Logs
*.log
npm-debug.log*

# Environment variables
.env
.env.local
  3. Run llm_ctx with a broad pattern (like **/*) or specific files. Files matching .gitignore patterns will be automatically skipped. 
    # This includes all non-ignored files
llm_ctx -f '**/*'

# This includes *.js files but skips those in node_modules/, build/, etc.
llm_ctx -f '**/*.js'

How to Include Files That Are Normally Ignored (Bypass .gitignore)

Use the --no-gitignore flag to disable .gitignore processing for a specific run:

# Include config.log even if *.log is in .gitignore
llm_ctx -f --no-gitignore config.log 'src/**/*.c'

How to Add Instructions for the LLM

Use the -c flag to provide instructions. There are several ways:

  1. Inline Text: Provide the instructions directly on the command line (remember to quote if necessary):

    llm_ctx -f main.c -c "Focus on the main function and look for potential bugs."
# Or using the equals form:
llm_ctx -f main.c -c="Focus on the main function..."

  2. From a File (-c @file): Read instructions from a specified file. This is useful for complex or reusable prompts.

    # Create a file with your instructions
echo "Review this code for style consistency and potential errors." > /tmp/review_prompt.txt

# Use the file with -c @
llm_ctx -f src/*.c -c @/tmp/review_prompt.txt

  3. From Standard Input (-c @-): Read instructions from stdin until EOF (Ctrl+D). This is great for multi-line instructions directly in the terminal or via heredocs in scripts.

    # Type instructions directly, then pipe output to clipboard (macOS example)
llm_ctx -f main.c -c @- | pbcopy
# --> Enter instructions here...
# --> Press Ctrl+D (output goes to clipboard)

# Use a heredoc in a script or shell and pipe to clipboard
./llm_ctx -c @- -f src/utils.c <<'EOF' | pbcopy
Please perform the following actions:
1. Identify potential memory leaks.
2. Suggest improvements for error handling.
EOF
# (Output goes to clipboard)

    (See Piping to Clipboard for Linux/Windows commands)

All these methods add a <user_instructions> block to the output.

How to Send Output to Clipboard

Pipe the output of llm_ctx to your system's clipboard utility:

  • macOS: 
    git diff | llm_ctx | pbcopy
  • Linux (X11): 
    git diff | llm_ctx | xclip -selection clipboard
  • Windows: 
    git diff | llm_ctx | clip

How to Combine Different Sources (Advanced)

Use shell command grouping { ...; } or subshells (...) to combine outputs before piping to llm_ctx:

# Combine git diff output and the content of all Python files
{ git diff HEAD~1; find . -name "*.py" -exec cat {} +; } | llm_ctx -c "Review the diff and all Python files together."

Reference

This section provides detailed technical information about llm_ctx.

Command-Line Options

Usage: llm_ctx [OPTIONS] [FILE...]

Options:
  -c TEXT        Add instruction text wrapped in <user_instructions> tags.
                 Example: -c "Explain this code."
                 Example: -c="Explain this code."

  -c @FILE       Read instruction text from FILE. The file content is used
                 as the instruction text. Useful for multi-line prompts.
                 Example: -c @/path/to/prompt.txt

  -c @-          Read instruction text from standard input until EOF (Ctrl+D).
                 Useful for multi-line instructions or heredocs.
                 Example: echo "Instructions" | llm_ctx -c @- -f file.c

  -C             Shortcut for `-c @-`. Reads user instruction text from
                 standard input until EOF (Ctrl+D).

  -s             (Bare flag) No system prompt is added by default.

  -s TEXT        Add system prompt text wrapped in <system_instructions> tags.
                 Appears before user instructions.
                 Example: -s "You are a helpful assistant."
                 Example: -s="You are a helpful assistant."

  -s@FILE        Read system prompt text from FILE (no space after -s).
                 Overrides any inline text provided with -s TEXT.
                 Example: -s@/path/to/system_prompt.txt

  -s@-           Read system prompt text from stdin until EOF (no space after -s).
                 Example: echo "Be concise" | llm_ctx -s@- -f file.c

  -e, --editor-comments
                 Instruct the LLM to append PR-style review comments to its
                 response. Adds specific instructions to the <response_guide>.

  -r             Raw mode. Omits system instructions and the response guide.

  -m, --codemap  Generate a code map that shows functions, classes, methods, and
                 types. Uses pattern matching by default, Tree-sitter when available.

  -d, --debug    Debug mode. Shows additional information about file processing,
                 parsing decisions, and errors.

  -f [FILE...]   Process specified files or glob patterns instead of stdin.
                 Must be followed by one or more file paths or patterns.
                 Example: -f main.c 'src/**/*.js'

  -h, --help     Show this help message and exit.

  --command=TEXT Alias for -c=TEXT.
  --system[=TEXT] Alias for -s[=TEXT]. Optional argument form.
  --files        Alias for -f.

  --no-gitignore Ignore .gitignore files. Process all files matched by
                 arguments or patterns, even if they are listed in .gitignore.

Configuration File (.llm_ctx.conf)

llm_ctx can be configured using a .llm_ctx.conf file.

  • Location: The tool searches for this file starting in the current directory and moving upwards towards the root directory. The first one found is used. This allows for project-specific configurations.
  • Format: Simple key-value pairs, one per line. Comments start with #. Whitespace around the key and value is trimmed. 
    # Example .llm_ctx.conf
copy_to_clipboard = true
editor_comments = true
system_prompt = You are a concise code reviewer.
# system_prompt = @prompts/my_custom_prompt.txt
  • Example: See the .llm_ctx.conf.example file in the repository for a template.
  • Supported Settings:
    • copy_to_clipboard: Set to true, yes, or 1 to automatically copy the output to the system clipboard instead of printing it to standard output. Defaults to false.
    • editor_comments: Set to true, yes, or 1 to enable the PR-style review comment instruction in the <response_guide> by default. Defaults to false.
    • system_prompt: Sets the default system prompt. Can be provided as inline text directly after the =, or as a path to a file relative to the .llm_ctx.conf file using the @ prefix (e.g., system_prompt = @prompts/my_prompt.txt). Defaults to the built-in pragmatic programming prompt.
    • system_prompt: Optional. If set, its text is injected before user instructions.    • Inline: system_prompt = You are a concise code reviewer.    • From file (path is relative to the config): system_prompt = @prompts/my_prompt.txt    Note: llm_ctx ships with no automatic system prompt. Use this setting or -s to add one.
  • Precedence: Command-line flags (-s, -s@FILE, -s@-, -e) always override settings from the configuration file.
    • If you use -e on the command line, editor_comments will be treated as true for that run, regardless of the config file setting.
    • (Currently, there is no command-line flag to override copy_to_clipboard).

Example Workflow:

  1. Place a .llm_ctx.conf in your project's root directory: 
    # ~/my_project/.llm_ctx.conf
system_prompt = @prompts/project_specific_guidelines.txt
copy_to_clipboard = true
  2. Run llm_ctx from anywhere within the project: 
    cd ~/my_project/src
git diff | llm_ctx -c "Review this diff"
# Output will be copied to clipboard automatically

Writing multiline values

Indent any line by ≥ 2 spaces; the common indent will be stripped automatically:

system_prompt =
  Line 1.
    Line 2 indented further.
  Line 3.

The stored value becomes:

Line 1.
  Line 2 indented further.
Line 3.

Input Methods

llm_ctx determines its input source automatically:

  1. File Arguments (-f): If the -f flag is present, all subsequent arguments are treated as file paths or glob patterns to be processed.
  2. Piped Content (stdin): If -f is not present and stdin is not connected to a terminal (i.e., it's receiving piped data), llm_ctx reads the entire stdin stream as a single block of content (e.g., from git diff, cat). It attempts to detect the content type (like diff, json, xml) for appropriate fencing.
  3. Terminal Input (Error/Help): If -f is not present and stdin is connected to a terminal (i.e., you just run llm_ctx interactively), it prints the help message, as it expects input via pipes or the -f flag.

Output Format

The output is structured using simple XML-like tags for clarity:

  • <user_instructions> (Optional): Contains the text provided via the -c flag. Appears first if present.
  • <system_instructions> (Optional): Contains the text provided via the -s flag (either the default or custom from @FILE/@-). Appears after user instructions if both are present.
  • <response_guide> (Optional): Appears if -c was used. Contains guidance for the LLM on how to structure its response. Includes an initial comment instructing the LLM to follow the guide. Appears after system instructions.
    • <problem_statement>: Contains a fixed instruction for the LLM to summarize the user's request based on the overall context provided (including <user_instructions> and file content). This ensures the LLM actively processes the request context.
    • <reply_format>: Instructions for the LLM's reply structure. If the -e or --editor-comments flag was used, this section explicitly asks for PR-style code review comments (e.g., using GitHub inline diff syntax) in addition to the main solution/explanation. Otherwise, it indicates that no code review block is needed.
  • <file_tree>: Shows a tree structure representing the relative paths of the files included in the context. The root of the tree is the common parent directory.
  • <file_context>: Wraps the content of all processed files.
    • File: <filepath>: A header indicating the start of a file's content. The <filepath> is relative to the common parent directory identified for the tree.
    • ```[type]: Standard Markdown fenced code blocks containing the file content. [type] is automatically detected for stdin content (e.g., diff, json) if possible, otherwise it's empty.
    • ----------------------------------------: A separator line between files within the <file_context>.

Example Structure (with -c, -s and -e):

<user_instructions>
Review this C code for potential memory leaks and suggest improvements.
</user_instructions>

<system_instructions>
You are a senior programmer.
</system_instructions>

<response_guide>
<!-- LLM: Follow the instructions within this response guide -->
  <problem_statement>
Summarize the user's request or problem based on the overall context provided.
  </problem_statement>
  <reply_format>
    1. Provide a clear, step-by-step solution or explanation.
    2. Return **PR-style code review comments**: use GitHub inline-diff syntax, group notes per file, justify each change, and suggest concrete refactors.
  </reply_format>
</response_guide>

<file_tree>
project_root
├── src
│   └── main.c
└── include
    └── utils.h
</file_tree>

<file_context>

File: src/main.c

#include <stdio.h>
#include "utils.h"

int main() {
    printf("Hello!\n");
    print_util();
    return 0;
}

----------------------------------------

File: include/utils.h

#ifndef UTILS_H
#define UTILS_H

void print_util();

#endif

----------------------------------------

</file_context>

Glob Pattern Support

When using the -f flag, llm_ctx supports standard glob patterns:

  • *: Matches any sequence of characters (except /).
  • ?: Matches any single character (except /).
  • []: Matches any one character within the brackets. Ranges ([a-z]) and negation ([!0-9]) are supported.
  • **: Matches zero or more directories recursively. This is handled by custom logic in llm_ctx. Example: src/**/*.js matches all .js files in src and its subdirectories.
  • {}: Brace expansion (e.g., *.{c,h}) might work depending on your shell or the system's glob() implementation (GLOB_BRACE). It's often safer to rely on shell expansion or list patterns separately.

Note: It's generally recommended to enclose glob patterns in single quotes (') to prevent your shell from expanding them before llm_ctx receives them, especially for patterns involving * or **.

.gitignore Integration

  • Automatic Loading: By default, llm_ctx searches for .gitignore files in the current directory and all parent directories up to the root.
  • Standard Rules: It respects standard .gitignore syntax, including:
    • Blank lines are ignored.
    • Lines starting with # are comments.
    • Trailing spaces are ignored unless quoted with backslash (\ ).
    • Patterns (*.log, build/).
    • Negation patterns (!important.log) - these override ignore rules.
    • Directory patterns (ending with /).
  • Precedence:
    • Patterns read from files in deeper directories take precedence over those in parent directories.
    • Later patterns within the same file take precedence over earlier ones.
    • Negation patterns (!) always override ignore patterns for a matching file.
  • Disabling: Use the --no-gitignore flag to completely skip loading and checking .gitignore files.

Code Map Feature

The -m or --codemap flag enables code mapping, which extracts and displays functions, classes, methods, and types from source files in a structured format. This provides a high-level overview of the codebase's structure for the LLM.

  • What it shows: The code map displays:

    • Functions with their parameter signatures and return types
    • Classes with their methods
    • Types/Interfaces

  • Implementation Methods:

    • Pattern-based: By default, llm_ctx uses simple regex patterns to extract code structure, which works across various languages.
    • Tree-sitter enhanced: When Tree-sitter language packs are available, llm_ctx uses precise AST parsing for superior results.

  • Example:

    llm_ctx -m -f 'src/**/*.{js,ts,c,h,rb}'

  • Output Format: The output includes a <code_map> block between the <file_tree> and <file_context> sections:

    <code_map>
[path/to/file.js]
Classes:
  ClassName:
    methods:
    - constructor(params)
    - methodName(params) -> returnType

Functions:
  functionName           (params) -> returnType
  anotherFunction        (params)

Types:
  TypeName
</code_map>

  • Debug Mode: Use -d or --debug with -m to see detailed information about the code mapping process:

    llm_ctx -m -d -f 'src/**/*.js'

    Debug mode shows:

    • Which parser was used (pattern-based or Tree-sitter)
    • Issues with file processing
    • Parsing decisions and errors

  • Tree-sitter Requirements (Optional but Recommended): To fully utilize the Tree-sitter enhanced parsing:

    1. The Tree-sitter library (brew install tree-sitter on macOS)
    2. Language packs for the languages you want to analyze

  • Installing Language Packs:

    # Install JavaScript language pack
make pack LANG=javascript

# Install Ruby language pack
make pack LANG=ruby

# Install all supported language packs
make packs

  • Notes:

    • Without Tree-sitter language packs, code mapping still works using pattern-based extraction
    • Tree-sitter provides superior results but isn't required
    • Performance limits: Files > 5MB are skipped to avoid excessive memory usage
    • No strict timeout limits are enforced during parsing

Limitations

Binary File Detection

llm_ctx includes a simple heuristic to detect binary files. It checks the beginning of each file for:

  1. Null bytes (\0).
  2. Certain non-whitespace control characters (ASCII 0x01-0x1F, excluding tab, newline, carriage return).

If either is found, the file is considered binary, and its content is replaced with the placeholder [Binary file content skipped] in the output. This prevents large amounts of non-textual data (e.g., images like PNG/JPEG, executables, archives) from cluttering the LLM context.

Text Encoding Handling (UTF-16/UTF-32)

A consequence of the null byte check is that text files encoded in UTF-16 or UTF-32 (which often contain null bytes as part of their character representation) are usually detected as binary and skipped.

llm_ctx is primarily designed for UTF-8 and plain ASCII text files, which are most common in source code repositories.

Workaround: If you need to include content from a file encoded in UTF-16, UTF-32, or another encoding that gets incorrectly flagged as binary, you can convert it to UTF-8 before piping it to llm_ctx using tools like iconv:

# Example: Convert a UTF-16LE log file to UTF-8 before processing
iconv -f UTF-16LE -t UTF-8 important_log.txt | llm_ctx -c "Analyze this log file"

No Explicit Include/Exclude Flags

File inclusion is solely based on the files/patterns provided via -f or stdin. Exclusion is handled only via .gitignore rules (or the lack thereof if --no-gitignore is used). There are no separate --include or --exclude flags.

Design Decisions

This section provides context and clarifies design choices.

Project Philosophy

We designed llm_ctx following the Unix philosophy: do one thing well. Its sole focus is gathering and formatting context for LLMs, acting as a composable component in command-line workflows. We chose to use existing tools like git, find, and .gitignore rather than reimplementing their logic within llm_ctx.

Debug Mode and Transparency

The -d or --debug flag enhances transparency by providing insights into how llm_ctx processes files and generates code maps:

  • File Processing: See which files are included/excluded and why
  • Parser Selection: Learn whether pattern-based parsing or Tree-sitter AST parsing is being used for each file
  • Error Reporting: Get detailed information about parsing failures or timeouts
  • Performance Metrics: View parsing time for large files

This is especially useful when:

  • Troubleshooting unexpected file inclusion/exclusion
  • Developing new language packs
  • Understanding why certain code elements appear (or don't appear) in the code map

File Selection and Filtering

Unlike some tools with explicit --include and --exclude flags (like code2prompt), llm_ctx uses a simpler approach:

  • Inclusion: Determined only by the file paths and glob patterns provided via the -f flag, or the content piped via stdin.
  • Exclusion: Determined only by .gitignore rules (unless disabled by --no-gitignore).

Understanding the Output Structure

The XML-like tags (<file_tree>, <file_context>, <code_map>, etc.) and Markdown fences are chosen for:

  • LLM Clarity: Provides clear delimiters for different types of information (instructions, file structure, code map, file content).
  • Context Preservation: The file tree and code map help the LLM understand the relationships and structure of files and code entities.
  • Robustness: Less likely to be confused with code content compared to using only Markdown.
  • Easy Parsing: While designed for LLMs, the structure is simple enough for basic parsing if needed.
  • Binary File Handling: If a file is detected as binary (see Limitations), its content is replaced with a placeholder [Binary file content skipped] instead of being included within code fences.
  • Debug Information: When -d is used, additional diagnostic information is included to help identify issues with file processing and code mapping.

Tips for Effective LLM Context

  • Be Selective: Only include files relevant to your query. Use .gitignore effectively or provide specific file paths/patterns.
  • Use Instructions (-c): Clearly state what you want the LLM to do with the provided context.
  • Combine Sources: Use shell techniques (see How-To Guides) to combine git diff output with specific file contents when needed.
  • Consider Token Limits: llm_ctx does not manage token limits. Be mindful of how much context you are generating, especially when using broad patterns like **/*.

Testing

Run the test suite using Make:

make test

License

See the LICENSE file for license rights and limitations.

About

Format your codebase for LLMs using Unix-style commands.

github.com/kennyfrc/llm_ctx

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language-model llm genai genai-usecase genai-usecases

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