repomap-ai 0.1.3

Token-efficient repository mapping tool for AI IDEs

RepoMap

Token-efficient repository mapping tool for AI IDEs. RepoMap parses source code with tree-sitter, builds function-level dependency graphs, and outputs compact maps that fit within token budgets.

What is RepoMap

RepoMap generates concise, structured maps of codebases designed for consumption by LLMs and AI-powered IDEs. Rather than dumping raw source code into a context window, RepoMap extracts symbols (functions, classes, methods), resolves their dependencies, ranks them by importance using PageRank, and formats the output to stay within a specified token budget. The result is a high-signal overview that helps AI tools understand project structure without exhausting context limits.

Features

• Tree-sitter parsing for Python, TypeScript, and JavaScript
• Dependency graph with typed edges: calls, imports, reads, writes, extends, implements
• PageRank ranking to surface the most important symbols first
• Token-budget-aware output that fits maps within configurable token limits
• Data model detection for Pydantic, dataclass, and SQLAlchemy models
• Entry point detection to identify CLI commands, API routes, and main functions
• Multiple output formats: Markdown, JSON, XML
• Interactive HTML explorer for visual navigation of the dependency graph
• MCP server for direct integration with AI IDEs (Cursor, VS Code)
• Incremental file watcher that updates the map as code changes

Installation

Choose whichever method suits you — both give you the same repomap command.

Via npm / npx (no Python setup required)

# Run instantly without installing
npx repomap-ai generate .

# Or install globally
npm install -g repomap-ai
repomap generate .

npx repomap-ai automatically installs the Python backend (pip install repomap-ai) on first run.

Via pip (Python 3.11+)

pip install repomap-ai
repomap generate .

With optional extras:

# Visualization, MCP server, and performance extras
pip install "repomap-ai[visual,mcp,scale]"

Via pipx (recommended for global CLI use)

pipx install repomap-ai
repomap generate .

From source (development)

git clone https://github.com/tushar22/repomap.git
cd repomap
pip install -e ".[dev,visual,mcp]"

Quick Start

# Generate a map of the current repository
repomap generate .

# Generate a map with a 2000-token budget in JSON format
repomap generate . --max-tokens 2000 --format json

# Focus on symbols around a specific function
repomap generate . --around "MyClass.process"

# Launch the interactive visual explorer
repomap visual . -o .repomap.html

CLI Commands

repomap generate

Generate a repository map.

repomap generate . [OPTIONS]

Option	Description
--max-tokens N	Maximum token budget for output (default: 1000)
--around SYMBOL	Focus map around a specific symbol
--format FORMAT	Output format: markdown, json, xml
--output FILE	Write output to a file instead of stdout
--scope SCOPE	Limit to a subdirectory or file
--verbose	Show detailed processing information

Examples:

# Default markdown output
repomap generate .

# JSON output focused on a specific class, saved to file
repomap generate . --format json --around "UserService" --output map.json

# Scoped to a subdirectory with a larger token budget
repomap generate . --scope src/core --max-tokens 4000 --verbose

repomap visual

Generate an interactive HTML dependency graph explorer.

repomap visual . -o .repomap.html

Open the resulting HTML file in a browser to explore symbols, their relationships, and importance rankings interactively.

repomap stats

Display symbol store statistics: number of files parsed, symbols extracted, edges in the dependency graph.

repomap stats .

repomap watch

Start an incremental file watcher that updates the symbol store as files change.

repomap watch .

repomap serve

Start an MCP server for integration with AI IDEs.

repomap serve . --transport stdio

repomap init

Generate IDE configuration files for MCP integration.

repomap init .

This creates .cursor/mcp.json and .vscode/mcp.json in the target directory.

Using with Existing Repos

Just cd into any repo and run — no config needed.

One-liner (zero install)

cd /path/to/any/repo
npx repomap-ai generate .

First run auto-installs the Python backend in the background, then generates the map.

Step-by-step walkthrough

1. Go to the target repository:

   cd /path/to/your/repo
   # or clone one first
   git clone https://github.com/example/project.git && cd project
   

2. Generate a high-level map:

   # via npx
   npx repomap-ai generate .
   
   # or via pip-installed CLI
   repomap generate .
   

3. Focus on a specific area using --around for a detailed view of a symbol and its dependencies:

   repomap generate . --around "handle_request"
   

4. Explore visually by generating the interactive HTML explorer:

   repomap visual . -o .repomap.html
   open .repomap.html   # macOS
   

5. Set up MCP for IDE integration so your AI assistant can query the map on demand:

   repomap init .
   repomap serve . --transport stdio
   

MCP Integration

RepoMap exposes six tools through the Model Context Protocol (MCP):

Tool	Description
repomap_overview	Get a token-budgeted overview of the entire repository
repomap_around	Explore symbols surrounding a specific function or class
repomap_query	Search for symbols by name or pattern
repomap_data_model	List detected data models (Pydantic, dataclass, SQLAlchemy)
repomap_entry_points	List detected entry points (CLI commands, routes, main)
repomap_impact	Analyze the impact of changing a specific symbol

Cursor

Add to .cursor/mcp.json:

{
  "mcpServers": {
    "repomap": {
      "command": "repomap",
      "args": ["serve", ".", "--transport", "stdio"]
    }
  }
}

VS Code

Add to .vscode/mcp.json:

{
  "servers": {
    "repomap": {
      "command": "repomap",
      "args": ["serve", ".", "--transport", "stdio"]
    }
  }
}

Alternatively, run repomap init . to generate both configuration files automatically.

Output Formats

Markdown (default)

Human-readable format, suitable for most LLMs. Selected with --format markdown.

JSON

Structured format for programmatic consumption. Selected with --format json. Includes full symbol metadata, edges, and ranking scores.

XML

Optimized for Claude. Selected with --format xml. Uses a compact tag structure that Claude parses efficiently, reducing token usage compared to equivalent JSON.

Configuration

RepoMap reads configuration from .repomaprc (INI-style) or pyproject.toml under [tool.repomap].

pyproject.toml

[tool.repomap]
max_tokens = 1000
output_format = "markdown"
exclude_patterns = ["**/node_modules/**", "**/venv/**", "**/.git/**"]

.repomaprc

max_tokens = 1000
output_format = markdown
exclude_patterns = **/node_modules/**, **/venv/**, **/.git/**

Option	Default	Description
max_tokens	1000	Maximum token budget for generated maps
output_format	markdown	Default output format: markdown, json, xml
exclude_patterns	[]	Glob patterns for files and directories to skip

Architecture

RepoMap follows a four-stage pipeline:

Source Files --> Parser --> Graph --> Ranker --> Formatter --> Output

1. Parser -- Uses tree-sitter grammars to extract symbols (functions, classes, methods, variables) and their relationships from Python, TypeScript, and JavaScript source files.

2. Graph -- Builds a directed dependency graph using NetworkX. Edges are typed (calls, imports, reads, writes, extends, implements) and weighted by relationship strength.

3. Ranker -- Applies PageRank over the dependency graph to score each symbol by structural importance. Supports boosting for entry points and data models.

4. Formatter -- Serializes the ranked symbols into the requested output format (Markdown, JSON, XML), pruning low-ranked symbols to stay within the token budget as measured by tiktoken.

License

See LICENSE for details.